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(6767 events)   Timezone:  
The 2026 schedule is still incomplete
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Poster
None
A Theoretical Framework for Statistical Evaluability of Generative Models
Shashaank Aiyer ⋅ Yishay Mansour ⋅ Shay Moran ⋅ Han Shao
[ OpenReview] 
Poster
None
Hedging on the frontier: Learning new tasks with few samples
Tobias Wegel ⋅ Federico Di Gennaro ⋅ Geelon So ⋅ Fanny Yang
[ OpenReview] 
Poster
None
Hyper-ICL: Attention Calibration with Hyperbolic Anchor Distillation for Multimodal In-Context Learning
Niloufar Alipour Talemi ⋅ Hossein Kashiani ⋅ Fatemeh Afghah
[ OpenReview] 
Poster
None
MASH: Modeling Abstention via Selective Help-Seeking
Mustafa Omer Gul ⋅ Claire Cardie ⋅ Tanya Goyal
[ OpenReview] 
Poster
None
Context Distillation Retains Post-Training Capabilities in Continually Trained LMs
Shankar Padmanabhan ⋅ Mustafa Omer Gul ⋅ Tanya Goyal
[ OpenReview] 
Poster
None
Failure is Feedback: History-Aware Backtracking for Agentic Traversal in Multimodal Graphs
Joohyung Yun ⋅ Doyup Lee ⋅ Wook-Shin Han
[ OpenReview] 
Poster
None
Fast Mixture of Curvature-Aware Experts for Diverse and Dynamic Graph Topologies
Jiayi Yang ⋅ Xing Wei ⋅ Chunchun Chen ⋅ Yi Feng ⋅ Wengang Guo ⋅ Rui Fan ⋅ Xiaofeng Cao ⋅ Xin Sun ⋅ Wei Ye
[ OpenReview] 
Poster
None
Safety Recovery in Reasoning Models Is Only a Few Early Steering Steps Away
Soumya Suvra Ghosal ⋅ Souradip Chakraborty ⋅ Vaibhav Singh ⋅ Furong Huang ⋅ Dinesh Manocha ⋅ Amrit Singh Bedi
[ OpenReview] 
Poster
None
LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations
Huangbiao Xu ⋅ huanqi wu ⋅ Xiao Ke ⋅ Yuxin Peng
[ OpenReview] 
Poster
None
Estimating the Empowerment of Language Model Agents
Jinyeop Song ⋅ Jeff Gore ⋅ Max Kleiman-Weiner
[ OpenReview] 
Poster
None
Global Plane Waves From Local Gaussians: Periodic Charge Densities in a Blink
Jonas Elsborg ⋅ Felix Aertebjerg ⋅ Luca Anthony Thiede ⋅ Alan Aspuru-Guzik ⋅ Tejs Vegge ⋅ Arghya Bhowmik
[ Poster]  [ OpenReview] 
Poster
None
Universal Algorithm-Implicit Learning
Stefano Woerner ⋅ Seong Joon Oh ⋅ Christian Baumgartner
[ OpenReview] 
Poster
None
Statistically Undetectable Backdoors in Deep Neural Networks
Andrej Bogdanov ⋅ Alon Rosen ⋅ Neekon Vafa
[ OpenReview] 
Poster
None
A Systematic Study of Behavioral Cloning for Scientific Data Annotation
Ishaan Singh Chandok ⋅ Core Francisco Park
[ OpenReview] 
Poster
None
Investigating Memory in RL with POPGym Arcade
Zekang Wang ⋅ Zhe He ⋅ Borong Zhang ⋅ Edan Toledo ⋅ Steven Morad
[ OpenReview] 
Poster
None
Gromov-Wasserstein at Scale, Beyond Squared Norms
Guillaume Houry ⋅ Jean Feydy ⋅ François-Xavier Vialard
[ OpenReview] 
Poster
None
Plan in Sandbox, Navigate in Open Worlds: Learning Physics-Grounded Abstracted Experience for Embodied Navigation
Zhixuan Shen ⋅ jiawei du ⋅ Ziyu Guo ⋅ Han Luo ⋅ Lilan Peng ⋅ Joey Tianyi Zhou ⋅ Haonan Luo ⋅ Tianrui Li
[ OpenReview] 
Poster
None
AutoNumerics-Zero: Automated Discovery of State-of-the-Art Mathematical Functions
Esteban Real ⋅ Mirko Rossini ⋅ Connal de Souza ⋅ Manav Garg ⋅ Moritz Firsching ⋅ Quoc Le ⋅ Yao Chen ⋅ Akhil Verghese ⋅ Ekin Dogus Cubuk ⋅ David Park
[ OpenReview] 
Poster
None
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability
Shobhita Sundaram ⋅ John Quan ⋅ Ariel Kwiatkowski ⋅ Kartik Ahuja ⋅ Yann Ollivier ⋅ Julia Kempe
[ OpenReview] 
Poster
None
On the Intrinsic Limits of Transformer Image Embeddings in Non-Solvable Spatial Reasoning
Siyi Lyu ⋅ Quan Liu ⋅ Feng Yan
[ OpenReview] 
Poster
None
Every Step Counts: Decoding Trajectories as Authorship Fingerprints of dLLMs
Qi Li ⋅ Runpeng Yu ⋅ Haiquan Lu ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
BioToken and BioFM – Biologically-Informed Tokenization Enables Accurate and Efficient Genomic Foundation Models
Aleksandr Medvedev ⋅ Karthik Viswanathan ⋅ Praveenkumar Kanithi ⋅ Kirill Vishniakov ⋅ Prateek Munjal ⋅ Clement Christophe ⋅ Tiago Magalhaes ⋅ Marco Pimentel ⋅ Ronnie Rajan ⋅ SHADAB KHAN
[ OpenReview] 
Poster
None
Intentional Updates for Streaming Reinforcement Learning
Arsalan Sharifnassab ⋅ Mohamed Elsayed ⋅ Kris De Asis ⋅ Rupam Mahmood ⋅ Rich Sutton
[ OpenReview] 
Poster
None
Beyond Pixels: Mining Compressed Domain Artifacts for Efficient AI-Generated Video Detection
Anran Zhu ⋅ Zhengli Shi ⋅ Chende Zheng ⋅ Chenhao Lin ⋅ Zhengyu Zhao ⋅ Le Yang ⋅ Chong Zhang ⋅ Shuai Liu ⋅ Chao Shen
[ OpenReview] 
Poster
None
DLM: Unified Decision Language Models for Offline Multi-Agent Sequential Decision Making
Zhuohui Zhang ⋅ Bin Cheng ⋅ Bin He
[ OpenReview] 
Poster
None
MMBench-Live: A Continuously Evolving Benchmark for Multimodal Models
Yuanzhi Liu ⋅ Shousheng Zhao ⋅ Bo Zhou ⋅ Kongming Liang ⋅ Zhanyu Ma
[ OpenReview] 
Poster
None
ConFlux: Multivariate Time Series in Flux, One Unified Forecast in Confluence
Shiyu Wang ⋅ Yuchen Fang ⋅ Juntong Ni ⋅ Ziyi Zhang ⋅ Baichuan Mo ⋅ Xinyue Zhong ⋅ Chengxin Wang ⋅ Zhou Ye ⋅ Yang Xiang
[ OpenReview] 
Poster
None
GEM: Geometric Entropy Mixing for Optimal LLM Data Curation
Yue Min ⋅ Ziyun Qiao ⋅ Ruining Chen ⋅ Yujun Li
[ OpenReview] 
Poster
None
CausalX: A Unified and Causally-Interpretable Plug-and-Play Model for Multi-modal Spatio-Temporal Forecasting
Shiqi Zhang ⋅ Pan Mu ⋅ HantingYan ⋅ Yuchao Zhu ⋅ jinglin zhang ⋅ Cong Bai
[ OpenReview] 
Poster
None
Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers
Ran Xin ⋅ Zeyu Zheng ⋅ Yanchen Nie ⋅ Kun Yuan ⋅ Xia Xiao
[ OpenReview] 
Poster
None
Thinking in Flow: A Dissipative Stabilization Operator for Robust Autoregressive Reasoning
Yujie Huang ⋅ Wenwu He ⋅ Zhuo-Xu Cui
[ OpenReview] 
Poster
None
Motion Dynamics Learning for Few-Shot Embodied Adaptation
Sibo He ⋅ Weiying Xie ⋅ Daixun Li ⋅ Junhao Zhong ⋅ Jiayun Tian ⋅ Yunke Wang ⋅ Leyuan Fang ⋅ Gang He ⋅ Yunsong Li
[ Poster]  [ OpenReview] 
Poster
None
EnsembleVLA: Ensemble Learning for Vision-Language Action Models
Mingchen Song ⋅ Xiang Deng ⋅ jie wei ⋅ Dongmei Jiang ⋅ Liqiang Nie ⋅ Weili Guan
[ Poster]  [ OpenReview] 
Poster
None
Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension
Haoran Xu ⋅ hongyu wang ⋅ Jiaze Li ⋅ Shunpeng Chen ⋅ Zizhao Tong ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Jian Luan
[ OpenReview] 
Poster
None
Nested birth-death processes are competitive with parameter-heavy neural networks as time-dependent models of protein evolution
Annabel Large ⋅ Ian Holmes
[ OpenReview] 
Poster
None
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents
Rong Shan ⋅ Te Gao ⋅ Hang Zheng ⋅ Yunjia Xi ⋅ Jiachen Zhu ⋅ Zeyu Zheng ⋅ Yong Yu ⋅ Weinan Zhang ⋅ Jianghao Lin
[ OpenReview] 
Poster
None
Physics-Guided Motion Loss for Video Generation Model
Bowen Xue ⋅ Giuseppe Guarnera ⋅ Shuang Zhao ⋅ Zahra Montazeri
[ OpenReview] 
Poster
None
The impact of LoRA on Oversmoothing $\colon$ Understanding Catastrophic Forgetting in Mean-Field Attention Dynamics
Hugo Koubbi ⋅ Louis Hernandez ⋅ Matthieu Boussard
[ OpenReview] 
Poster
None
SLAP: The Semantic Least Action Principle for Variational Video-Language Modeling
Xiang Fang ⋅ Wanlong Fang
[ OpenReview] 
Poster
None
Language Generation with Replay: A Learning-Theoretic View of Model Collapse
Giorgio Racca ⋅ Michal Valko ⋅ Amartya Sanyal
[ OpenReview] 
Poster
None
ToMoE: Converting Dense Large Language Models to Mixture-of-Experts through Dynamic Structural Pruning
Poster
None
Reconstruction Outcomes Look Similar but Processes Differ: Improving Context Consistency and Coverage in Graph Masked Auto-Encoder
Geng Tang ⋅ Keyu Liu ⋅ Xibei Yang ⋅ Yuhua Qian
[ OpenReview] 
Poster
None
MemEvolve: Meta-Evolution of Agent Memory Systems
Guibin Zhang ⋅ Haotian Ren ⋅ Chong Zhan ⋅ Junhao Wang ⋅ He Zhu ⋅ Wangchunshu Zhou ⋅ Shuicheng YAN
[ OpenReview] 
Poster
None
Domain Adaptive Object Detection via Dynamic Causal Refinement
Zeyu Ma ⋅ Jiaqi Huang ⋅ Yitong Qin ⋅ Ziqiang Zheng ⋅ Jiwei Wei ⋅ Jie Zou ⋅ Yang Yang ⋅ Heng Tao Shen
[ OpenReview] 
Poster
None
The Realignment Problem: When Right becomes Wrong in LLMs
Aakash Sen Sharma ⋅ Debdeep Sanyal ⋅ Manodeep Ray ⋅ Vivek Srivastava ⋅ Shirish Karande ⋅ Murari Mandal
[ OpenReview] 
Poster
None
Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation
Zhiming Xu ⋅ Weitao Zhou ⋅ Xianghui Pan ⋅ Chenpeng Yao ⋅ Nanshan Deng ⋅ Chengju Liu ⋅ Qijun Chen
[ OpenReview] 
Poster
None
DREAM: Dual-Standard Semantic Homogeneity with Dynamic Optimization for Graph Learning with Label Noise
Yusheng Zhao ⋅ Jiaye Xie ⋅ Qixin Zhang ⋅ Weizhi Zhang ⋅ Xiao Luo ⋅ Zhiping Xiao ⋅ Philip Yu ⋅ Ming Zhang
[ OpenReview] 
Poster
None
Vision-aligned Latent Reasoning for Multi-Modal Large Language Model
Byungwoo Jeon ⋅ Yoonwoo Jeong ⋅ Hyunseok Lee ⋅ Minsu Cho ⋅ Jinwoo Shin
[ OpenReview] 
Poster
None
Risk-Averse and Optimistic Advertiser Incentive Compatibility in Auto-bidding
Christopher Liaw ⋅ Wennan Zhu
[ OpenReview] 
Poster
None
mHC: Manifold-Constrained Hyper-Connections
Zhenda Xie ⋅ Yixuan Wei ⋅ Huanqi Cao ⋅ Chenggang Zhao ⋅ Chengqi Deng ⋅ Jiashi Li ⋅ Damai Dai ⋅ Huazuo Gao ⋅ Mingyu Xu ⋅ Kuai Yu ⋅ Liang Zhao ⋅ Shangyan Zhou ⋅ Zhean Xu ⋅ Zhengyan Zhang ⋅ Wangding Zeng ⋅ Shengding Hu ⋅ Yuqing Wang ⋅ Jingyang Yuan ⋅ Lean Wang ⋅ Wenfeng Liang
[ OpenReview] 
Poster
None
Structured Diffusion Bridges: Inductive Bias for Denoising Diffusion Bridges
Eitan Kosman ⋅ Gabriele Serussi ⋅ Chaim Baskin
[ OpenReview] 
Poster
None
Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
Kaustubh Vijaykumar Pethkar ⋅ Ziyang Xiong ⋅ Zuofeng Shang ⋅ Yingcong Li
[ OpenReview] 
Poster
None
MineDraft: A Framework for Batch Parallel Speculative Decoding
Zhenwei Tang ⋅ Arun Verma ⋅ Zijian Zhou ⋅ Zhaoxuan Wu ⋅ Alok Prakash ⋅ Daniela Rus ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
A recipe for scalable attention-based ML potentials: unlocking long-range accuracy with all-to-all node attention
Eric Qu ⋅ Brandon Wood ⋅ Aditi Krishnapriyan ⋅ Zachary Ulissi
[ OpenReview] 
Poster
None
Clustering in Deep Stochastic Transformers
Lev Fedorov ⋅ Michael Sander ⋅ Romuald Elie ⋅ Pierre Marion ⋅ Mathieu Lauriere
[ OpenReview] 
Poster
None
BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
Mujie Lin ⋅ Yutian Liu ⋅ Yudi Guo ⋅ Yanzhen Hou ⋅ Yiheng Tao ⋅ Ruochong Zheng ⋅ Kaiwen Cheng ⋅ Xin Shan ⋅ Youdong Mao ⋅ Jie Chen
[ OpenReview] 
Poster
None
Keep Everyone Happy: Online Fair Division of Numerous Items with Few Copies
Arun Verma ⋅ Indrajit Saha ⋅ Makoto Yokoo ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
Efficiently Training Time-to-First-Spike Spiking Neural Networks from Scratch
Kaiwei Che ⋅ Wei Fang ⋅ Zhengyu Ma ⋅ Yifan Huang ⋅ Peng Xue ⋅ Li Yuan ⋅ Yonghong Tian
[ OpenReview] 
Poster
None
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
Xiaoxuan He ⋅ Siming Fu ⋅ Zeyue Xue ⋅ Weijie Wang ⋅ Ruizhe He ⋅ Yuming Li ⋅ Dacheng Yin ⋅ Shuai Dong ⋅ Haoyang Huang ⋅ Hongfa Wang ⋅ Nan Duan ⋅ Bohan Zhuang
[ OpenReview] 
Poster
None
Evaluating LLMs When They Do Not Know the Answer: Statistical Evaluation of Mathematical Reasoning via Comparative Signals
Zihan Dong ⋅ Zhixian Zhang ⋅ Yang Zhou ⋅ Can Jin ⋅ Ruijia Wu ⋅ Linjun Zhang
[ OpenReview] 
Poster
None
On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models
Charlie Zhang ⋅ Graham Neubig ⋅ Xiang Yue
[ OpenReview] 
Poster
None
Bridging Your Imagination with Audio-Video Generation via a Unified Director
Jiaxu Zhang ⋅ Tianshu Hu ⋅ Yuan Zhang ⋅ Zenan Li ⋅ Linjie Luo ⋅ Mingyuan Gao ⋅ Guosheng Lin ⋅ Xin Chen
[ OpenReview] 
Poster
None
WEVSR: Adapting Video Diffusion Generators to Real-World Video Super‑Resolution with Wavelet-Enhanced VAE Encoder
Yuying Chen ⋅ Liu ⋅ Linyan Jiang ⋅ Qifan Gao ⋅ Xianguo Zhang ⋅ Jianhou Gan ⋅ Wenqi Ren
[ OpenReview] 
Poster
None
Dustin: Draft-Augmented Sparse Verification for Efficient Long-Context Generation with Speculative Decoding
Wen-Hung Lee ⋅ Jian-Jia Chen ⋅ Xiaolin Lin ⋅ Pei-Shuo Wang ⋅ Chi-Chih Chang ⋅ Chun-Che Yang ⋅ Wei-Chen Wang ⋅ Hanrui Wang ⋅ Ning-Chi Huang ⋅ Li Zhang ⋅ Kai-Chiang Wu
[ OpenReview] 
Poster
None
Position: Solipsistic superintelligence is unlikely to be cooperative
Rakshit Trivedi ⋅ Natasha Jaques ⋅ Logan Cross ⋅ Alexander Vezhnevets ⋅ Joel Z Leibo
[ OpenReview] 
Poster
None
Position: Anthropomorphic Misalignment Research Needs Stronger Evidence
Vansh Gupta ⋅ Peter Nutter ⋅ Samuel Stante ⋅ Andreas Krause ⋅ Florian Tramer ⋅ Lukas Fluri ⋅ Xin Chen ⋅ Anna Hedström
[ OpenReview] 
Poster
None
Zero-Shot Rankability: Revealing Latent Ordinal Structure in Multimodal Large Language Models via Language
Nam Hyeon-Woo ⋅ Moon Ye-Bin ⋅ Sohwi Lim ⋅ Kwon Byung-Ki ⋅ Tae-Hyun Oh
[ OpenReview] 
Poster
None
Revisiting Pre-Propagation GNNs: Robust Diffusion Operators and Hidden-State Re-Propagation
Zichao Yue ⋅ Zhiru Zhang
[ OpenReview] 
Poster
None
Two-Layer Linear Auto-Regressive Models Estimate Latent States
Yahya Sattar ⋅ Sunmook Choi ⋅ Leo Maynard-Zhang ⋅ Yassir Jedra ⋅ Maryam Fazel ⋅ Sarah Dean
[ OpenReview] 
Poster
None
Stabilizing Native Low-Rank LLM Pretraining
Paul Janson ⋅ Edouard Oyallon ⋅ Eugene Belilovsky
[ OpenReview] 
Poster
None
Learning to Extrapolate to New Tasks: A Relational Approach to Task Extrapolation
Adam Ousherovitch ⋅ Yixin Wang
[ Poster]  [ OpenReview] 
Poster
None
PISA: Privacy-Preserving Split Adaptation with Model IP Protection
Haocheng Yang ⋅ Xiang Cheng ⋅ ZONGDA HAN ⋅ Pengjie Wang ⋅ Changkang Chi ⋅ Pengfei Zhang ⋅ Sen Su
[ OpenReview] 
Poster
None
GEM-FI: Gated Evidential Mixtures with Fisher Modulation
Marco Mohammed ⋅ Fatemeh Daneshfar ⋅ Pietro Lió
[ OpenReview] 
Poster
None
On the Power of (Approximate) Reward Models for Inference-Time Scaling
Youheng Zhu ⋅ Yiping Lu
[ OpenReview] 
Poster
None
Omni-Perception Policy Optimization for Multimodal Emotion Reasoning
Zhiyuan Han ⋅ Beier Zhu ⋅ Wenwen Tong ⋅ Pengyang Shao ⋅ Peipei Song ⋅ Xinyi Wang ⋅ Jiangnan Chen ⋅ Lewei Lu ⋅ Xun Yang
[ OpenReview] 
Poster
None
Block Rotation is All You Need for MXFP4 Quantization
Yuantian Shao ⋅ Peisong Wang ⋅ Yuanteng Chen ⋅ Chang Xu ⋅ Zhihui Wei ⋅ Jian Cheng
[ OpenReview] 
Poster
None
Credit-assigned Policy Gradient for Early Stage Retrieval in Two-stage Ranking
Haruka Kiyohara ⋅ Mihaela Curmei ⋅ Ariel Evnine ⋅ Shankar Kalyanaraman ⋅ Israel Nir ⋅ Ana-Roxana Pop ⋅ Nitzan Razin ⋅ Sarah Dean ⋅ Thorsten Joachims ⋅ Udi Weinsberg
[ OpenReview] 
Poster
None
From Memorization to Parameter Interference: How Overtraining Experts Harms Model Merging
Stefan Horoi ⋅ Guy Wolf ⋅ Eugene Belilovsky ⋅ Gintare Karolina Dziugaite
[ OpenReview] 
Poster
None
Are Common Substructures Transferable? Understanding Transferability in Graph Pretraining under Riemannian Geometry
Li Sun ⋅ Zhenhao Huang ⋅ Yiding Wang ⋅ Qin Chen ⋅ Pietro Lió ⋅ Philip Yu
[ OpenReview] 
Poster
None
Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution
Chengyan Deng ⋅ Zhangquan Chen ⋅ Li Yu ⋅ Kai Zhang ⋅ Xue Zhou ⋅ Wang Zhang
[ OpenReview] 
Poster
None
Does a Hybrid Space-Aware Randomized Defense Improve Empirical and Certified Adversarial Robustness?
Joy Dhar ⋅ Manish Pandey ⋅ Behzad Bozorgtabar ⋅ Nayyar Zaidi ⋅ Wenyu Zhang ⋅ Wei-Hong Li ⋅ Tingting Mu ⋅ Dwarikanath Mahapatra ⋅ Mahsa Baktashmotlagh ⋅ Trung Le ⋅ Chen Chen ⋅ Sajib Mistry ⋅ Camila Gonzalez ⋅ Samira Ebrahimi Kahou ⋅ Lina Yao ⋅ Piotr Koniusz ⋅ Robert Fisher ⋅ Dinh Phung ⋅ Bohyung Han ⋅ Nuno Vasconcelos ⋅ Pietro Lió
[ OpenReview] 
Poster
None
Position: Predictive Uncertainty Is Not Enough -- Joint Distribution for Full Uncertainty Representation
Adria Aldoma ⋅ Unai Gurbindo ⋅ Axel Brando
[ OpenReview] 
Poster
None
Beyond Accuracy: Latent Perturbations for Cognitive-Aware Diagnosis
Yuting Yan ⋅ Yinghao Fu ⋅ Wendi Ren ⋅ Haozhou Gao ⋅ Shuang Li
[ OpenReview] 
Poster
None
Query Lens: Interpreting Sparse Key-Value Features with Indirect Effects
Hwiyeong Lee ⋅ Ingyu Bang ⋅ Uiji Hwang ⋅ Hyelim Lim ⋅ Taeuk Kim
[ OpenReview] 
Poster
None
Lost in Context: Discovering Context Anxiety in Large Language Models
Ifueko Igbinedion ⋅ Jillian Ross ⋅ Etienne Ricardez ⋅ Sertac Karaman ⋅ Eric So
[ OpenReview] 
Poster
None
Effective MoE-based LLM Compression by Exploiting Heterogeneous Inter-Group Experts Routing Frequency and Information Density
Zhendong Mi ⋅ Yixiao Chen ⋅ Pu Zhao ⋅ Xiaodong Yu ⋅ Hao Wang ⋅ Yanzhi Wang ⋅ Shaoyi Huang
[ OpenReview] 
Poster
None
Embodiment-Conditioned Mixture of Experts Increases the Evolvability of Robots
Yibin Wang ⋅ Muhan Li ⋅ Zihan Guo ⋅ Sam Kriegman
[ OpenReview] 
Poster
None
An Exterior Method for Nonnegative Matrix Factorization
Qiujing Lu ⋅ Tonmoy Monsoor ⋅ Ehsan Ebrahimzadeh ⋅ Kartik Sharma ⋅ Vwani Roychowdhury
[ OpenReview] 
Poster
None
SVL: Goal-Conditioned Reinforcement Learning as Survival Learning
Franki Nguimatsia-Tiofack ⋅ Fabian Schramm ⋅ Théotime Le Hellard ⋅ Justin Carpentier
[ OpenReview] 
Poster
None
Learning to Remember, Learn, and Forget in Attention-Based Models
Djohan Bonnet ⋅ Jamie Lohoff ⋅ Jan Finkbeiner ⋅ Elidona Shiqerukaj ⋅ Emre Neftci
[ OpenReview] 
Poster
None
Learning Generalizable Skill Policy with Data-Efficient Unsupervised RL
Jongchan Park ⋅ Seungjun Oh ⋅ Seungho Baek ⋅ Yusung Kim
[ OpenReview] 
Poster
None
RoboOmni: Actions Are Just Another Modality for Your Vision-Language Models
Dong Wang ⋅ Zilong Chen ⋅ Jirong Liu ⋅ Ziqing Qiao ⋅ Xin Xiao ⋅ Bingyi Kang ⋅ Hongtao Wu ⋅ Xiao Ma ⋅ Tao Kong ⋅ Huaping Liu
[ OpenReview] 
Poster
None
BizFinBench.v2: Towards Reliable LLMs in Finance via Real-User Data and Offline/Online Bilingual Evaluation
Xin Guo ⋅ Rongjunchen Zhang ⋅ Guilong Lu ⋅ Xuntao Guo ⋅ Jia Shuai ⋅ Zhi Yang ⋅ Liwen Zhang
[ OpenReview] 
Poster
None
Saving Foundation Flow-Matching Priors for Inverse Problems
Yuxiang Wan ⋅ Ryan Devera ⋅ Wenjie Zhang ⋅ Ju Sun
[ OpenReview] 
Poster
None
LoRe: Adaptive Interaction-Evaluation Routing with Per-step Interaction Budgets for Iterative Graph Solvers
Jintao Li ⋅ Yong-Yi Wang ⋅ Zheng-An Wang ⋅ Heng Fan
[ OpenReview] 
Poster
None
Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
Wen Zhang ⋅ Qin Ren ⋅ Wenjing Liu ⋅ Haibin Ling ⋅ Chenyu You
[ OpenReview] 
Poster
None
See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model
Yixu Feng ⋅ Zinan Zhao ⋅ Yanxiang Ma ⋅ Chenghao Xia ⋅ Chengbin Du ⋅ Yunke Wang ⋅ Chang Xu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
LMM4-IC4K: A Large Multimodal Model Powered Integrated Circuit Footprint Geometry Understanding
Yida Wang ⋅ Taiting Lu ⋅ Runze Liu ⋅ Lanqing Yang ⋅ Zhe Chen ⋅ Yuehai Wang ⋅ Yixin Liu ⋅ Kaiyuan Lin ⋅ XiaoMeng Chen ⋅ Dian Ding ⋅ Yijie Li ⋅ Yifan Yang ⋅ Yi-Chao Chen ⋅ yincheng jin ⋅ Mahanth Gowda
[ OpenReview] 
Poster
None
Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding
Zhigeng Liu ⋅ Zhiyuan Ning ⋅ Ruixiao Li ⋅ Xiaoran Liu ⋅ Yuerong Song ⋅ Min zhang ⋅ Ziwei He ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
Parth Verma ⋅ Parv P Singh ⋅ Vipul Garg ⋅ Ishita Thakre ⋅ N M Anoop Krishnan ⋅ Sayan Ranu
[ OpenReview] 
Poster
None
Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models
Jaa-Yeon Lee ⋅ Yeobin Hong ⋅ Taesung Kwon ⋅ Jong Chul YE
[ OpenReview] 
Poster
None
SLAE: Strictly Local All-atom Environment for Protein Representation
Yilin Chen ⋅ Tianyu Lu ⋅ Cizhang Zhao ⋅ Hannah Wayment-Steele ⋅ Po-Ssu Huang
[ OpenReview] 
Poster
None
Self-Prompting Diffusion Transformer for Open-Vocabulary Scene Text Edit via In-Context Learning
Hongxi Li ⋅ Tong Wang ⋅ WU CHENGJING ⋅ Tianbao Liu ⋅ Jiangtao Yao ⋅ Xiaochao Qu ⋅ Luoqi Liu ⋅ Xinxiao Wu ⋅ Ting Liu
[ Poster]  [ OpenReview] 
Poster
None
Compress then Merge: From Multiple LoRAs into One Low-Rank Adapter
Zhengbao He ⋅ Ruiqi Ding ⋅ Zhehao Huang ⋅ Ruikai Yang ⋅ Tao Li ⋅ Xiaolin Huang
[ OpenReview] 
Poster
None
When LLMs Encounter Open-world Graph Learning: A Fresh View on Unlabeled Data Uncertainty
Yanzhe Wen ⋅ Xunkai Li ⋅ Qi Zhang ⋅ Lei Zhu ⋅ Guang Zeng ⋅ Zhihan Zhang ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Balancing plasticity and stability with Fast and Slow Successor Features
Raymond Chua ⋅ Doina Precup ⋅ Blake Richards
[ OpenReview] 
Poster
None
AtomWorld: A Benchmark for Evaluating Spatial Reasoning in Large Language Models on Material Structures
Taoyuze Lv ⋅ Alexander Chen ⋅ Fengyu Xie ⋅ Chu Wu ⋅ Jeffrey Meng ⋅ Dongzhan Zhou ⋅ Yingheng Wang ⋅ Bram Hoex ⋅ Zhicheng Zhong ⋅ Tong Xie
[ OpenReview] 
Poster
None
Protein Circuit Tracing via Cross-layer Transcoders
Darin Tsui ⋅ Kunal Talreja ⋅ Daniel Saeedi ⋅ Amirali Aghazadeh
[ OpenReview] 
Poster
None
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis
Tianwei Lin ⋅ Zhongwei Qiu ⋅ Jie Cao ⋅ Jiang Liu ⋅ Wenjie Yan ⋅ Bo Zhang ⋅ Yu Zhong ⋅ Wenqiao Zhang ⋅ Yingda Xia ⋅ Ling Zhang
[ OpenReview] 
Poster
None
FlashOptim: Memory Efficient Optimizers for Large-Scale Training
Jose Javier Gonzalez Ortiz ⋅ Abhay Gupta ⋅ Christopher Rinard ⋅ Davis Blalock
[ OpenReview] 
Poster
None
Probing the Geometry of Diffusion Models with the String Method
Elio Moreau ⋅ Florentin Coeurdoux ⋅ Grégoire Ferré ⋅ Eric Vanden-Eijnden
[ OpenReview] 
Poster
None
Priority-Aware Shapley Value
Kiljae Lee ⋅ Ziqi Liu ⋅ Weijing Tang ⋅ Yuan Zhang
[ OpenReview] 
Poster
None
Rethinking Multimodal Time-Series Forecasting Evaluation
Haoxin Liu ⋅ Yichen Zhou ⋅ Rajat Sen ⋅ B. Aditya Prakash ⋅ Abhimanyu Das
[ OpenReview] 
Poster
None
SmartThinker: Progressive Chain-of-Thought Length Calibration for Efficient Large Language Model Reasoning
Chenzhi Hu ⋅ Qinzhe Hu ⋅ yuhang xu ⋅ Junyi Chen ⋅ Ruijie Wang ⋅ Shengzhong Liu ⋅ Jianxin Li ⋅ Fan Wu ⋅ Guihai Chen
[ OpenReview] 
Poster
None
Twins: Learn to Predict Unified Representations with Focal Loss
Kaixiong Gong ⋅ Xin Cai ⋅ Bin Lin ⋅ Hao Wang ⋅ Yunlong Lin ⋅ Mingzhe Zheng ⋅ Bohao Li ⋅ Jian-Wei Zhang ⋅ Miles Yang ⋅ Zhao Zhong ⋅ Liefeng Bo ⋅ Xiangyu Yue
[ OpenReview] 
Poster
None
Position: Stop Preaching and Start Practising Data Frugality for Responsible Development of AI
Sophia N. Wilson ⋅ Guðrún Guðmundsdóttir ⋅ Andrew Millard ⋅ Raghavendra Selvan ⋅ Sebastian Mair
[ OpenReview] 
Poster
None
Toward Effective Multimodal Graph Foundation Model: A Divide-and-Conquer Based Approach
Sicheng Liu ⋅ Xunkai Li ⋅ Daohan Su ⋅ Ru Zhang ⋅ Hongchao Qin ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Learning Cardiac Latent Representations in Vectorcardiogram Space
Bosong Huang ⋅ Panzhen Zhao ⋅ Zengxiang Li ⋅ Patricia Lee ⋅ Wei Jin ⋅ Alan Liew ⋅ Ming Jin ⋅ Shirui Pan
[ OpenReview] 
Poster
None
CODiff: One-Step Diffusion Model for Camouflaged Object Detection
Xiaotong Fu ⋅ Wenchao Meng ⋅ Qihang Zhou ⋅ Qian Liu ⋅ Qinmin Yang ⋅ Shibo He
[ OpenReview] 
Poster
None
Scalable Traffic Signal Control with Shared Policy Framework
Haolun MA ⋅ Yanchen ZHU ⋅ Zizhuo Xu ⋅ Weijie Shi ⋅ Jiajie Xu ⋅ Lei Li
[ OpenReview] 
Poster
None
AIR-VLA: Vision-Language-Action Systems for Aerial Manipulation
Jianli Sun ⋅ Bin Tian ⋅ Qiyao Zhang ⋅ Chengxiang Li ⋅ Zihan Song ⋅ Zhiyong Cui ⋅ Yisheng Lv ⋅ Yonglin Tian
[ OpenReview] 
Poster
None
A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
Zeru Shi ⋅ Zhenting Wang ⋅ Fan Yang ⋅ Qifan Wang ⋅ Ruixiang Tang
[ OpenReview] 
Poster
None
PowerFlow: Unlocking the Dual Nature of LLMs via Principled Distribution Matching
Ruishuo Chen ⋅ Yu Chen ⋅ Zhuoran Li ⋅ Longbo Huang
[ OpenReview] 
Poster
None
Self-Distillation Enables Continual Learning
Idan Shenfeld ⋅ Mehul Damani ⋅ Jonas Hübotter ⋅ Pulkit Agrawal
[ OpenReview] 
Poster
None
Diving into Kronecker Adapters: Component Design Matters
Jiayu Bai ⋅ Danchen Yu ⋅ Zhenyu Liao ⋅ TianQi Hou ⋅ Feng Zhou ⋅ Robert Qiu ⋅ Zenan Ling
[ OpenReview] 
Poster
None
LLM4Cov: Execution-Grounded Agent Learning for High-Coverage Hardware Verification
Hejia Zhang ⋅ Zhongming Yu ⋅ Chia-Tung Ho ⋅ Mark Ren ⋅ Brucek Khailany ⋅ Jishen Zhao
[ OpenReview] 
Poster
None
NEMO: Execution-Aware Optimization Modeling via Autonomous Coding Agents
Yang Song ⋅ Anoushka Vyas ⋅ Zirui Wei ⋅ Sina Pakazad ⋅ Henrik Ohlsson ⋅ Graham Neubig
[ OpenReview] 
Poster
None
Full-Batch Gradient Descent Outperforms One-Pass SGD: Sample Complexity Separation in Single-Index Learning
Filip Kovačević ⋅ Hong Chang Ji ⋅ Denny Wu ⋅ Mahdi Soltanolkotabi ⋅ Marco Mondelli
[ OpenReview] 
Poster
None
Rethinking Forgery Attacks on Semantic Watermarks in Black-Box Settings: A Geometric Distortion Perspective
Cheng-Yi Lee ⋅ Yichi Zhang ⋅ Yuchen Yang ⋅ Chun-Shien Lu ⋅ Jun-Cheng Chen
[ OpenReview] 
Poster
None
WIND: Weather Inverse Diffusion for Zero-Shot Atmospheric Modeling
Michael Aich ⋅ Andreas Fürst ⋅ Florian Sestak ⋅ Carlos Ruiz-Gonzalez ⋅ Niklas Boers ⋅ Johannes Brandstetter
[ OpenReview] 
Poster
None
MIND: Multi-rationale INtegrated Discriminative Reasoning Framework for Multi-modal Large Models
Chuang Yu ⋅ Jinmiao Zhao ⋅ Mingxuan Zhao ⋅ Yunpeng Liu ⋅ Xiujun Shu ⋅ Feng Yuanhao ⋅ Bo Wang ⋅ Xiangyu Yue
[ OpenReview] 
Poster
None
The Sign Estimator: Preference Modeling for LLM Alignment under Heterogeneity
Aymane El Gadarri ⋅ Ali Aouad ⋅ Vivek Farias
[ OpenReview] 
Poster
None
A Positive Case for Faithfulness: Explanations Help Predict Model Behavior
Harry Mayne ⋅ Justin S. Kang ⋅ Dewi Gould ⋅ Kannan Ramchandran ⋅ Adam Mahdi ⋅ Noah Siegel
[ OpenReview] 
Poster
None
OptiFluence: Principled Design of Privacy Canaries
Mohammad Yaghini ⋅ Michael Aerni ⋅ Junrui Zhang ⋅ Nicolas Papernot ⋅ Florian Tramer
[ OpenReview] 
Poster
None
StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars
Weijian Li ⋅ Hong-Yu Chen ⋅ Nabeel Rehemtulla ⋅ Ved Shah ⋅ Dongho Kim ⋅ Dennis Wu ⋅ Qinjie Lin ⋅ Adam Miller ⋅ Han Liu
[ OpenReview] 
Poster
None
Toward Training Superintelligent Software Agents through Self-Play SWE-RL
Yuxiang Wei ⋅ Zhiqing Sun ⋅ Emily McMilin ⋅ Jonas Gehring ⋅ David Zhang ⋅ Gabriel Synnaeve ⋅ Daniel Fried ⋅ LINGMING ZHANG ⋅ Sida Wang
[ OpenReview] 
Poster
None
Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training
Ruishuo Chen ⋅ Xun Wang ⋅ Rui Hu ⋅ Zhuoran Li ⋅ Longbo Huang
[ OpenReview] 
Poster
None
Position: Agent Security Needs Redefinition through a Holistic Framework
Vincent Siu ⋅ Jingxuan He ⋅ Kyle Montgomery ⋅ Zhun Wang ⋅ Chenguang Wang ⋅ Dawn Song
[ OpenReview] 
Poster
None
Detecting Fluent Optimization Based Adversarial Prompts via Sequential Entropy Changes
Mohammed Alshaalan ⋅ Miguel Rodrigues
[ OpenReview] 
Poster
None
TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
Steven Liu ⋅ Jane Luo ⋅ Xin Zhang ⋅ Aofan Liu ⋅ Hao Liu ⋅ Jie Wu ⋅ Ziyang Huang ⋅ Yangyu Huang ⋅ Yu Kang ⋅ Scarlett Li
[ OpenReview] 
Poster
None
Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models
Wei Deng ⋅ Xianlin Zhang ⋅ Mengshi Qi
[ OpenReview] 
Poster
None
Trojan-Speak: Bypassing Constitutional Classifiers with No Jailbreak Tax via Adversarial Finetuning
Bilgehan Sel ⋅ Xuanli He ⋅ Alwin Peng ⋅ Ming Jin ⋅ Jerry Wei
[ OpenReview] 
Poster
None
Universal Approximation with Softmax Attention
Jerry Yao-Chieh Hu ⋅ Hude Liu ⋅ Hong-Yu Chen ⋅ Weimin Wu ⋅ Han Liu
[ OpenReview] 
Poster
None
Robust Cross-Modal Retrieval via Generative Semantic Refinement and Exclusion-Guided Adaptation
Qin Yang ⋅ Xin Wei ⋅ Yanjia Li ⋅ Jiasun Feng ⋅ Mingrui Zhu ⋅ Nannan Wang ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Riemannian Diffusion Models on General Manifolds via Physics-Informed Neural Networks
Gyeonghoon Ko ⋅ Juho Lee
[ OpenReview] 
Poster
None
Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
Pierre Aguié ⋅ Mathieu Even ⋅ Laurent Massoulié
[ OpenReview] 
Poster
None
Tree-Structured Orthonormal Decomposition of the Aitchison Simplex
Daisuke Yamada ⋅ Qijun Zhang ⋅ Travis Pence ⋅ Barbara Bendlin ⋅ Federico Rey ⋅ Vikas Singh
[ OpenReview] 
Poster
None
LLM Priors for ERM over Programs
Shivam Singhal ⋅ Priyadarsi Mishra ⋅ Eran Malach ⋅ Tomer Galanti
[ OpenReview] 
Poster
None
Multi-View Causal Discovery without Non-Gaussianity: Identifiability and Algorithms
Ambroise Heurtebise ⋅ Lemir Omar Chehab ⋅ Pierre Ablin ⋅ Alexandre Gramfort ⋅ Aapo Hyvarinen
[ OpenReview] 
Poster
None
Task-and-Model-Aware Fractal-Consistency for Efficient LLM Reasoning
Ziqiu Luo ⋅ Jianmin Liu ⋅ Yukai Miao ⋅ Li Chen ⋅ Dan Li
[ OpenReview] 
Poster
None
Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection
Jianghao Wu ⋅ Daniel F Schmidt ⋅ Weiqiang Wang ⋅ Jin Ye ⋅ Jianfei Cai ⋅ Yasmeen George
[ OpenReview] 
Poster
None
StreamFlow: Theory, Algorithm, and Implementation for High-Efficiency Rectified Flow Generation
Sen Fang ⋅ Hongbin Zhong ⋅ Yalin Feng ⋅ Yanxin Zhang ⋅ Dimitris Metaxas
[ OpenReview] 
Poster
None
Credible Information Subset Decomposition: An End-to-End Multi-fidelity Learning Model by Modeling Label Information
Sihan Wang ⋅ Wenjie Du ⋅ Yang Wang
[ OpenReview] 
Poster
None
No More, No Less: Least-Privilege Language Models
Paulius Rauba ⋅ Dominykas Seputis ⋅ Patrikas Vanagas ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
HaloProbe: Bayesian Detection and Mitigation of Object Hallucinations in Vision-Language Models
Reihaneh Zohrabi ⋅ Hosein Hasani ⋅ Akshita Gupta ⋅ Mahdieh Baghshah ⋅ Anna Rohrbach ⋅ Marcus Rohrbach
[ OpenReview] 
Poster
None
BFTS: Thompson Sampling with Bayesian Additive Regression Trees
Ruizhe Deng ⋅ Bibhas Chakraborty ⋅ Ran Chen ⋅ Yan Shuo Tan
[ OpenReview] 
Poster
None
RNA-FM: Flow-Matching Generative Model for Genome-wide RNA-Seq Prediction
Yaxuan Song ⋅ Jianan Fan ⋅ Tianyi Wang ⋅ Qiuyue Hu ⋅ Hang Chang ⋅ Heng Huang ⋅ Weidong Cai
[ OpenReview] 
Poster
None
Divisiveness-Consistent Label Distribution Learning
Yunan Lu ⋅ Haitao Wu ⋅ Weiwei Li ⋅ Lei Yang ⋅ Xiuyi Jia
[ OpenReview] 
Poster
None
Capacitated Fair-Range Clustering: Hardness and Approximation Algorithms
Ameet Gadekar ⋅ Suhas Thejaswi
[ OpenReview] 
Poster
None
Causal-aware Anomaly Detection for Tabular Data
Dang Nguyen ⋅ Tu Anh Hoang Nguyen ⋅ Thuc Le ⋅ Svetha Venkatesh ⋅ Trung Le ⋅ Sunil Gupta
[ OpenReview] 
Poster
None
Multi-view Consistent Latent Action Learning for World Modeling and Control
Shenghua Wan ⋅ Xiaohai Hu ⋅ Xunlan Zhou ⋅ lei yuan ⋅ Le Gan ⋅ De-Chuan Zhan
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
AppWorld-UL: Benchmarking Diverse Agent-User Interactions for Tool-Use
Junzhi Chen ⋅ Harsh Trivedi ⋅ Jane Pan ⋅ Michael Zhang ⋅ Tejas Srinivasan ⋅ Niranjan Balasubramanian ⋅ Ashish Sabharwal
[ OpenReview] 
Poster
None
Functional Adjoint Sampler: Scalable Sampling on Infinite Dimensional Spaces
Byoungwoo Park ⋅ Juho Lee ⋅ Guan-Horng Liu
[ OpenReview] 
Poster
None
Phy-CoSF: Physics-Guided Continuous Spectral Fields Reconstruction and Spectral Super-Resolution for Snapshot Compressive Imaging
Wudi Chen ⋅ Zhiyuan Zha ⋅ Xin Yuan ⋅ Shigang Wang ⋅ Bihan Wen ⋅ Jiantao Zhou ⋅ Gang Yan ⋅ zipei fan ⋅ Ce Zhu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Multi-Objective Bayesian Optimization via Adaptive $\varepsilon$-Constraint Decomposition
Yaohong Yang ⋅ Sammie Katt ⋅ Samuel Kaski
[ OpenReview] 
Poster
None
SafeSci: Safety Evaluation of Large Language Models in Science Domains and Beyond
Xiangyang Zhu ⋅ Yuan Tian ⋅ Qi Jia ⋅ Kaiwei Zhang ⋅ Zicheng Zhang ⋅ Chunyi Li ⋅ Zijian Chen ⋅ Lu Sun ⋅ Kaiyuan Ji ⋅ Renrui Zhang ⋅ Wei Sun ⋅ Guangtao Zhai
[ OpenReview] 
Poster
None
Safe In-Context Reinforcement Learning
Amir Moeini ⋅ Minjae Kwon ⋅ Alper Bozkurt ⋅ Yuichi Motai ⋅ Rohan Chandra ⋅ Lu Feng ⋅ Shangtong Zhang
[ OpenReview] 
Poster
None
Constrained Bayesian Experimental Design via Online Planning
Yujia Guo ⋅ Daolang Huang ⋅ Xinyu Zhang ⋅ Sammie Katt ⋅ Samuel Kaski ⋅ Ayush Bharti
[ OpenReview] 
Poster
None
SkillTrojan: Backdoor Attacks on Skill-Based Agent Systems
Yunhao Feng ⋅ Yifan Ding ⋅ Yingshui Tan ⋅ Boren Zheng ⋅ Yanming Guo ⋅ Xiaolong Li ⋅ Kun Zhai ⋅ Yishan Li ⋅ Wenke Huang
[ OpenReview] 
Poster
None
Hierarchical Image Tokenization for Multi-Scale Image Super Resolution
Isma Hadji ⋅ Enrique Sanchez ⋅ Adrian Bulat ⋅ Brais Martinez ⋅ Georgios Tzimiropoulos
[ OpenReview] 
Poster
None
One-step Optimal Transport via Regularized Distribution Matching Distillation
Denis Rakitin ⋅ Ivan Shchekotov ⋅ Viacheslav Meshchaninov ⋅ Dmitry Vetrov
[ OpenReview] 
Poster
None
Gradient Flow Through Diagram Expansions: Learning Regimes and Explicit Solutions
Dmitry Yarotsky ⋅ Eugene Golikov ⋅ Yaroslav Gusev
[ OpenReview] 
Poster
None
Attn-QAT: 4-Bit Attention With Quantization-Aware Training
Peiyuan Zhang ⋅ Matthew Noto ⋅ Wenxuan Tan ⋅ Chengquan Jiang ⋅ Will Lin ⋅ Wei Zhou ⋅ Hao Zhang
[ OpenReview] 
Poster
None
ParaTool: Shifting Tool Representations from Context to Parameters
Zekai Yu ⋅ Qi Meng ⋅ Qizhi Chu ⋅ Yu Hao ⋅ Chuan Shi ⋅ Cheng Yang
[ OpenReview] 
Poster
None
Efficient Learned Image Compression without Entropy Coding
Hao Cao ⋅ Wenqi Guo ⋅ Zhijin Qin ⋅ Jungong Han
[ OpenReview] 
Poster
None
Algorithmic Primitives and Compositional Geometry of Reasoning in Language Models
Samuel Lippl ⋅ Thomas McGee ⋅ Kimberly Lopez ⋅ Ziwen Pan ⋅ Pierce Zhang ⋅ Salma Ziadi ⋅ Oliver Eberle ⋅ Ida Momennejad
[ OpenReview] 
Poster
None
Towards Parameter-Free Temporal Difference Learning
Yunxiang LI ⋅ Mark Schmidt ⋅ Reza Babanezhad ⋅ Sharan Vaswani
[ OpenReview] 
Poster
None
No More K-means: Single-Stage Sparse Coding for Efficient Multi-Vector Retrieval
Lixuan Guo ⋅ Yifei Wang ⋅ Tiansheng Wen ⋅ Aosong Feng ⋅ Stefanie Jegelka ⋅ Chenyu You
[ OpenReview] 
Poster
None
PRAC: Principal-Random Subspace for LLM Activation Compression and Memory-Efficient Training
Yanyi Li ⋅ Yimu Zhang ⋅ Cong Fang
[ OpenReview] 
Poster
None
Safety Alignment of LMs via Non-cooperative Games
Anselm Paulus ⋅ Ilia Kulikov ⋅ Brandon Amos ⋅ REMI MUNOS ⋅ Ivan Evtimov ⋅ Kamalika Chaudhuri ⋅ Arman Zharmagambetov
[ OpenReview] 
Poster
None
Improved Dynamic Algorithm for Non-monotone Submodular Maximization under Cardinality Constraint
Morteza Monemizadeh ⋅ Kiarash Banihashem ⋅ Peyman Jabbarzade ⋅ MohammadTaghi Hajiaghayi ⋅ Samira Goudarzi
[ OpenReview] 
Poster
None
Architecture Matters for Multi-Agent Security
Ben Hagag ⋅ William Anderson ⋅ Christian Schroeder de Witt ⋅ Sarah Scheffler
[ OpenReview] 
Poster
None
Orthogonal Hierarchical Decomposition for Structure-Aware Table Understanding with Large Language Models
Bin Cao ⋅ huixian lu ⋅ chenwen ma ⋅ Ting Wang ⋅ Ruizhe Li ⋅ JING FAN
[ OpenReview] 
Poster
None
Chamaileon: Cross-Context Binder Design with Contextualized Modeling and Mixed Sampling
Hengyuan Cao ⋅ Shizhuo Cheng ⋅ Mingxuan Liu ⋅ Weicheng Huang ⋅ Yunhong Lu ⋅ chenxi cai ⋅ Yan Zhang ⋅ Min Zhang
[ OpenReview] 
Poster
None
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs
Ziyue Li ⋅ Yang Li ⋅ Tianyi Zhou
[ OpenReview] 
Poster
None
HyperMLP: An Integrated Perspective for Sequence Modeling
Jiecheng Lu ⋅ Shihao Yang
[ OpenReview] 
Poster
None
GKD-Recruiter: Jointly Modeling Social and Task Heterogeneity for Spatial Crowdsourcing via Graph Knowledge Distillation
Yucen Gao ⋅ Zhemeng Yu ⋅ Zhuoran Li ⋅ Jianxiong Guo ⋅ Xiaofeng Gao
[ OpenReview] 
Poster
None
A Theoretical Game of Attacks via Compositional Skills
Xinbo Wu ⋅ Huan Zhang ⋅ Abhishek Umrawal ⋅ Lav Varshney
[ OpenReview] 
Poster
None
AMDP: Asynchronous Multi-Directional Pipeline Parallelism for Large-Scale Models Training
Ling Chen ⋅ Houming Wu ⋅ Wenjie Yu
[ OpenReview] 
Poster
None
Understanding Multimodal Learning: A Loss Landscape Smoothness Perspective
Jae-Jun Lee ⋅ Sung Whan Yoon
[ OpenReview] 
Poster
None
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
Song-Lin Lv ⋅ Weiming Wu ⋅ Rui Zhu ⋅ Zijian Cheng ⋅ Lan-Zhe Guo
[ OpenReview] 
Poster
None
Are Large Reasoning Models Interruptible?
Tsung-Han Wu ⋅ Mihran Miroyan ⋅ David Chan ⋅ Trevor Darrell ⋅ Narges Norouzi ⋅ Joseph E Gonzalez
[ OpenReview] 
Poster
None
VeriSimpl: Robust Optimization Modeling from Natural Language using Simplification-based Verification
Sumaya Abdul Rahman ⋅ Seckhen Cuellar ⋅ Ghani Raissov ⋅ Mohammad Raza
[ OpenReview] 
Poster
None
Pianist Transformer: Towards Expressive Piano Performance Rendering via Scalable Self-Supervised Pre-Training
Hong-Jie You ⋅ Jie-Jing Shao ⋅ Xiao-Wen Yang ⋅ Lin-Han Jia ⋅ Lan-Zhe Guo ⋅ Yu-Feng Li
[ OpenReview] 
Poster
None
DRIFT-BENCH: Diagnosing CoopeRative Breakdowns in LLM Agents under Input Faults via Multi-Turn Interaction
Han Bao ⋅ Zheyuan Zhang ⋅ PENGCHENG JING ⋅ Zhengqing Yuan ⋅ Kaiwen Shi ⋅ Yanfang Ye
[ OpenReview] 
Poster
None
Optimizing Language Models for Crosslingual Knowledge Consistency
Tianyu Liu ⋅ Jirui Qi ⋅ Mrinmaya Sachan ⋅ Ryan Cotterell ⋅ Raquel Fernández ⋅ Arianna Bisazza
[ OpenReview] 
Poster
None
Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
Jie-Jing Shao ⋅ Haiyan Yin ⋅ Yueming LYU ⋅ Xingrui Yu ⋅ Lan-Zhe Guo ⋅ Ivor Tsang ⋅ James Kwok ⋅ Yu-Feng Li
[ OpenReview] 
Poster
None
HieraScaffold: Learning Compact Hierarchical Representations for Scalable 4D LiDAR Generation
Zijie Wu ⋅ Na Zhao
[ OpenReview] 
Poster
None
Learning in Structured Stackelberg Games
Nina Balcan ⋅ Kiriaki Fragkia ⋅ Keegan Harris
[ OpenReview] 
Poster
None
Weakly Supervised Cross-Modal Learning for 4D Radar Scene Flow Estimation
Jingyun Fu ⋅ Zhiyu Xiang ⋅ Na Zhao
[ OpenReview] 
Poster
None
Learning to Decode Against Compositional Hallucination in Video Multimodal Large Language Models
Wenbin Xing ⋅ Quanxing Zha ⋅ Lizheng Zu ⋅ Mengran Li ⋅ Ming Li ⋅ Junchi Yan
[ OpenReview] 
Poster
None
From Directions to Regions: Decomposing Activations in Language Models via Local Geometry
Or Shafran ⋅ Shaked Ronen ⋅ Omri Fahn ⋅ Shauli Ravfogel ⋅ Atticus Geiger ⋅ Mor Geva
[ OpenReview] 
Poster
None
On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective
Zhi Zhou ⋅ Ming Yang ⋅ Shi-Yu Tian ⋅ Kun-Yang Yu ⋅ Lan-Zhe Guo ⋅ Yu-Feng Li
[ OpenReview] 
Poster
None
DataGuard: A Non-intrusive Dataset Auditing Framework via Differential Information Forensics
Jiadong Lou ⋅ Wenxin Rong ⋅ Li Chen ⋅ Xing Gao ⋅ Rui Zhang ⋅ Xu Yuan
[ OpenReview] 
Poster
None
Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models
Xiao-Wen Yang ⋅ Zi-Yu Han ⋅ Xi-Hua Zhang ⋅ Wen-Da Wei ⋅ Jie-Jing Shao ⋅ Lan-Zhe Guo ⋅ Yu-Feng Li
[ OpenReview] 
Poster
None
Quantitative Estimation of Target Task Performance from Unsupervised Pretext Task in Semi/Self-Supervised Learning
Lin-Han Jia ⋅ Siyu Han ⋅ Wen-Chao Hu ⋅ Jie-Jing Shao ⋅ Wen-Da Wei ⋅ Zhi Zhou ⋅ Lan-Zhe Guo ⋅ Yu-Feng Li
[ OpenReview] 
Poster
None
Towards Scalable and Consistent 3D Editing
Ruihao Xia ⋅ Yang Tang ⋅ Pan Zhou
[ OpenReview] 
Poster
None
Hierarchical Multi Scale Graph Neural Networks: Scalable Heterophilous Learning with Oversmoothing and Oversquashing Mitigation
MD SAZZAD Hossen ⋅ Avimanyu Sahoo
[ OpenReview] 
Poster
None
VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning
贾 子怡 ⋅ Zijian Cheng ⋅ Xinyue Zhang ⋅ Kun-Yang Yu ⋅ Zhi Zhou ⋅ Yu-Feng Li ⋅ Lan-Zhe Guo
[ OpenReview] 
Poster
None
Cross-Tactile Sensor Representation Learning
Yan Zhang ⋅ Zheng WANG ⋅ Pengpeng Zeng ⋅ Xing Xu ⋅ Jingkuan Song ⋅ Heng Tao Shen
[ OpenReview] 
Poster
None
AdaHC: Accelerating Multi-Token Prediction with Adaptive Head Chunking with Pipeline Parallelism
Yan Wang ⋅ Chang Si ⋅ Kaiming Yang ⋅ Zhipeng Zhang ⋅ Weijian Liu ⋅ Man Yuan ⋅ Mingzhen Li ⋅ Yong Li ⋅ Weile Jia
[ OpenReview] 
Poster
None
PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection
Xiaoyu Zhou ⋅ Jianwei Fei ⋅ Peipeng Yu ⋅ Jingchang Xie ⋅ Chong Cheng ⋅ Zhihua Xia
[ OpenReview] 
Poster
None
SALSA-V: Shortcut-Augmented Long-form Synchronized Audio from Videos
Amir Dellali ⋅ Luca Lanzendörfer ⋅ Florian Grötschla ⋅ Roger Wattenhofer
[ OpenReview] 
Poster
None
Position: Hallucinations Undermine Trust; Metacognition is a Way Forward
Gal Yona ⋅ Mor Geva ⋅ Yossi Matias
[ OpenReview] 
Poster
None
Improving LLM-Based Recommenders with Conservative Generative Flow Networks
Xuan Yu ⋅ Feng Niu ⋅ Rui Zhu ⋅ Yudong Zhang ⋅ Xu Wang ⋅ Yang Wang
[ OpenReview] 
Poster
None
Crisp: A Spectral-Based Interaction Strategy for Multivariate Time Series Forecasting
Binwu Wang ⋅ Gaoyun Lin ⋅ Jiaming Ma ⋅ Qihe Huang ⋅ Zhengyang Zhou ⋅ Xu Wang ⋅ Pengkun Wang ⋅ Yang Wang
[ OpenReview] 
Poster
None
Domain Restriction via SAE Multi-Layer Transitions
Elias Shaheen ⋅ Avi Mendelson
[ OpenReview] 
Poster
None
From Teacher Pathways to Invariant Manifolds: Consensus Subspace Distillation for TSFMs
Zexing Zhang ⋅ Tianyang Lei ⋅ Jichao Li ⋅ Yang Kewei
[ Poster]  [ OpenReview] 
Poster
None
Position: EU AI Act's Research Exemptions Can Break the Publication Norms of Major AI Conferences
Alina Wernick ⋅ Kristof Meding
[ OpenReview] 
Poster
None
Position: Quantum Deep Learning Still Needs a Quantum Leap
Hans Gundlach ⋅ Hrvoje Kukina ⋅ Jayson Lynch ⋅ Neil Thompson
[ OpenReview] 
Poster
None
Holi-Spatial: Evolving Video Streams into Holistic 3D Spatial Intelligence
Yuanyuan Gao ⋅ Hao Li ⋅ Yifei Liu ⋅ Xinhao Ji ⋅ Yuning Gong ⋅ Yuanjun Liao ⋅ Fangfu Liu ⋅ Manyuan Zhang ⋅ Yuchen Yang ⋅ Dan Xu ⋅ Xue Yang ⋅ Huaxi Huang ⋅ Hongjie Zhang ⋅ Ziwei Liu ⋅ Xiao Sun ⋅ Dingwen Zhang ⋅ Zhihang Zhong
[ OpenReview] 
Poster
None
AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning
Zhenyu Pan ⋅ Yiting Zhang ⋅ Zhuo Liu ⋅ Yolo Tang ⋅ Zeliang Zhang ⋅ Haozheng Luo ⋅ Chenwei Xu ⋅ Yuwei Han ⋅ Jianshu Zhang ⋅ Dennis Wu ⋅ Hong-Yu Chen ⋅ Haoran Lu ⋅ Haoyang Fang ⋅ Manling Li ⋅ Chenliang Xu ⋅ Philip Yu ⋅ Han Liu
[ OpenReview] 
Poster
None
HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
Nengbo Wang ⋅ Tuo Liang ⋅ Vikash Singh ⋅ Chaoda Song ⋅ Van Yang ⋅ Yu Yin ⋅ Jing Ma ⋅ JAGDIP SINGH ⋅ Vipin Chaudhary
[ OpenReview] 
Poster
None
SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
Jin Lee ⋅ Zhonghao Chen ⋅ Xuhang He ⋅ Robert Underwood ⋅ Bogdan Nicolae ⋅ Franck Cappello ⋅ Xiaoyi Lu ⋅ Sheng Di ⋅ Zheng Zhang
[ Poster]  [ OpenReview] 
Poster
None
Expo-GS: Exposure-Aware Signed Distance Function in Gaussian Splatting for High Dynamic Range
Chaoda Song ⋅ Yiren Lu ⋅ Xinpeng Li ⋅ Yunlai Zhou ⋅ Yanyan Zhang ⋅ Yu Yin ⋅ Vipin Chaudhary
[ OpenReview] 
Poster
None
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?
Xinyi He ⋅ Qian Liu ⋅ Mingzhe Du ⋅ Lin Yan ⋅ ZhiJie Fan ⋅ Yiming Huang ⋅ Yin Zheng ⋅ Zejian Yuan ⋅ Zejun MA
[ OpenReview] 
Poster
None
Inference Time Concept Removal Guidance for Text-to-Image Diffusion Models
Yoonseok Choi ⋅ Chaeyoung Oh ⋅ Hyunjun Choi ⋅ Seokin Seo ⋅ Kee-Eung Kim
[ OpenReview] 
Poster
None
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
Zishuo Lan ⋅ Junjie Li ⋅ Lei Wang ⋅ Jincheng Wang
[ OpenReview] 
Poster
None
Towards the Explainability of Temporal Graph Networks via Memory Backtracking and Topological Attribution
Yazheng Liu ⋅ Xi Zhang ⋅ Sihong Xie ⋅ Hui Xiong
[ OpenReview] 
Poster
None
Memory-Efficient LLM Pretraining via Minimalist Optimizer Design
Athanasios Glentis ⋅ Jiaxiang Li ⋅ Andi Han ⋅ Mingyi Hong
[ OpenReview] 
Poster
None
Noise as a Natural Regularizer in Markov Decision Processes: Connecting Environmental Stochasticity and Policy Simplicity
Harry Chen ⋅ Michal Moshkovitz ⋅ Cynthia Rudin ⋅ Yiyang Sun ⋅ Ron Parr ⋅ Lesia Semenova ⋅ Zachery Boner
[ OpenReview] 
Poster
None
Consistent Zero-Shot Imitation with Contrastive Goal Inference
Kathryn Wantlin ⋅ Chongyi Zheng ⋅ Benjamin Eysenbach
[ OpenReview] 
Poster
None
Predicting the Order of Upcoming Tokens Improves Language Modeling
Zayd M. K. Zuhri ⋅ Erland Hilman Fuadi ⋅ Alham Fikri Aji
[ OpenReview] 
Poster
None
Investigating Advanced Reasoning of Large Language Models via Black-Box Interaction
Congchi Yin ⋅ Tianyi Wu ⋅ Yankai Shu ⋅ Alex Gu ⋅ Yun Wang ⋅ Jun Shao ⋅ xun jiang ⋅ Piji Li
[ OpenReview] 
Poster
None
Efficient Public Verification of Private ML via Regularization
Zoë R Bell ⋅ Anvith Thudi ⋅ Olive Franzese-McLaughlin ⋅ Nicolas Papernot ⋅ Shafi Goldwasser
[ OpenReview] 
Poster
None
DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving
Lingjun Zhang ⋅ Changjie Wu ⋅ Linzhe Shi ⋅ Jiangyang Li ⋅ Jiaxin Liu ⋅ Lei Yang ⋅ Hang Zhang ⋅ Mu Xu ⋅ Hong Wang
[ OpenReview] 
Poster
None
AURA: Visually Interpretable Affective Understanding via Robust Archetypes
Guanyu Hu ⋅ Dimitrios Kollias ⋅ Xinyu Yang
[ OpenReview] 
Poster
None
Recovering Hidden Reward in Diffusion-Based Policies
Yanbiao Ji ⋅ Qiuchang Li ⋅ Yuting Hu ⋅ Shaokai Wu ⋅ Wenyuan XIE ⋅ Guodong ZHANG ⋅ Qichen He ⋅ Deyi Ji ⋅ Yue Ding ⋅ Hongtao Lu
[ OpenReview] 
Poster
None
Solving Stochastic Variational Inequalities without the Bounded Variance Assumption
Ahmet Alacaoglu ⋅ Jun-Hyun Kim
[ OpenReview] 
Poster
None
scDEBART: Predicting in silico Single-Cell Perturbation Responses via Large-Scale Differential Expression Learning
Jieun Sung ⋅ Wankyu Kim
[ OpenReview] 
Poster
None
PSG-Nav: Probabilistic Scene Graph Navigation via Multiverse Decision Making
Rufeng Chen ⋅ Yue Chang ⋅ Xiaqiang Tang ⋅ Hechang Chen ⋅ Sihong Xie
[ OpenReview] 
Poster
None
Mechanistic Anomaly Detection via Functional Attribution
Hugo Lyons Keenan ⋅ Sarah Erfani ⋅ Christopher Leckie
[ OpenReview] 
Poster
None
Density-Aware Translation of Spurious Correlations in Zero-Shot VLMs
Afsaneh Hasanebrahimi ⋅ Hanxun Huang ⋅ Christopher Leckie ⋅ Sarah Erfani
[ OpenReview] 
Poster
None
Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning
Shijie Liu ⋅ Andrew C. Cullen ⋅ Paul MONTAGUE ⋅ Sarah Erfani ⋅ Benjamin Rubinstein
[ OpenReview] 
Poster
None
RED-HDP-HMM: Observation-Dependent Durations for Bayesian Nonparametric Sequential Models
Mikołaj Słupiński ⋅ Piotr Lipinski
[ OpenReview] 
Poster
None
AudioMosaic: Contrastive Masked Audio Representation Learning
Hanxun Huang ⋅ Qizhou Wang ⋅ Xingjun Ma ⋅ Cihang Xie ⋅ Christopher Leckie ⋅ Sarah Erfani
[ OpenReview] 
Poster
None
UCB Exploration for Fixed-Budget Bayesian Best Arm Identification
Poster
None
Per-example Gradients: a New Frontier for Understanding and Improving Optimizers
Vincent Roulet ⋅ Atish Agarwala
[ OpenReview] 
Poster
None
Narrowing the ANN–SNN Gap for 1D Signal Classification with Multi-Scale Temporal Encoding and Sparsity-Regularized Transform Encoding
Qi Sun ⋅ Yulei Huang ⋅ Zhen Cao ⋅ Biao Hou
[ OpenReview] 
Poster
None
RT-Lynx: Putting the GEMM Sparsity In a Right Way for Diffusion Models
Xing Cong ⋅ Hanlin Tang ⋅ Kan Liu ⋅ Lan Tao ⋅ Lin Qu ⋅ chenhao xie
[ OpenReview] 
Poster
None
VLAW: Iterative Co-Improvement of Vision-Language-Action Policy and World Model
Yanjiang Guo ⋅ Tony Lee ⋅ Lucy Xiaoyang Shi ⋅ Jianyu Chen ⋅ Percy Liang ⋅ Chelsea Finn
[ OpenReview] 
Poster
None
The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning
Will Hawkins ⋅ Kai Rawal ⋅ Jonathan Rystrøm ⋅ Stratis Tsirtsis ⋅ Zihao Fu ⋅ Greta Warren ⋅ Eoin Delaney ⋅ Ryan Brown ⋅ Sandra Wachter ⋅ Brent Mittelstadt ⋅ Chris Russell
[ OpenReview] 
Poster
None
Mitigating the Modality Gap in Vision–Language Models with Fractal Spectral Geometry
Zihan Zhou ⋅ Yang Zhou ⋅ Ruoming Jin ⋅ Pan He ⋅ Patrick Emami
[ OpenReview] 
Poster
None
Adversarial Training for Process Reward Models
Gurusha Juneja ⋅ Deepak Nathani ⋅ William Wang
[ OpenReview] 
Poster
None
MoDA: Modulation Adapter for Fine-Grained Visual Understanding in Instructional MLLMs
Wayner Barrios ⋅ Andrés Villa ⋅ Juan Leon Alcazar ⋅ SouYoung Jin ⋅ Bernard Ghanem
[ OpenReview] 
Poster
None
Fair-FedMOE: Group-Fair One-Shot Federated Learning via Prototype-Guided Experts for Medical Imaging Analysis
Lingzhao Meng ⋅ Shuai Guo ⋅ Weishan Zhang ⋅ Zengxiang Li ⋅ Han Yu ⋅ Nan Liu ⋅ Daniel Ting ⋅ Yuru Liu ⋅ Tao Chen ⋅ Shudong Wang
[ OpenReview] 
Poster
None
Procedural Generation Of Algorithm Discovery Tasks in Machine Learning
Alexander D. Goldie ⋅ Zilin Wang ⋅ Adrian Hayler ⋅ Deepak Nathani ⋅ Edan Toledo ⋅ Aleksandra Kalisz ⋅ Ken Thampiratwong ⋅ Michael Beukman ⋅ Alistair Letcher ⋅ Shashank Reddy Chirra ⋅ Clarisse Wibault ⋅ Theo Wolf ⋅ Charles O'Neill ⋅ Uljad Berdica ⋅ Nicholas Roberts ⋅ Saeed Rahmani ⋅ Roberta Raileanu ⋅ Shimon Whiteson ⋅ Jakob Foerster
[ OpenReview] 
Poster
None
BVS: Bayesian Visual Search with Multimodal Large Language Model for Fine-grained Perception
Geng Li ⋅ Yuxin Peng
[ OpenReview] 
Poster
None
Zero Sum SVD: Balancing Loss Sensitivity for Low Rank LLM Compression
Ali Abbasi ⋅ Chayne Thrash ⋅ Haoran Qin ⋅ Shansita Sharma ⋅ Sepehr Seifi ⋅ Soheil Kolouri
[ OpenReview] 
Poster
None
Rethinking the Hardness of PbRL: A Provable General Regret Bound
Chenjie Mao ⋅ Yi Fan ⋅ Ning Zhang ⋅ Chongjie Zhang
[ OpenReview] 
Poster
None
VFMF: Dense Forecasting by Generating Foundation Model Features
Gabrijel Boduljak ⋅ Yushi Lan ⋅ Christian Rupprecht ⋅ Andrea Vedaldi
[ OpenReview] 
Poster
None
Self-Calibrated Consistency can Fight Back for Adversarial Robustness in Vision-Language Models
Jiaxiang Liu ⋅ jiawei du ⋅ Xiao Liu ⋅ Shangyang Li ⋅ Songchen Ma ⋅ Changshuo Wang ⋅ Prayag Tiwari ⋅ Mingkun Xu
[ OpenReview] 
Poster
None
Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning
Sungyoung Lee ⋅ Dohyeong Kim ⋅ Eshan Balachandar ⋅ Zelal Mustafaoglu ⋅ Keshav Pingali
[ OpenReview] 
Poster
None
The (Marginal) Value of a Search Ad: An Online Causal Framework for Repeated Second-price Auctions
Yuxiao Wen ⋅ Zihao Hu ⋅ Yanjun Han ⋅ Yuan YAO ⋅ Zhengyuan Zhou
[ OpenReview] 
Poster
None
Plain Transformers are Surprisingly Powerful Link Predictors
Quang Truong ⋅ Yu Song ⋅ Donald Loveland ⋅ Mingxuan Ju ⋅ Tong Zhao ⋅ Neil Shah ⋅ Jiliang Tang
[ OpenReview] 
Poster
None
Resting Neurons, Active Insights: Robustify Activation Sparsity for Large Language Models
Haotian Xu ⋅ Jiannan Yang ⋅ Tian Gao ⋅ Lily Weng ⋅ Tengfei Ma
[ OpenReview] 
Poster
None
Implicit Safety Alignment from Crowd Preferences
Qian Lin ⋅ Daniel S Brown
[ OpenReview] 
Poster
None
Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition
guanqun zhao ⋅ Yitong liu ⋅ Jiaxuan Fang ⋅ Hongwen Yang ⋅ Yufei Mao
[ Slides]  [ OpenReview] 
Poster
None
Exact Functional ANOVA Decomposition for Categorical Inputs
Baptiste Ferrere ⋅ Nicolas Bousquet ⋅ Gamboa Fabrice ⋅ Jean-Michel Loubes ⋅ Joseph Muré
[ Slides]  [ OpenReview] 
Poster
None
WeatherSyn: An Instruction Tuning MLLM For Weather Forecasting Report Generation
Zinan Zheng ⋅ Yang Liu ⋅ Nuo Chen ⋅ Juepeng Zheng ⋅ Hong Cheng ⋅ Jia Li
[ OpenReview] 
Poster
None
Sequential Kernel-based Conditional Independence Testing via Adaptive Betting
Zheng He ⋅ Danica J Sutherland
[ OpenReview] 
Poster
None
Beyond Euclidean Summaries: Online Change Point Detection for Distribution-Valued Data
Yingyan Zeng ⋅ Zipan Huang ⋅ Xiaoyu Chen
[ OpenReview] 
Poster
None
Doubly Regularized Markov Decision Processes for Robust Reinforcement Learning
Yiting He ⋅ Zhishuai Liu ⋅ Pan Xu
[ OpenReview] 
Poster
None
HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel
The Viet Bui ⋅ Wenjun Li ⋅ Yong Liu
[ OpenReview] 
Poster
None
MINIM: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization
Hexuan Yu ⋅ Chaoyu Zhang ⋅ Heng Jin ⋅ Shanghao Shi ⋅ Ning Zhang ⋅ Thomas Hou ⋅ Wenjing Lou
[ OpenReview] 
Poster
None
Tighter Regret Lower Bound for Gaussian Process Bandits with Squared Exponential Kernel in Hypersphere
Shogo Iwazaki
[ OpenReview] 
Poster
None
On Regret Bounds of Thompson Sampling for Bayesian Optimization
Shion Takeno ⋅ Shogo Iwazaki
[ OpenReview] 
Poster
None
Conformal Prediction for Early Stopping in Mixed Integer Optimization
Stefan Clarke ⋅ Bartolomeo Stellato
[ OpenReview] 
Poster
None
Ophiuchus: Incentivizing Tool-augmented ''Think with Images'' for Joint Medical Segmentation, Understanding and Reasoning
Yankai Jiang ⋅ Yujie Zhang ⋅ Peng Zhang ⋅ Wenjie Li ⋅ Yichen Li ⋅ Jintai Chen ⋅ Xiaoming Shi ⋅ Shihui Zhen
[ OpenReview] 
Poster
None
Rays as Pixels: Learning A Joint Distribution of Video and Camera Trajectories
Wonbong Jang ⋅ Shikun Liu ⋅ Soubhik Sanyal ⋅ Juan Perez ⋅ Kam Woh Ng ⋅ Sanskar Agrawal ⋅ Juan-Manuel Perez-Rua ⋅ Yiannis Douratsos ⋅ Tao Xiang
[ OpenReview] 
Poster
None
Scalable Event Cloud Network for Event-based Classification
Hongwei Ren ⋅ Fei Ma ⋅ Xiaopeng LIN ⋅ Yuetong Fang ⋅ Hongxiang Huang ⋅ Yue Zhou ⋅ Yulong Huang ⋅ Haotian FU ⋅ Ziyi Yang ⋅ Youxin Jiang ⋅ Xiangqian Wu ⋅ Bojun Cheng
[ OpenReview] 
Poster
None
Position: The Turing-Completeness of Real-World Autoregressive Transformers Relies Heavily on Context Management
Guanyu Cui ⋅ Zhewei Wei ⋅ Kun He
[ OpenReview] 
Poster
None
RSAgent: Learning to Reason and Act via Multi-Turn Tool Invocations for Text-Guided Segmentation
Xingqi He ⋅ Yujie Zhang ⋅ Shuyong Gao ⋅ Wenjie Li ⋅ Lingyi Hong ⋅ Mingxi Chen ⋅ Kaixun Jiang ⋅ Jiyuan Fu ⋅ Wenqiang Zhang
[ OpenReview] 
Poster
None
MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
Wenjie Li ⋅ Yujie Zhang ⋅ Haoran Sun ⋅ Xingqi He ⋅ Hongcheng Gao ⋅ Chenglong Ma ⋅ Ming Hu ⋅ Guankun Wang ⋅ Shiyi Yao ⋅ Renhao Yang ⋅ Hongliang Ren ⋅ Lei Wang ⋅ Junjun He ⋅ Yankai Jiang
[ OpenReview] 
Poster
None
Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
Jiachen Ma ⋅ Jiawen Zhang ⋅ Xiangtian Li ⋅ Bo Zou ⋅ Chaochao Lu ⋅ Chao Yang
[ OpenReview] 
Poster
None
Think Twice Before You Act: Protecting LLM Agents Against Tool Description Poisoning via Isolated Planning
Shanghao Shi ⋅ Xiao Wang ⋅ Chaoyu Zhang ⋅ Hao Li ⋅ Wenjing Lou ⋅ Thomas Hou ⋅ Yevgeniy Vorobeychik ⋅ Chongjie Zhang ⋅ Ning Zhang
[ OpenReview] 
Poster
None
Automatic Unsupervised Ensemble Outlier Model Selection
Phuc Phan ⋅ Tuan Vu ⋅ Tung Kieu ⋅ Sơn Hà Xuân ⋅ Bin Yang ⋅ Christian S Jensen
[ OpenReview] 
Poster
None
VideoFlexTok: Flexible-Length Coarse-to-Fine Video Tokenization
Andrei Atanov ⋅ Jesse Allardice ⋅ Roman Bachmann ⋅ Oğuzhan Fatih Kar ⋅ R Devon Hjelm ⋅ David Griffiths ⋅ Peter Fu ⋅ Amir Zamir ⋅ Afshin Dehghan
[ OpenReview] 
Poster
None
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
Yaorui Shi ⋅ Shugui Liu ⋅ Yu Yang ⋅ Wenyu Mao ⋅ Yuxin Chen ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai ⋅ Xiang Wang ⋅ An Zhang
[ OpenReview] 
Poster
None
MODUS: Decoder-only Any-to-Any Modeling of Diverse Modalities
Mingqiao Ye ⋅ Zhaochong An ⋅ Zhitong Gao ⋅ Xian Liu ⋅ Oğuzhan Fatih Kar ⋅ Jesse Allardice ⋅ Roman Bachmann ⋅ David Mizrahi ⋅ François Fleuret ⋅ Chuan Li ⋅ Amir Zadeh ⋅ Serge Belongie ⋅ Afshin Dehghan ⋅ Amir Zamir
[ OpenReview] 
Poster
None
(1D) Ordered Tokens Enable Efficient Test-Time Search
Zhitong Gao ⋅ Parham Rezaei ⋅ Ali Cy ⋅ Mingqiao Ye ⋅ Nataša Jovanović ⋅ Jesse Allardice ⋅ Afshin Dehghan ⋅ Roman Bachmann ⋅ Oğuzhan Fatih Kar ⋅ Amir Zamir
[ OpenReview] 
Poster
None
Learning to Self-Verify Makes Language Models Better Reasoners
Yuxin Chen ⋅ Yu Wang ⋅ Yi Zhang ⋅ Ziang Ye ⋅ Zhengzhou Cai ⋅ Yaorui Shi ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai ⋅ Xiang Wang ⋅ An Zhang ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Towards Rule-Based Knowledge Sharing in Federated Learning
Zixuan Qin ⋅ Qi Shen ⋅ Liu Yang ⋅ Qilong Wang ⋅ Qinghua Hu
[ OpenReview] 
Poster
None
DSGym: A Standardized and Holistic Framework for Advancing Data Science Agents
Fan Nie ⋅ Junlin Wang ⋅ Harper Hua ⋅ Federico Bianchi ⋅ Yongchan Kwon ⋅ Zhenting Qi ⋅ Owen Queen ⋅ Shang Zhu ⋅ James Zou
[ OpenReview] 
Poster
None
LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
Xinwu Ye ⋅ Yicheng Mao ⋅ Jia Zhang ⋅ Yimeng Liu ⋅ Hao Li ⋅ Fang Wu ⋅ Zhiwei Li ⋅ Yuxuan Liao ⋅ Zehong Wang ⋅ Zhiyuan Liu ⋅ Zhenfei Yin ⋅ Li Yuan ⋅ Phil Torr ⋅ Huan Sun ⋅ xiangxiang Zeng ⋅ Mengdi Wang ⋅ Le Cong ⋅ Shenghua Gao ⋅ Robert Tang
[ Slides]  [ OpenReview] 
Poster
None
Role-Level Inductive Bias for Cross-Task Generalization in Multi-Agent Reinforcement Learning
Chang Yao ⋅ Youfang Lin ⋅ Shoucheng Song ⋅ Hao Wu ⋅ Shengkun Yang ⋅ Yuqing Ma ⋅ Kai Lv
[ OpenReview] 
Poster
None
SwiftPFN: Revisiting Row-Wise Attention–Only Tabular Foundation Models with Adaptive Early Exit
Si-Yang Liu ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
Efficient Synthetic Network Generation via Latent Embedding Reconstruction
Feifan Jiang ⋅ Yinan Bu ⋅ Shihao Wu ⋅ Gongjun Xu ⋅ Ji Zhu
[ OpenReview] 
Poster
None
FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
Haoyi Zhang ⋅ Kairong Guo ⋅ Bojie Zhang ⋅ Yibo Lin ⋅ Runsheng Wang
[ Slides]  [ OpenReview] 
Poster
None
Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression
Yifu Ding ⋅ jiacheng wang ⋅ Ge Yang ⋅ Yongcheng Jing ⋅ Jinyang Guo ⋅ Xianglong Liu ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Coupled Variational Reinforcement Learning for Language Model General Reasoning
Xueru Wen ⋅ Jie Lou ⋅ Yanjiang Liu ⋅ Hongyu Lin ⋅ Ben He ⋅ Xianpei Han ⋅ Le Sun ⋅ Yaojie Lu ⋅ Debing Zhang
[ OpenReview] 
Poster
None
Towards Multimodal Large Language Models with Both Training and Inference Efficiency
Qianhao Yuan ⋅ Yanjiang Liu ⋅ Guozhao Mo ⋅ Yaojie Lu ⋅ Hongyu Lin ⋅ Jia Zheng ⋅ Ben He ⋅ Xianpei Han ⋅ Le Sun
[ OpenReview] 
Poster
None
Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning
Arjun Prakash ⋅ Naicheng He ⋅ Kaicheng Guo ⋅ Saket Tiwari ⋅ Tyrone Serapio ⋅ Ruo Yu Tao ⋅ Amy Greenwald ⋅ George Konidaris
[ OpenReview] 
Poster
None
Recursive Monte-Carlo Tree Search
Benjamin Howard ⋅ Keith Frankston
[ OpenReview] 
Poster
None
Navigating the Flatlands: Dual Adaptive Sharpness-Aware Minimization for Domain Generalization
Junwen He ⋅ Yang He ⋅ Lebing Zheng ⋅ Zirui Yin ⋅ Hong-Yu Zhang ⋅ Yulong Wang
[ OpenReview] 
Poster
None
Monitoring Monitorability
Melody Guan ⋅ Miles Wang ⋅ Micah Carroll ⋅ Zehao Dou ⋅ Annie Wei ⋅ Marcus Williams ⋅ Benjamin Arnav ⋅ Joost Huizinga ⋅ Ian Kivlichan ⋅ Amelia Glaese ⋅ Jakub Pachocki ⋅ Bowen Baker
[ OpenReview] 
Poster
None
THETA: Threshold-Based Exclusive Batching for Memory-Bandwidth-Constrained LLM Inference
Weifang Zhang ⋅ Yuzhou Nie ⋅ Bowen Pang ⋅ Guangrui Ma ⋅ Shining Wu
[ OpenReview] 
Poster
None
Distributed Direct Preference Optimization
Zhanhong Jiang
[ Poster]  [ OpenReview] 
Poster
None
Learning Efficient Guardrails for Compliance
Xiaofei Wen ⋅ Wenjie Mo ⋅ Yanan Xie ⋅ Peng Qi ⋅ Muhao Chen
[ OpenReview] 
Poster
None
NaviAgent: Graph‑Driven Bilevel Planning for Scalable Tool Orchestration
Yan Jiang ⋅ HAO ZHOU ⋅ Lizhong Gu ⋅ Tianlong Li ⋅ Ruinan Jin ⋅ Wanqi Zhou ⋅ Ai Han
[ OpenReview] 
Poster
None
A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
Chengyi Nie ⋅ Nian Si ⋅ Zijie Zhou
[ Poster]  [ OpenReview] 
Poster
None
Plan, Decouple, Assimilate: Physics-Aware Object Insertion in Remote Sensing Imagery
Yingyan Hou ⋅ Xianchi Dong ⋅ Chao Ren ⋅ Wanxuan Lu ⋅ Zihan Wei ⋅ Hongfeng Yu ⋅ Yixiao Wang ⋅ Yaning Zhou
[ OpenReview] 
Poster
None
Do Vision and Text Cues Exhibit Evidential Coupling? UFO: A Benchmark for Compositional Multimodal Reasoning in Unified Models
Zhongyu Yang ⋅ Dannong Xu ⋅ Yonghan Zhang ⋅ Kefan Chen ⋅ Xinyi Wang ⋅ Yang Xu ⋅ Wei Pang ⋅ Yingfang Yuan
[ OpenReview] 
Poster
None
Robust Causal Discovery in Real-World Time Series with Power-Laws
Matteo Tusoni ⋅ Giuseppe Masi ⋅ Andrea Coletta ⋅ Aldo Glielmo ⋅ Viviana Arrigoni ⋅ Novella Bartolini
[ OpenReview] 
Poster
None
Hierarchical Retrieval at Scale: Bridging Transparency and Efficiency
Shubham Gupta ⋅ Zichao Li ⋅ Tianyi Chen ⋅ Cem Subakan ⋅ Siva Reddy ⋅ Perouz Taslakian ⋅ Valentina Zantedeschi
[ OpenReview] 
Poster
None
GO-PRE：Goal-Oriented Next-Best-View Selection via Predictive Rendering Entropy for Active 3D Reconstruction
Yan Song ⋅ Zhihao Li ⋅ Chenglong Li ⋅ Li He ⋅ Yan Wang ⋅ Wenqiang Zhang
[ OpenReview] 
Poster
None
Semi-Supervised Noise Adaptation: Transferring Knowledge from Noise Domain
Yuan Yao ⋅ Jin Song ⋅ Huixia Li ⋅ Tongtong Yuan ⋅ Jiaqi Wu ⋅ Yu Zhang
[ OpenReview] 
Poster
None
PoMtVRS: Preference-Optimized Multi-Task Vehicle Routing Solver with Preference Gating
Dian Meng ⋅ Zhiguang Cao ⋅ Yaoxin Wu ⋅ Yaqing Hou
[ OpenReview] 
Poster
None
Strategic Candidacy in Generative AI Arenas
Chris Hays ⋅ Rachel Li ⋅ Bailey Flanigan ⋅ Manish Raghavan
[ OpenReview] 
Poster
None
Tuning-Free One-Class Discriminant Learning for Tabular Anomaly Detection
Xuan-Ha Nguyen ⋅ Vu Duong ⋅ VanHoi Nguyen ⋅ Kim-Hung Le ⋅ Nhien-An Le-Khac
[ OpenReview] 
Poster
None
Position: The Data Provenance–Parametric Divide in Large Language Models
Kabilan Elangovan ⋅ Jasmine Ong ⋅ Daniel Ting
[ OpenReview] 
Poster
None
Position: Explanation Stability Is a Property of the Model–Method Pair, Not the Model
Kabilan Elangovan ⋅ Daniel Ting
[ OpenReview] 
Poster
None
Adapting Noise to Data: Generative Flows from Learned 1D Processes
Jannis Chemseddine ⋅ Gregor Kornhardt ⋅ Richard Duong ⋅ Gabriele Steidl
[ OpenReview] 
Poster
None
Grounding Functional Similarity by Invariance-Aware Model Stitching
Ioannis Athanasiadis ⋅ Anmar Karmush ⋅ Michael Felsberg
[ OpenReview] 
Poster
None
CLAA: Cross-Layer Attention Aggregation for Accelerating LLM Prefill
Bradley McDanel ⋅ Steven Li ⋅ Harshit Khaitan
[ OpenReview] 
Poster
None
Hyperparameter Transfer with Mixture-of-Expert Layers
Tianze Jiang ⋅ Blake Bordelon ⋅ Cengiz Pehlevan ⋅ Boris Hanin
[ OpenReview] 
Poster
None
The Geometric Mechanics of Contrastive Representation Learning: Alignment Potentials, Entropic Dispersion, and Cross-Modal Divergence
Yichao Cai ⋅ Zhen Zhang ⋅ Yuhang Liu ⋅ Javen Qinfeng Shi
[ Poster]  [ OpenReview] 
Poster
None
CompleteP for RL: Maintaining Feature Learning When Scaling Deep Reinforcement Learning
M Ganesh Kumar ⋅ Adam Lee ⋅ Blake Bordelon ⋅ Cengiz Pehlevan
[ OpenReview] 
Poster
None
Trajectory Seriation via Spectral Tangent Alignment and Global Embedding
Zhixin Zhou ⋅ Navin Souda ⋅ Arash Amini
[ OpenReview] 
Poster
None
Reward Shaping Control Variates for Off-Policy Evaluation Under Sparse Rewards
Ritam Majumdar ⋅ Finale Doshi-Velez ⋅ Sonali Parbhoo
[ OpenReview] 
Poster
None
Online Linear Programming for Multi-Objective Routing in LLM Serving
Zixi Chen ⋅ Yinyu Ye ⋅ Zijie Zhou
[ Poster]  [ OpenReview] 
Poster
None
Scheduling Thoughts: Learning the Order of Thought in Diffusion Language Models
Jiawei Xu ⋅ Minghui Liu ⋅ Aakriti Agrawal ⋅ Yifan Chen ⋅ Furong Huang
[ OpenReview] 
Poster
None
Hierarchical Filtering and Refinement Classification for Few-Shot Class-Incremental Learning
Poster
None
Geometrically Constrained Outlier Synthesis
Daniil Karzanov ⋅ Marcin Detyniecki
[ OpenReview] 
Poster
None
Enhancing LLM Training via Spectral Clipping
Xiaowen Jiang ⋅ Andrei Semenov ⋅ Sebastian Stich
[ OpenReview] 
Poster
None
When does predictive inverse dynamics outperform behavior cloning?
Lukas Schäfer ⋅ Pallavi Choudhury ⋅ Abdelhak Lemkhenter ⋅ Chris Lovett ⋅ Somjit Nath ⋅ Luis França ⋅ Matheus Mendonca ⋅ Alex Lamb ⋅ Riashat Islam ⋅ Siddhartha Sen ⋅ John Langford ⋅ Katja Hofmann ⋅ Sergio Valcarcel Macua
[ OpenReview] 
Poster
None
Think Deep, Not Just Long: Measuring LLM Reasoning Effort via Deep-Thinking Tokens
Wei-Lin Chen ⋅ Liqian Peng ⋅ Tian Tan ⋅ Chao Zhao ⋅ Jianhang Chen ⋅ Hakurei Reimu ⋅ Alec Go ⋅ Yu Meng
[ OpenReview] 
Poster
None
Plug-and-Play Diffusion Meets ADMM: Dual-Variable Coupling for Robust Medical Image Reconstruction
Chenhe Du ⋅ Xuanyu Tian ⋅ Qing Wu ⋅ Muyu Liu ⋅ Jingyi Yu ⋅ Hongjiang Wei ⋅ Yuyao Zhang
[ OpenReview] 
Poster
None
Q-Flow: Stable and Expressive Reinforcement Learning with Flow-based Policy
JaeHyeok Doo ⋅ Byeongguk Jeon ⋅ Seonghyeon Ye ⋅ Kimin Lee ⋅ Minjoon Seo
[ OpenReview] 
Poster
None
Diffusion Bridge or Flow Matching? A Unifying Framework and Comparative Analysis
Kaizhen Zhu ⋅ Mokai Pan ⋅ Zhechuan Yu ⋅ Jingya Wang ⋅ Jingyi Yu ⋅ Ye Shi
[ OpenReview] 
Poster
None
MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
Zhao Yanshun ⋅ Xiaoyu Peng ⋅ Congcong Zhu ⋅ Jiamin Jiang ⋅ Jingrun Chen
[ OpenReview] 
Poster
None
ML-Embed: Inclusive and Efficient Embeddings for a Multilingual World
Ziyin Zhang ⋅ Zihan Liao ⋅ Hang Yu ⋅ Peng Di ⋅ Rui Wang
[ OpenReview] 
Poster
None
CryoACE: An Atom-centric Framework for Accurate and Automated Model Building in Cryo-EM
Minzhang Li ⋅ Mingrui Li ⋅ Weichen Qin ⋅ Qihe Chen ⋅ Sixian Shen ⋅ Yuan Pei ⋅ Jiakai Zhang ⋅ Jingyi Yu
[ OpenReview] 
Poster
None
Video2GUI: Synthesizing Large-Scale Interaction Trajectories for Generalized GUI Agent Pretraining
Weimin Xiong ⋅ Hao Tian ⋅ Shuhao Gu ⋅ Bowen Ye ⋅ Zihao Yue ⋅ Lei Li ⋅ Feifan Song ⋅ Sujian Li
[ OpenReview] 
Poster
None
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
Weichen Qin ⋅ Yufan Xie ⋅ Peihao Wang ⋅ Chia-Jui Chou ⋅ Minghui Du ⋅ Peng Xu ⋅ Ziren Luo ⋅ Yi Yang ⋅ Jingyi Yu ⋅ Bo Liang ⋅ Jiakai Zhang
[ OpenReview] 
Poster
None
Adaptive Node Feature Selection for Graph Neural Networks
Ali Azizpour ⋅ Madeline Navarro ⋅ Santiago Segarra
[ OpenReview] 
Poster
None
CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models
Junming Huang ⋅ Chi Wang ⋅ Letian Li ⋅ Guangkai Xu ⋅ Donglin Huang ⋅ Hao Chen ⋅ Qiang Dai ⋅ Weiwei Xu
[ Poster]  [ OpenReview] 
Poster
None
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
Silpa Vadakkeeveetil Sreelatha ⋅ Dan Wang ⋅ Serge Belongie ⋅ Muhammad Awais ⋅ Anjan Dutta
[ OpenReview] 
Poster
None
Rethinking the Design Space of Reinforcement Learning for Diffusion Models: On the Importance of Likelihood Estimation Beyond Loss Design
Jaemoo Choi ⋅ Yuchen Zhu ⋅ Wei Guo ⋅ Petr Molodyk ⋅ Bo Yuan ⋅ Jinbin Bai ⋅ Yi Xin ⋅ Molei Tao ⋅ Yongxin Chen
[ OpenReview] 
Poster
None
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems
Yao Guan ⋅ Lin Wang ⋅ Zhihui Lu ⋅ Ziyi Wang ⋅ Wenzhu Yan ⋅ Qiang Duan
[ OpenReview] 
Poster
None
Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization
Yuchen Zhu ⋅ Wei Guo ⋅ Jaemoo Choi ⋅ Petr Molodyk ⋅ Bo Yuan ⋅ Molei Tao ⋅ Yongxin Chen
[ OpenReview] 
Poster
None
Distinguishing Imitation Error from Intrinsic Motion Learning Difficulty
Zhaorui Meng ⋅ Lu Yin ⋅ Xinrui Chen ⋅ Chengxu Zuo ⋅ Anjun Chen ⋅ Guo Shihui ⋅ Yipeng Qin
[ OpenReview] 
Poster
None
Branching Diffusion for Point Processes in Time and Space
Chao Yang ⋅ Wenjie Shen ⋅ Shuang Li
[ OpenReview] 
Poster
None
MMPD-Bench: Bridging Multimodal Fission with Multi-Polarimetric Modalities Decomposition
Yi He ⋅ Zimo Zhao ⋅ Yiming Yang ⋅ Xiaoyuan Cheng ⋅ Chao He ⋅ Yukun Hu
[ OpenReview] 
Poster
None
Guideline-Grounded Evidence Accumulation for High-Stakes Agent Verification
Yichi Zhang ⋅ Nabeel Seedat ⋅ Yinpeng Dong ⋅ Peng Cui ⋅ Jun Zhu ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Test-Time Detoxification without Training or Learning Anything
Baturay Saglam ⋅ Dionysios Kalogerias
[ Poster]  [ OpenReview] 
Poster
None
Reuse your FLOPs: Scaling RL on Hard Problems by Conditioning on Very Off-Policy Prefixes
Amrith Setlur ⋅ Zijian Wang ⋅ Andrew Cohen ⋅ Paria Rashidinejad ⋅ Sang Michael Xie
[ OpenReview] 
Poster
None
Population-Aware Imitation Learning in Mean-field Games with Common Noise
Grégoire Lambrecht ⋅ Mathieu Lauriere
[ OpenReview] 
Poster
None
Safeguarded Stochastic Polyak Step Sizes for Non-smooth Optimization: Robust Performance Without Small (Sub)Gradients
Dimitris Oikonomou ⋅ Nicolas Loizou
[ OpenReview] 
Poster
None
Training Language Model Agents to Find Vulnerabilities with CTF-Dojo
Terry Yue Zhuo ⋅ Dingmin Wang ⋅ Hantian Ding ⋅ Varun Kumar ⋅ Zijian Wang
[ OpenReview] 
Poster
None
*MemPot*: Defend Against Memory Extraction Attack with Optimized Honeypots
Yuhao Wang ⋅ Shengfang Zhai ⋅ Guanghao Jin ⋅ Yinpeng Dong ⋅ Linyi Yang ⋅ Jiaheng Zhang
[ OpenReview] 
Poster
None
Bayesian Meta-Learning with Expert Feedback for Task-Shift Adaptation through Causal Embeddings
Lotta Mäkinen ⋅ Jorge Loria ⋅ Samuel Kaski
[ OpenReview] 
Poster
None
Position: Preparing for AI Systems That Deceive Developers
Isabella Duan ⋅ Xudong Pan ⋅ Yawen Duan ⋅ Adam Gleave ⋅ Ranjie Duan ⋅ Jianfeng Cao ⋅ Wenqi Chen ⋅ Yinpeng Dong ⋅ Jiarun Dai ⋅ Jie Fu ⋅ Xudong Guo ⋅ Tianxing He ⋅ Geng Hong ⋅ Naying HU ⋅ Xiaojian Li ⋅ Dongrui Liu ⋅ Chaochao Lu ⋅ Sören Mindermann ⋅ Peng XU ⋅ Yang Zhang ⋅ Chen Zheng ⋅ Brian Tse ⋅ Min Yang ⋅ Xia Hu
[ OpenReview] 
Poster
None
Adaptive Sharpness-Aware Minimization with a Polyak-type Step size: A Theory-Grounded Scheduler
Dimitris Oikonomou ⋅ Nicolas Loizou
[ OpenReview] 
Poster
None
Sampled hard labels from sparse targets mislead rotation invariant algorithms
Avrajit Ghosh ⋅ Bin Yu ⋅ Manfred Warmuth ⋅ Peter Bartlett
[ OpenReview] 
Poster
None
TRACER: Trajectory Risk Aggregation for Critical Episodes in Agentic Reasoning
Sina Tayebati ⋅ Divake Kumar ⋅ Nastaran Darabi ⋅ Davide Ettori ⋅ Ranganath Krishnan ⋅ Amit Trivedi
[ OpenReview] 
Poster
None
ScaleMoE: Mixture-of-Experts for Scalable Continuous Control in Actor-Critic Reinforcement Learning
Yi Ma ⋅ Chenjun Xiao ⋅ Hongyao Tang ⋅ Yaodong Yang ⋅ Jinyi Liu ⋅ Jing Liang ⋅ Jiye Liang
[ OpenReview] 
Poster
None
Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
Tsz Ting Chung ⋅ Lemao Liu ⋅ Mo Yu ⋅ Dit-Yan Yeung
[ OpenReview] 
Poster
None
Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics
Zijie Zhou
[ Poster]  [ OpenReview] 
Poster
None
Self-Guidance: Enhancing Neural Codecs via Decoder Manifold Alignment
Xiang Li ⋅ Yixuan Zhou ⋅ Xie ⋅ Zhiyong Wu ⋅ Hui Wang
[ OpenReview] 
Poster
None
Learnability-Informed Fine-Tuning of Diffusion Language Models
Shubham Parashar ⋅ Atharv Chagi ⋅ Jacob Helwig ⋅ Lakshmi Madhavarapu ⋅ Sushil Vemuri ⋅ James Caverlee ⋅ Dileep Kalathil ⋅ Shuiwang Ji
[ OpenReview] 
Poster
None
Scale-Aware Domain Harmonization for Domain Adaptation Person Search
Guojian Zhao ⋅ Huibing Wang ⋅ Jinjia Peng ⋅ Linfeng Qi ⋅ Mingze Yao ⋅ Jiqing Zhang
[ OpenReview] 
Poster
None
Stabilizing In-Context Multi-Source Domain Adaptation for Biomedical Images Through Controls
Ana Sanchez Fernandez ⋅ Thomas Pinetz ⋅ Werner Zellinger ⋅ Günter Klambauer
[ OpenReview] 
Poster
None
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
Yinpei Dai ⋅ Hongze Fu ⋅ Jayjun Lee ⋅ Yuejiang Liu ⋅ Haoran Zhang ⋅ Jianing Yang ⋅ Chelsea Finn ⋅ Nima Fazeli ⋅ Joyce Chai
[ Poster]  [ OpenReview] 
Poster
None
Discretely-Refined Multi-view Clustering via Aligned Anchor Learning
Yuemeng Huang ⋅ Huibing Wang ⋅ Jinjia Peng ⋅ Lu Jiang ⋅ Qian Liu ⋅ Zetian Mi ⋅ Jiqing Zhang
[ OpenReview] 
Poster
None
Training-free Composition of Pre-trained GFlowNets for Multi-Objective Generation
Seokwon Yoon ⋅ Youngbin Choi ⋅ Seunghyuk Cho ⋅ Seungbeom Lee ⋅ MoonJeong Park ⋅ Dongwoo Kim
[ OpenReview] 
Poster
None
VideoBrain: Learning Adaptive Frame Sampling for Long Video Understanding
Junbo Zou ⋅ Ziheng Huang ⋅ Shengjie Zhang ⋅ Liwen Zhang ⋅ Weining Shen
[ OpenReview] 
Poster
None
Entropy-informed Decoding: Adaptive Information-Driven Branching
Benjamin Evans ⋅ Sumitra Ganesh ⋅ Leo Ardon
[ OpenReview] 
Poster
None
Towards Effective Waste Segmentation for Automated Waste Recycling in Cluttered Background
Mamoona Javaid ⋅ Mubashir Noman ⋅ Abdul Hannan ⋅ Shah Nawaz ⋅ Mustansar Fiaz ⋅ Sajid Ghuffar
[ OpenReview] 
Poster
None
Move-Then-Operate: Behavioral Phasing for Human-Like Robotic Manipulation
Haoming Xu ⋅ Lei Lei ⋅ Jie Gu ⋅ Chu Tang ⋅ Jingmin Chen ⋅ Rui-Qi Wang
[ OpenReview] 
Poster
None
FlowNar: Scalable Streaming Narration for Long-Form Videos
Zeyun Zhong ⋅ Manuel Martin ⋅ Chengzhi Wu ⋅ David Schneider ⋅ Frederik DIEDERICHS ⋅ Juergen Gall ⋅ Jürgen Beyerer
[ OpenReview] 
Poster
None
Rethinking Efficient Graph Coarsening via a Non-Selfishness Principle
Xu Bai ⋅ Bin Lu ⋅ kunzhang ⋅ Shengbo Chen ⋅ Xinbing Wang ⋅ Chenghu Zhou ⋅ Meng Jin
[ OpenReview] 
Poster
None
Realistic Adaptive Merging
Haokun Liu ⋅ Gyung Hyun Je ⋅ Marco Ciccone ⋅ Zhenlin Xu ⋅ Prasanth YSS ⋅ Colin Raffel
[ OpenReview] 
Poster
None
Multi-Head Attention as a Source of Catastrophic Forgetting in MoE Transformers
Anrui Chen ⋅ Ruijun Huang ⋅ Xin Zhang ⋅ Fang DONG(董方) ⋅ Hengjie Cao ⋅ Zhendong Huang ⋅ Yifeng Yang ⋅ Mengyi Chen ⋅ Jixian Zhou ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Tun Lu ⋅ Fan Yang ⋅ Li Shang
[ OpenReview] 
Poster
None
Minibatch selection for Language Models via Partition Matroid Constrained Gradient Matching
Prayas Agrawal ⋅ Prateek Chanda ⋅ Ishita Khatri ⋅ Ganesh Ramakrishnan ⋅ Bamdev Mishra ⋅ Pratik Kumar Jawanpuria
[ OpenReview] 
Poster
None
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment
Riccardo Zaccone ⋅ Stefanos Laskaridis ⋅ Marco Ciccone ⋅ Samuel Horváth
[ OpenReview] 
Poster
None
Less Precise Can Be More Reliable: A Systematic Evaluation of Quantization’s Impact on VLMs Beyond Accuracy
Aymen Bouguerra ⋅ Daniel Vasquez ⋅ Alexandra Gomez-Villa ⋅ Chokri Mraidha ⋅ Fabio Arnez
[ OpenReview] 
Poster
None
Asymmetric Contrastive Objectives for Efficient Phenotypic Screening
Luke Nightingale ⋅ Joseph Tuersley ⋅ Scott Warchal ⋅ Andrea Cairoli ⋅ Jacob Howes ⋅ Cameron Shand ⋅ Andrew Powell ⋅ Darren Green ⋅ Amy Strange ⋅ Michael Howell
[ OpenReview] 
Poster
None
TokSuite: Measuring the Impact of Tokenizer Choice on Language Model Behavior
Gül Sena Altıntaş ⋅ Malikeh Ehghaghi ⋅ Brian Lester ⋅ Fengyuan Liu ⋅ Wanru Zhao ⋅ Marco Ciccone ⋅ Colin Raffel
[ OpenReview] 
Poster
None
Improving Few-Shot Design Optimization By Exploiting Auxiliary Information
Arjun Mani ⋅ Carl Vondrick ⋅ Richard Zemel
[ OpenReview] 
Poster
None
Reinforced Sequential Monte Carlo for Amortised Sampling
Sanghyeok Choi ⋅ Sarthak Mittal ⋅ Víctor Elvira ⋅ Jinkyoo Park ⋅ Nikolay Malkin
[ OpenReview] 
Poster
None
Can We Build a Monolithic Model for Fake Image Detection? SICA: Semantic-Induced Constrained Adaptation for Unified-Yet-Discriminative Artifact Feature Space Reconstruction
Bo Du ⋅ Xiaochen Ma ⋅ Xuekang Zhu ⋅ Zhe Yang ⋅ Chaoqun Niu ⋅ Jian liu ⋅ Ji-Zhe Zhou
[ OpenReview] 
Poster
None
DADP: Domain Adaptive Diffusion Policy
Pengcheng Wang ⋅ Qinghang Liu ⋅ Haotian Lin ⋅ Yiheng Li ⋅ Guojian Zhan ⋅ Masayoshi Tomizuka ⋅ Yixiao Wang
[ OpenReview] 
Poster
None
A Consensus Anchor-guided Hypergraph Framework For Incomplete Multi-view Clustering
Yipin Hu ⋅ Yanxi Liu ⋅ Fangxi Liu ⋅ Yanwei Yu ⋅ Lei Meng ⋅ Jie Wen ⋅ Guoqing Chao
[ OpenReview] 
Poster
None
Removing Noise, not Finding Gold: Quality Filtering for Large-Scale Pretraining
Thiziri Nait Saada ⋅ Louis Béthune ⋅ Michal Klein ⋅ David Grangier ⋅ Marco Cuturi ⋅ Pierre Ablin
[ OpenReview] 
Poster
None
Conditional Quantile Adjusted Conformal Prediction for Time Series
Cheng Yu ⋅ Zhoufan Zhu ⋅ Ke Zhu
[ OpenReview] 
Poster
None
Open Materials Generation with Inference-Time Reinforcement Learning
Philipp Höllmer ⋅ Stefano Martiniani
[ OpenReview] 
Poster
None
Repositioning the Subject within Image
Poster
None
Arboreal Neural Network
yan wubin ⋅ Wei Ma ⋅ Shixiang Wan ⋅ Dongchen Li ⋅ Shaoshun Kang ⋅ Qing Yang ⋅ Dongliang Xu
[ OpenReview] 
Poster
None
Dual-stage Contrastive Learning-enhanced Multi-view Variational Clustering
Yanxi Liu ⋅ Fangxi Liu ⋅ Yipin Hu ⋅ Yanwei Yu ⋅ Lei Meng ⋅ Yongyong Chen ⋅ Guoqing Chao
[ OpenReview] 
Poster
None
Asymptotically Fast Clebsch-Gordan Tensor Products with Vector Spherical Harmonics
YuQing Xie ⋅ Ameya Daigavane ⋅ Mit Kotak ⋅ Tess Smidt
[ OpenReview] 
Poster
None
The Signal is in the Steps: Local Scoring for Reasoning Data Selection
Hoang Anh Just ⋅ Myeongseob Ko ⋅ Ruoxi Jia
[ OpenReview] 
Poster
None
Transformers learn factored representations
Adam Shai ⋅ Loren Amdahl-Culleton ⋅ Casper Christensen ⋅ Henry R Bigelow ⋅ Fernando Rosas ⋅ Alexander Boyd ⋅ Eric Alt ⋅ Kyle Ray ⋅ Paul Riechers
[ OpenReview] 
Poster
None
LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding
Alexander Samarin ⋅ Sergei Krutikov ⋅ Anton Shevtsov ⋅ Sergei Skvortsov ⋅ Filipp Fisin ⋅ Aleksandr Golubev
[ OpenReview] 
Poster
None
ManifoldKV: Training-Free KV Cache Compression via Euclidean Outlier Detection
Debo Datta ⋅ Trishala Neeraj ⋅ Bibek Paudel ⋅ Vyom Sharma ⋅ subhabrata mukherjee
[ OpenReview] 
Poster
None
Optimal Estimation of Continuous Treatment Effects with Kernel Ridge Regression
Seok-Jin Kim ⋅ Kaizheng Wang
[ OpenReview] 
Poster
None
Unbiased and Second-Order-Free Training for High-Dimensional PDEs
Jaemin Seo ⋅ Su Rin Lee ⋅ JaeYong Lee
[ OpenReview] 
Poster
None
Autoregressive Language Models are Secretly Energy-Based Models: Insights into the Lookahead Capabilities of Next-Token Prediction
Mathieu Blondel ⋅ Michael Sander ⋅ Germain Vivier-Ardisson ⋅ Tianlin Liu ⋅ Vincent Roulet
[ OpenReview] 
Poster
None
Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning
Ting Xu ⋅ Xu He ⋅ Yupu Lu ⋅ Jiankai Sun ⋅ Dong Li ⋅ Wai Lam ⋅ Jianye Hao
[ OpenReview] 
Poster
None
Discovering Ordinary Differential Equations with LLM-Based Qualitative and Quantitative Evaluation
Sum Kyun Song ⋅ Bong Gyun Shin ⋅ JaeYong Lee
[ OpenReview] 
Poster
None
Structure-Aware Riemannian Flow Matching for Registration and Fusion of Hyperspectral and Multispectral Images
Quan Zhang ⋅ Jun Li ⋅ Weilong Zhu ⋅ MINGYANG LI ⋅ Qinmu Shen ⋅ Yuanxi Peng
[ OpenReview] 
Poster
None
dgMARK: Decoding-Guided Watermarking for Diffusion Language Models
Pyo Min Hong ⋅ Albert No
[ OpenReview] 
Poster
None
CSG: Cognitive Structure Generation for Intelligent Education
Hengnian Gu ⋅ Zhifu Chen ⋅ Yuxin Chen ⋅ Jin Zhou ⋅ Dongdai Zhou
[ Poster]  [ OpenReview] 
Poster
None
Don't Walk the Line: Boundary Guidance for Filtered Generation
Sarah Ball ⋅ Andreas Haupt
[ OpenReview] 
Poster
None
A Task-centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula
Chenruo Liu ⋅ Yijun Dong ⋅ Yiqiu Shen ⋅ Qi Lei
[ OpenReview] 
Poster
None
ReJump: A Tree-Jump Representation for Analyzing and Improving LLM Reasoning
Yuchen Zeng ⋅ Shuibai Zhang ⋅ Wonjun Kang ⋅ Shutong Wu ⋅ Lynnix Zou ⋅ Ying Fan ⋅ Heeju Kim ⋅ Hakurei Reimu ⋅ Jungtaek Kim ⋅ HYUNG IL KOO ⋅ Dimitris Papailiopoulos ⋅ Kangwook Lee
[ OpenReview] 
Poster
None
Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation
Genki Osada
[ OpenReview] 
Poster
None
Batched Contextual Reinforcement
Bangji Yang ⋅ Hongbo Ma ⋅ Jiajun Fan ⋅ Ge Liu
[ OpenReview] 
Poster
None
Vibe Checker: Aligning Code Evaluation with Human Preference
Ming Zhong ⋅ Xiang Zhou ⋅ Ting-Yun Chang ⋅ Qingze Wang ⋅ Nan Xu ⋅ Xiance Si ⋅ Dan Garrette ⋅ Shyam Upadhyay ⋅ Jeremiah Zhe Liu ⋅ Jiawei Han ⋅ Benoit Schillings ⋅ Jiao Sun
[ OpenReview] 
Poster
None
Time-Consistent Robust Multi-Objective Reinforcement Learning via a Bellman–Isaacs Weight-Adversary Recursion
Mingxi Hu ⋅ Meiling Yu
[ OpenReview] 
Poster
None
M+Adam: Low-Precision Training via Mantissa–Exponent Optimization
Xiaoyuan Liang ⋅ Sebastian Loeschcke ⋅ Mads Toftrup ⋅ Anima Anandkumar
[ OpenReview] 
Poster
None
Density-Guided Continuous Flow for Robust Counterfactual Explanations
Jun Tan ⋅ Qing Guo ⋅ Zicheng Xu ⋅ Jinglin Li ⋅ QI Fang ⋅ Ning Gui
[ OpenReview] 
Poster
None
MMKU-Bench: A Multimodal Update Benchmark for Diverse Visual Knowledge
Baochen Fu ⋅ Yuntao Du ⋅ Cheng Chang ⋅ Baihao Jin ⋅ Wenzhi Deng ⋅ Muhao Xu ⋅ Hongmei Yan ⋅ Weiye Song ⋅ Yi Wan
[ OpenReview] 
Poster
None
Near-Minimax Multi-Objective RL under Predictable Adversarial Preferences and Preference-Free Exploration in Linear MDPs
Mingxi Hu ⋅ Meiling Yu
[ OpenReview] 
Poster
None
MutAtlas: A PDB-Wide Energy-Guided Atlas of Protein Mutation Effects
Ruihan Guo ⋅ Chaoran Cheng ⋅ Zhanghan Ni ⋅ Neil He ⋅ Bangji Yang ⋅ Ge Liu
[ OpenReview] 
Poster
None
TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction
Felix Parker ⋅ Nimeesha Chan ⋅ Chi Zhang ⋅ Kimia Ghobadi
[ OpenReview] 
Poster
None
VideoVeritas: AI-Generated Video Detection via Perception Pretext Reinforcement Learning
Hao Tan ⋅ jun lan ⋅ Senyuan Shi ⋅ Zichang Tan ⋅ Zijian Yu ⋅ Huijia Zhu ⋅ Weiqiang Wang ⋅ Jun Wan ⋅ Zhen Lei
[ Slides]  [ OpenReview] 
Poster
None
AnyMod-LLVE: Low-Light Video Enhancement with Modality-Agnostic Inference
Hangfeng Liang ⋅ Yutao Hu ⋅ Yanhan Hu ⋅ Xiaohan Wu ⋅ WENQI SHAO ⋅ Ying Fu
[ OpenReview] 
Poster
None
Rubric Curriculum RL: Exploiting the Generation-Verification Gap in Creative Writing
Tejas Krishnan ⋅ Sumeet Motwani ⋅ Charles London ⋅ Suhaas Bhat ⋅ Huitian Jiao ⋅ Phil Torr ⋅ Riashat Islam ⋅ Christopher Summerfield ⋅ Christian Schroeder de Witt ⋅ Qilong Gu ⋅ Shital Shah
[ OpenReview] 
Poster
None
Token-Free Hierarchical Indexing for RAG beyond LLM-based Summarization
Yifan Wei ⋅ Dan Yuan ⋅ Xiaoyan Yu ⋅ Angsheng Li
[ OpenReview] 
Poster
None
Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
Zhicheng Yang ⋅ Zhijiang Guo ⋅ Yinya Huang ⋅ Yongxin Wang ⋅ Wenlei Shi ⋅ Yiwei Wang ⋅ Xiaodan Liang ⋅ Jing Tang
[ OpenReview] 
Poster
None
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
Zhicheng Yang ⋅ Zhijiang Guo ⋅ Yinya Huang ⋅ Yongxin Wang ⋅ Dongchun Xie ⋅ Hanhui Li ⋅ Yiwei Wang ⋅ Xiaodan Liang ⋅ Jing Tang
[ OpenReview] 
Poster
None
Revisiting Padded Transformer Expressivity: Which Architectural Choices Matter and Which Don't
Anej Svete ⋅ William Merrill ⋅ Ryan Cotterell ⋅ Ashish Sabharwal
[ OpenReview] 
Poster
None
iTryOn: Mastering Interactive Video Virtual Try-On with Spatial-Semantic Guidance
Jun Zheng ⋅ Zhengze Xu ⋅ Mengting Chen ⋅ Jing Wang ⋅ Jinsong Lan ⋅ Xiaoyong Zhu ⋅ Kaifu Zhang ⋅ Bo Zheng ⋅ Xiaodan Liang
[ Poster]  [ OpenReview] 
Poster
None
Thinking with Geometry: Active Geometry Integration for Spatial Reasoning
Haoyuan Li ⋅ QihangCao ⋅ Tao Tang ⋅ Kun Xiang ⋅ Zihan Guo ⋅ Jianhua Han ⋅ Jia-Wang Bian ⋅ Hang Xu ⋅ Xiaodan Liang
[ OpenReview] 
Poster
None
SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models
Hyeonbeom Choi ⋅ Daechul Ahn ⋅ Youhan Lee ⋅ Taewook Kang ⋅ Seongwon Cho ⋅ Jonghyun Choi
[ OpenReview] 
Poster
None
Left–Right Symmetry Breaking in CLIP-style Vision-Language Models Trained on Synthetic Spatial-Relation Data
Takaki Yamamoto ⋅ Chihiro Noguchi ⋅ Toshihiro Tanizawa
[ OpenReview] 
Poster
None
Investigating Component Contributions in Multi-Agent ML Systems
Junsung Kim ⋅ Ilia Mireskandari ⋅ Seungwan Son ⋅ Yifan Zhou ⋅ Khizer Shahid ⋅ Dylan Dai
[ OpenReview] 
Poster
None
Protein Autoregressive Modeling via Multiscale Structure Generation
Yanru Qu ⋅ Cheng-Yen Hsieh ⋅ Zaixiang Zheng ⋅ Ge Liu ⋅ Quanquan Gu
[ OpenReview] 
Poster
None
LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs
Benno Krojer ⋅ Perampalli Shravan Nayak ⋅ Oscar Mañas ⋅ Vaibhav Adlakha ⋅ Desmond Elliott ⋅ Siva Reddy ⋅ Marius Mosbach
[ OpenReview] 
Poster
None
Towards A Generative Protein Evolution Machine with DPLM-Evo
Xinyou Wang ⋅ Liang Hong ⋅ Jiasheng Ye ⋅ Zaixiang Zheng ⋅ Shujian Huang ⋅ Quanquan Gu
[ OpenReview] 
Poster
None
Position: Stop Reactively Patching Your Model Every Time and Start Proactive Test-Driven AI Development
Nadine Chang ⋅ Maying Shen ⋅ Jialiang Wang ⋅ Rafid Mahmood ⋅ Jose Alvarez
[ OpenReview] 
Poster
None
Optimal Attention Temperature Improves the Robustness of In-Context Learning under Distribution Shift in High Dimensions
Samet Demir ⋅ Zafer Dogan
[ OpenReview] 
Poster
None
SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification
Kanghoon Yoon ⋅ Minsub Kim ⋅ Sungjae Lee ⋅ Joonhyung Lee ⋅ Sunghyeon Woo ⋅ Yeonjun In ⋅ Se Jung Kwon ⋅ Chanyoung Park ⋅ Dongsoo Lee
[ OpenReview] 
Poster
None
AlphaRouter: Token-level Routing Between SLM and LLM with Reinforcement Learning and Tree Search
Siteng Liao ⋅ Yuzhu Liang ⋅ Hengzhong Rao ⋅ Xizhao Luo ⋅ Tian Wang
[ OpenReview] 
Poster
None
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
Jiyeon Kim ⋅ Youngjoon Hong ⋅ Won-Yong Shin
[ OpenReview] 
Poster
None
SERA: Soft-Verified Efficient Repository Agents
Ethan Shen ⋅ Daniel Tormoen ⋅ Saurabh Shah ⋅ Ali Farhadi ⋅ Tim Dettmers
[ OpenReview] 
Poster
None
Affine-Scaled Attention: Towards Flexible and Stable Transformer Attention
Jeongin Bae ⋅ baeseong park ⋅ Gunho Park ⋅ Minsub Kim ⋅ Joonhyung Lee ⋅ Junhee Yoo ⋅ Sunghyeon Woo ⋅ Jiwon Ryu ⋅ Se Jung Kwon ⋅ Dongsoo Lee
[ OpenReview] 
Poster
None
ScaleErasure: Inference-Time Minimal Intervention for Precise Concept Erasure in Next-Scale Autoregressive Image Generation
Cong Wang ⋅ Haiyu Wu ⋅ Zhiwei Jiang ⋅ Zifeng Cheng ⋅ SHEN FEI ⋅ Yafeng Yin ⋅ Qing Gu
[ Poster]  [ OpenReview] 
Poster
None
Efficient Learning of Compositional Targets with Hierarchical Spectral Methods
Hugo Tabanelli ⋅ Yatin Dandi ⋅ Luca Pesce ⋅ FLORENT KRZAKALA
[ OpenReview] 
Poster
None
A Hitchhiker's Guide to Poisson Gradient Estimation
Michael Ibrahim ⋅ Hanqi Zhao ⋅ Eli Sennesh ⋅ Zhi Li ⋅ Anqi Wu ⋅ Jacob Yates ⋅ Chengrui Li ⋅ Hadi Vafaii
[ OpenReview] 
Poster
None
Multimodal Function Vectors for Spatial Relations
Shuhao Fu ⋅ Esther Goldberg ⋅ Ying Nian Wu ⋅ Hongjing Lu
[ OpenReview] 
Poster
None
GenExam: A Multidisciplinary Text-to-Image Exam
Zhaokai Wang ⋅ Penghao Yin ⋅ Xiangyu Zhao ⋅ Changyao Tian ⋅ Yu Qiao ⋅ Wenhai Wang ⋅ Jifeng Dai ⋅ Gen Luo
[ Poster]  [ OpenReview] 
Poster
None
MM-Spectrum: Multimodal Multi-spectral Molecular Structural Elucidation with a Stable MoE Framework
Hai-tao Yu ⋅ Min Nan ⋅ Zheng Fang ⋅ Hongyu Zhan ⋅ Yusen Tan ⋅ Yuhan Wang ⋅ Jun Xia
[ OpenReview] 
Poster
None
Sharp Concentration Bounds for Vector Bundle-Valued Statistics on Manifolds
Swagatam Das ⋅ Vaclav Snasel
[ OpenReview] 
Poster
None
Toward Subspace-Perturbed Trajectory-Aware Backdoor Attacks in Deep Reinforcement Learning
Yaguan Qian ⋅ Taining Zhang ⋅ Qiqi Bao ⋅ Yanru Guo ⋅ Lufang Zhang ⋅ Zhaoquan Gu ⋅ Shouling Ji ⋅ Bin Wang ⋅ Zhen Lei
[ OpenReview] 
Poster
None
Fingerprinting Pre-trained Encoders under Arbitrary Downstream Fine-Tuning via Adversarial Shifting
Tianlong Xu ⋅ Wang Zixiong ⋅ Lishuai Hou ⋅ Gaoyang Liu ⋅ Chen Wang ⋅ Xiaoyi Fan
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Towards Theoretical Understanding of Transformer Test-Time Computing: Investigation on In-Context Linear Regression
Xingwu Chen ⋅ Lu Miao ⋅ Beining Wu ⋅ Difan Zou
[ OpenReview] 
Poster
None
Active Learning with Foundation Model Priors: Efficient Learning under Class Imbalance
Jiancheng Zhang ⋅ Meiqing Li ⋅ Qi Zhang ⋅ Yinglun Zhu
[ OpenReview] 
Poster
None
Deep Incentive Design with Differentiable Equilibrium Blocks
Vinzenz Thoma ⋅ Georgios Piliouras ⋅ Luke Marris
[ OpenReview] 
Poster
None
OSF: On Pre-training and Scaling of Sleep Foundation Models
Zitao Shuai ⋅ Zongzhe Xu ⋅ David Yang ⋅ Wei Wang ⋅ Yuzhe Yang
[ OpenReview] 
Poster
None
PostTrainBench: Can LLM Agents Automate LLM Post-Training?
Ben Rank ⋅ Hardik Bhatnagar ⋅ Ameya Pandurang Prabhu ⋅ Shira Eisenberg ⋅ Karina Nguyen ⋅ Matthias Bethge ⋅ Maksym Andriushchenko
[ OpenReview] 
Poster
None
SleepLM: Natural-Language Intelligence for Human Sleep
Zongzhe Xu ⋅ Zitao Shuai ⋅ Eideen Mozaffari ⋅ Ravi Aysola ⋅ Rajesh Kumar ⋅ Yuzhe Yang
[ OpenReview] 
Poster
None
Query-Based Asymmetric Modeling with Decoupled Input–Output Rates for Speech Restoration
Ui-Hyeop Shin ⋅ Jaehyun Ko ⋅ Woocheol Jeong ⋅ Hyung-Min Park
[ OpenReview] 
Poster
None
Curating the Future: A Scalable Recipe for Training Open-Ended Forecasters
Nikhil Chandak ⋅ Shashwat Goel ⋅ Ameya Pandurang Prabhu ⋅ Moritz Hardt ⋅ Jonas Geiping
[ OpenReview] 
Poster
None
Probing Cross-modal Information Hubs in Audio-Visual LLMs
Jihoo Jung ⋅ Chaeyoung Jung ⋅ Ji-Hoon Kim ⋅ Joon Son Chung
[ OpenReview] 
Poster
None
Quantifying Frontier LLM Capabilities for Container Sandbox Escape
Rahul Marchand ⋅ Art Cathain ⋅ Jerome Wynne ⋅ Philippos Giavridis ⋅ Sam Deverett ⋅ John Wilkinson ⋅ Jason Gwartz ⋅ Harry Coppock
[ OpenReview] 
Poster
None
Graph-Link: Bridging the Semantic-Structural Gap in Text-to-SQL via Constrained Subgraph Induction
Jianwei Zhong ⋅ Yijun Mo ⋅ Quanxin Liu ⋅ Ruida Xu ⋅ Yuxi Yang ⋅ Ming Chi
[ OpenReview] 
Poster
None
SpatialReward: Bridging the Perception Gap in Online RL for Image Editing via Explicit Spatial Reasoning
Yancheng Long ⋅ Yankai Yang ⋅ Hongyang Wei ⋅ Wei Chen ⋅ Tianke Zhang ⋅ Haonan fan ⋅ Changyi Liu ⋅ Kaiyu Jiang ⋅ Jiankang Chen ⋅ Kaiyu Tang ⋅ Bin Wen ⋅ Fan Yang ⋅ Tingting Gao ⋅ Han Li ⋅ Shuo Yang
[ OpenReview] 
Poster
None
VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
Wenqi Liu ⋅ Yunxiao Wang ⋅ Shijie Ma ⋅ Meng Liu ⋅ Qile Su ⋅ Tianke Zhang ⋅ Haonan fan ⋅ Changyi Liu ⋅ Kaiyu Jiang ⋅ Jiankang Chen ⋅ Kaiyu Tang ⋅ Bin Wen ⋅ Fan Yang ⋅ Tingting Gao ⋅ Han Li ⋅ Yinwei Wei ⋅ Xuemeng Song
[ OpenReview] 
Poster
None
Benign Overfitting in Adversarial Training for Vision Transformers
Jiaming Zhang ⋅ Meng Ding ⋅ Shaopeng Fu ⋅ Jingfeng Zhang ⋅ Di Wang
[ OpenReview] 
Poster
None
TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios
Yuanzhe Shen ⋅ Zisu Huang ⋅ Zhengyuan Wang ⋅ Muzhao Tian ⋅ Zhengkang Guo ⋅ Chenyang Zhang ⋅ Shuaiyu Zhou ⋅ Zengjie Hu ⋅ Dailin Li ⋅ Kaimin Wang ⋅ Wenhao Liu ⋅ Tianlong Li ⋅ feng hong ⋅ Cao Liu ⋅ Ke Zeng
[ OpenReview] 
Poster
None
Towards Atoms of Large Language Models
Chenhui Hu ⋅ Pengfei Cao ⋅ Yubo Chen ⋅ Kang Liu ⋅ Jun Zhao
[ Poster]  [ OpenReview] 
Poster
None
Understanding Private Learning From Feature Perspective
Meng Ding ⋅ Mingxi Lei ⋅ Shaopeng Fu ⋅ Shaowei Wang ⋅ Di Wang ⋅ Jinhui Xu
[ OpenReview] 
Poster
None
Toward Structural Multimodal Representations: Specialization, Selection, and Sparsification via Mixture-of-Experts
Hahyeon Choi ⋅ NOJUN KWAK
[ Poster]  [ OpenReview] 
Poster
None
ReSpinQuant: Efficient Layer-Wise LLM Quantization via Subspace Residual Rotation Approximation
Suyoung Kim ⋅ Sunghyun Wee ⋅ Hyeonjin Kim ⋅ Kyomin Hwang ⋅ Hyunho Lee ⋅ NOJUN KWAK
[ OpenReview] 
Poster
None
Joint Learning in the Gaussian Single Index Model
Loucas Pillaud-Vivien ⋅ Adrien Schertzer
[ OpenReview] 
Poster
None
Frontier Models Can Take Actions at Low Probabilities
Alex Serrano Terre ⋅ Wen Xing ⋅ David Lindner ⋅ Erik Jenner
[ OpenReview] 
Poster
None
Profiling the Irrational Agent: Cognitive Modeling of LLM Behaviors in Sequential Jailbreaks
Xikang Yang ⋅ Biyu Zhou ⋅ Xuehai Tang ⋅ Jizhong Han ⋅ Songlin Hu
[ OpenReview] 
Poster
None
Algorithmic Recourse of In-Context Learning for Tabular Data
Wenshuo Dong ⋅ Jiaming Zhang ⋅ Shaopeng Fu ⋅ Hongbin Lin ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview] 
Poster
None
DocHop: Benchmarking Out-of-domain Multi-hop Reasoning in Information-Dense Documents
Zhuoran Yu ⋅ Le Thien Phuc Nguyen ⋅ Jaden Park ⋅ Xinyi Gu ⋅ Zexue He ⋅ Soochahn Lee ⋅ Rogerio Feris ⋅ Yong Jae Lee
[ OpenReview] 
Poster
None
Large Language Model Teaches Visual Students: Cross-Modality Transfer of Fine-Grained Conceptual Knowledge
Thomas S.C. Liang ⋅ Zhuoran Yu ⋅ Yong Jae Lee
[ OpenReview] 
Poster
None
Overcoming the Incentive Collapse Paradox
Qichuan Yin ⋅ Ziwei Su ⋅ Shuangning Li
[ OpenReview] 
Poster
None
Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference
Ayush Khot ⋅ Miruna Oprescu ⋅ Maresa Schröder ⋅ Ai Kagawa ⋅ Xihaier Luo
[ OpenReview] 
Poster
None
DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling
Tengyao Tu ⋅ Yulin Li ⋅ Huiling Zhen ⋅ Libo Qin ⋅ Zhoujun Wei ⋅ Jinghua Piao ⋅ Zhuotao Tian ⋅ Yong Li ⋅ Min zhang
[ OpenReview] 
Poster
None
ANCHOR: Abductive Network Construction with Hierarchical Orchestration for Reliable Probability Inference in Large Language Models
Wentao Qiu ⋅ Guanran Luo ⋅ Zhongquan Jian ⋅ Jingqi Gao ⋅ Meihong Wang ⋅ Qingqiang Wu
[ OpenReview] 
Poster
None
Post-Training with Policy Gradients: Optimality and the Base Model Barrier
Alireza Mousavi-Hosseini ⋅ Murat Erdogdu
[ OpenReview] 
Poster
None
FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
Montgomery Bohde ⋅ Hongxuan Liu ⋅ Mrunali Manjrekar ⋅ Magdalena Lederbauer ⋅ Shuiwang Ji ⋅ Runzhong Wang ⋅ Connor Coley
[ OpenReview] 
Poster
None
Neural Logistic Bandits
Seoungbin Bae ⋅ Dabeen Lee
[ OpenReview] 
Poster
None
Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
Haiyang Yu ⋅ Yuchao Lin ⋅ Xuan Zhang ⋅ Xiaofeng Qian ⋅ Shuiwang Ji
[ OpenReview] 
Poster
None
Convolutional Learnable-Group Weightless Neural Network
Qinhong Ma ⋅ Yulin Chen ⋅ Zhiwei Fan ⋅ Suzhen Wu ⋅ Bo Mao
[ Poster]  [ OpenReview] 
Poster
None
Pix2Key: Controllable Open-Vocabulary Retrieval with Semantic Decomposition and Self-Supervised Visual Dictionary Learning
Guoyizhe Wei ⋅ Yang Jiao ⋅ Nan Xi ⋅ Zhishen Huang ⋅ Jingjing Meng ⋅ Rama Chellappa ⋅ Yan Gao
[ OpenReview] 
Poster
None
LLMs as Noisy Channels: A Shannon Perspective on Model Capacity and Scaling Laws
Xu Ouyang ⋅ Deyi Liu ⋅ Yuhang Cai ⋅ Jing Liu ⋅ Yuan Yang ⋅ Chen Zheng ⋅ Thomas Hartvigsen ⋅ Yiyuan Ma
[ OpenReview] 
Poster
None
Optimal Fair Aggregation of Crowdsourced Noisy Labels using Demographic Parity Constraints
Samuel Gruffaz ⋅ Gabriel Singer ⋅ Olivier VO VAN ⋅ Nicolas Vayatis ⋅ Argyris Kalogeratos
[ OpenReview] 
Poster
None
Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection
Zijie Cao ⋅ Weijie Tu ⋅ Yao Xiao ⋅ Weijian Deng ⋅ Weiyan Chen ⋅ Liang Lin ⋅ Pengxu Wei
[ OpenReview] 
Poster
None
Shrinking the Variance: Shrinkage Baselines for Reinforcement Learning with Verifiable Rewards
Guanning Zeng ⋅ Zhaoyi Zhou ⋅ Daman Arora ⋅ Andrea Zanette
[ OpenReview] 
Poster
None
Differential Smoothing Mitigates Sharpening and Improves LLM Reasoning
Jingchu Gai ⋅ Guanning Zeng ⋅ Huaqing Zhang ⋅ Aditi Raghunathan
[ OpenReview] 
Poster
None
Temporal Context Reinstatement Drives Episodic-Like Order Memory in Long-Context Language Models
Mathis Pink ⋅ Vy Vo ⋅ Qinyuan Wu ⋅ Jianing Mu ⋅ Javier Turek ⋅ Uri Hasson ⋅ Kenneth Norman ⋅ Sebastian Michelmann ⋅ Alexander Huth ⋅ Mariya Toneva
[ OpenReview] 
Poster
None
When Preference Labels Fall Short: Aligning Diffusion Models from Real Data
Weiyan Chen ⋅ Weijian Deng ⋅ Yao Xiao ⋅ Weijie Tu ⋅ ZiYi Dong ⋅ Ibrahim Radwan ⋅ Liang Lin ⋅ Pengxu Wei
[ OpenReview] 
Poster
None
Demystifying Entropy Control in LLM RL Training: Theoretical Analysis and Dynamic Scheduling
Jingchu Gai ⋅ Guanning Zeng ⋅ Huaqing Zhang ⋅ Han Zhong ⋅ Yige Hong ⋅ Andrej Risteski ⋅ Aditi Raghunathan
[ OpenReview] 
Poster
None
Position: Self-Play Only Evolves When Self-Synthetic Pipeline Ensures Learnable Information Gain
Wei Liu ⋅ Siya Qi ⋅ Yali Du ⋅ Yulan He
[ OpenReview] 
Poster
None
Maximum Likelihood Reinforcement Learning
Fahim Tajwar ⋅ Guanning Zeng ⋅ Yueer Zhou ⋅ Yuda Song ⋅ Daman Arora ⋅ Yiding Jiang ⋅ Jeff Schneider ⋅ Russ Salakhutdinov ⋅ Haiwen Feng ⋅ Andrea Zanette
[ OpenReview] 
Poster
None
FlatLand: Personalized Graph Federated Learning via Tailored Lorentz Space
Jiahong Liu ⋅ Ram Samarth B B ⋅ Xinyu Fu ⋅ Menglin Yang ⋅ Weixi Zhang ⋅ ZHITAO YING ⋅ Irwin King
[ OpenReview] 
Poster
None
Inference-time Alignment with Rewards in Besov Spaces: Provable Advantages of Feature Learning and Multi-Step Policy Updates
Naoki Nishikawa ⋅ Taiji Suzuki
[ OpenReview] 
Poster
None
In-Context Learning Is Provably Bayesian Inference: A Generalization Theory for Meta-Learning
Tomoya Wakayama ⋅ Taiji Suzuki
[ OpenReview] 
Poster
None
Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
Yonggang Zhang ⋅ Zhiqin Yang ⋅ Wei Xue ⋅ Dong Fang ⋅ Bo Han ⋅ Yike Guo
[ OpenReview] 
Poster
None
Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models
Wei Liu ⋅ Peijie Yu ⋅ Michele Orini ⋅ Yali Du ⋅ Yulan He
[ OpenReview] 
Poster
None
DC-Leap: Training-Free Acceleration of dLLMs via Draft-Guided Contiguous Leaping Decoding
Yan hua Jiao ⋅ Tianyi Wu ⋅ Xiaoxi Sun ⋅ Yulin Li ⋅ Huiling Zhen ⋅ Libo Qin ⋅ Baotian Hu ⋅ Zhuotao Tian ⋅ Min zhang
[ OpenReview] 
Poster
None
FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translation
Zimu Lu ⋅ Houxing Ren ⋅ Yunqiao Yang ⋅ Ke Wang ⋅ Zhuofan Zong ⋅ Mingjie Zhan ⋅ Hongsheng Li
[ OpenReview] 
Poster
None
Inference-Aware Meta-Alignment of LLMs via Non-Linear GRPO
Shokichi Takakura ⋅ Akifumi Wachi ⋅ Rei Higuchi ⋅ Kohei Miyaguchi ⋅ Taiji Suzuki
[ OpenReview] 
Poster
None
Bi-Anchor Interpolation Solver for Accelerating Generative Modeling
Hongxu CHEN ⋅ Hongxiang Li ⋅ Zhen Wang ⋅ Long Chen
[ OpenReview] 
Poster
None
From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory
Yishuo Cai ⋅ Xingyu Guo ⋅ Xuancheng Huang ⋅ Jinhua Du ⋅ can huang ⋅ Wenxuan Huang ⋅ Wenhan Ma ⋅ Yuyang Hu ⋅ Aohan Zeng ⋅ Jie Tang ⋅ Xu SUN
[ OpenReview] 
Poster
None
LLM-Guided Diagnostic Evidence Alignment for Medical Vision–Language Pretraining under Limited Pairing
Huimin Yan ⋅ Liang Bai ⋅ Xian Yang ⋅ Long Chen
[ OpenReview] 
Poster
None
Mitigating Staleness in Asynchronous Pipeline Parallelism via Basis Rotation
Hyunji Jung ⋅ Sungbin Shin ⋅ Namhoon Lee
[ OpenReview] 
Poster
None
Compositional Behavioral Semantics and Metrics for State Abstraction in Reinforcement Learning
Yivan Zhang ⋅ Ziyan Luo ⋅ Manuel Baltieri
[ OpenReview] 
Poster
None
Solving the Offline and Online Min-Max Problem of Non-smooth Submodular-Concave Functions: A Zeroth-Order Approach
Amir Ali Farzin ⋅ Yuen-Man Pun ⋅ Philipp Braun ⋅ Tyler Summers ⋅ Iman Shames
[ OpenReview] 
Poster
None
Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation
Junjie Wang ⋅ 星华 娄 ⋅ Xiangtai Li ⋅ Ye Tian ⋅ Keyu Chen ⋅ Yulin Li ⋅ Bin Kang ⋅ Guangcan Mai ⋅ Yanwei Li ⋅ Zhuotao Tian ⋅ Liqiang Nie
[ OpenReview] 
Poster
None
Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy
Yutong Xie ⋅ Zhenglin Hua ⋅ Ran Wang ⋅ Wing W. Y. Ng ⋅ Xizhao Wang ⋅ Yuheng Jia
[ OpenReview] 
Poster
None
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
Xiaoyu Tao ⋅ Mingyue Cheng ⋅ Ze Guo ⋅ Shuo Yu ⋅ Yaguo Liu ⋅ Qi Liu ⋅ Shijin Wang
[ OpenReview] 
Poster
None
Reward Modeling from Natural Language Human Feedback
Zongqi Wang ⋅ Rui Wang ⋅ Yuchuan Wu ⋅ Yiyao Yu ⋅ Pinyi Zhang ⋅ Shaoning Sun ⋅ Yujiu Yang ⋅ Yongbin Li
[ OpenReview] 
Poster
None
AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech
Bin Kang ⋅ Shaoguo Wen ⋅ Yang Fan ⋅ Shunlong Wu ⋅ Junjie Wang ⋅ Yulin Li ⋅ Junzhi Zhao ⋅ Junle Wang ⋅ Zhuotao Tian
[ OpenReview] 
Poster
None
CoGenCast: A Coupled Autoregressive–Flow Generative Framework for Time Series Forecasting
Yaguo Liu ⋅ Mingyue Cheng ⋅ Daoyu Wang ⋅ Xiaoyu Tao ⋅ Qi Liu
[ OpenReview] 
Poster
None
When Labelers Stay Silent: The Power of Ties in Cost-Effective Preference Learning
JIAQI LYU ⋅ Zihan Zhang ⋅ CJ Y ⋅ Shiyu Xia ⋅ Ning Xu ⋅ Xin Geng
[ OpenReview] 
Poster
None
ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models
Jonathan Roberts ⋅ Mohammad Reza Taesiri ⋅ Ansh Sharma ⋅ Akash Gupta ⋅ Samuel Roberts ⋅ Ioana Croitoru ⋅ Vlad Bogolin ⋅ Jialu Tang ⋅ Florian Langer ⋅ Vyas Raina ⋅ Vatsal Raina ⋅ Hanyi Xiong ⋅ Vishaal Udandarao ⋅ Jingyi Lu ⋅ Chen Shiyang ⋅ Sam Purkis ⋅ Tianshuo Yan ⋅ Wenye Lin ⋅ Gyungin Shin ⋅ Qiaochu Yang ⋅ Anh Nguyen ⋅ David Atkinson ⋅ Alexandru Coca ⋅ Mikah Đặng ⋅ Sebastian Dziadzio ⋅ Jakob D. Kunz ⋅ Kaiqu Liang ⋅ Alexander Lo ⋅ Brian Pulfer ⋅ Steven Walton ⋅ Charig Yang ⋅ Kai Han ⋅ Samuel Albanie
[ OpenReview] 
Poster
None
TT-Sparse: Learning Sparse Rule Models with Differentiable Truth Tables
Hans Farrell Soegeng ⋅ Sarthak Modi ⋅ Thomas Peyrin
[ OpenReview] 
Poster
None
FedPAT: Federated Test-Time Adaptation via Prototype Affinity Topology
Shunxin Guo ⋅ JIAQI LYU ⋅ Zhiqiang Kou ⋅ Shuxia Lin ⋅ Xin Geng
[ OpenReview] 
Poster
None
RLSF-V: Mitigating Hallucinations in MLLMs via Fuzzy Semantic Self-Feedback
Changhao He ⋅ ShuhaoYan ⋅ Shuxian Li ⋅ Xi Peng ⋅ Peng Hu
[ OpenReview] 
Poster
None
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories
Chenlong Deng ⋅ Mengjie Deng ⋅ Junjie Wu ⋅ Dun Zeng ⋅ Teng Wang ⋅ Qingsong Xie ⋅ Jiadeng Huang ⋅ Shengjie Ma ⋅ Changwang Zhang ⋅ Zhaoxiang Wang ⋅ Jun Wang ⋅ Yutao Zhu ⋅ Zhicheng Dou
[ OpenReview] 
Poster
None
Weights to Code: Extracting Interpretable Algorithms from the Discrete Transformer
Yifan Zhang ⋅ Wei Bi ⋅ Kechi Zhang ⋅ Dongming Jin ⋅ Jie Fu ⋅ Zhi Jin
[ OpenReview] 
Poster
None
AgentHijack: Benchmarking Computer Use Agent Robustness to Common Environment Corruptions
Jingwei Sun ⋅ Jianing Zhu ⋅ Yuanyi Li ⋅ Tongliang Liu ⋅ Xia Hu ⋅ Bo Han
[ OpenReview] 
Poster
None
pTNAS: Progressive Neural Architecture Search for Tabular Data
Naili Xing ⋅ Shaofeng Cai ⋅ Lingze Zeng ⋅ Jiaqi Zhu ⋅ Peng LU ⋅ Jian Pei ⋅ Beng Chin Ooi
[ OpenReview] 
Poster
None
UniRTL: Unifying Code and Graph for Robust RTL Representation Learning
Yi Liu ⋅ Hongji Zhang ⋅ Lei Chen ⋅ Mingxuan Yuan ⋅ Qiang Xu
[ OpenReview] 
Poster
None
Breaking the Scale Barrier: One-Shot Knowledge Transfer via Frequency Transform
Jianlu Shen ⋅ Fu Feng ⋅ Yucheng Xie ⋅ JIAQI LYU ⋅ Xin Geng
[ Poster]  [ OpenReview] 
Poster
None
Weak Diffusion Priors Can Still Achieve Strong Inverse-Problem Performance
Jing Jia ⋅ Wei Yuan ⋅ Sifan Liu ⋅ Liyue Shen ⋅ Guanyang Wang
[ OpenReview] 
Poster
None
When Diffusion Language Models Hesitate: Detecting and Correcting Visual Hallucinations via Confidence Fluctuation
Wenzheng Song ⋅ Pei Chen ⋅ Yichen Tan ⋅ Zejian Li ⋅ Lingyun Sun
[ OpenReview] 
Poster
None
SLQ: Bridging Modalities via Shared Latent Queries for Retrieval with Frozen MLLMs
Haoran Lou ⋅ Ziyan Liu ⋅ Chunxiao Fan ⋅ Yuexin Wu ⋅ Yue Ming ⋅ Hao Wu ⋅ Kai Zuo ⋅ Yibo Chen ⋅ Xu Tang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
IVQ: Structured and Lightweight Vector Quantization via Binary Hierarchical Composition Inspired by $\textit{IChing}$
Heda Zuo ⋅ Junxian Wu ⋅ Fengjie Lu ⋅ Pei Chen ⋅ Lingyun Sun ⋅ Weitao You
[ OpenReview] 
Poster
None
DDP-WM: Disentangled Dynamics Prediction for Efficient World Models
Shicheng Yin ⋅ Kaixuan Yin ⋅ Weixing Chen ⋅ Yang Liu ⋅ Guanbin Li ⋅ Liang Lin
[ OpenReview] 
Poster
None
Don't Drop Dropout: Optimizing Layer Sparsity for Efficient LLM Training and Inference
Mostafa Elhoushi ⋅ Nolan Dey ⋅ Alexander Pretko ⋅ Bin Zhang ⋅ Gavia Gray ⋅ Gurpreet Gosal ⋅ Abdulrahman Mahmoud ⋅ Shane Bergsma ⋅ Joel Hestness
[ OpenReview] 
Poster
None
SCOUT: Cyclic Causal Discovery Under Soft Interventions with Unknown Targets
Alpar Turkoglu ⋅ Muralikrishnna Guruswamy Sethuraman ⋅ Faramarz Fekri
[ OpenReview] 
Poster
None
GRASP: Graph Reasoning via Agentic Solving and Probing of LLMs
Xiaojun Guo ⋅ Mingxue Tian ⋅ Chenheng Zhang ⋅ Xiaohan Wang ⋅ Jiajun Chai ⋅ Guojun Yin ⋅ Wei Lin ⋅ Yifei Wang ⋅ Yisen Wang
[ OpenReview] 
Poster
None
Variational Learning for Insertion-based Generation
Yangtian Zhang ⋅ Zhe Wang ⋅ Arthur Gretton ⋅ ZHITAO YING ⋅ David van Dijk ⋅ Michalis Titsias ⋅ Jiaxin Shi
[ OpenReview] 
Poster
None
Interventional Processes For Causal Uncertainty Quantification
Hugh Dance ⋅ Peter Orbanz ⋅ Arthur Gretton
[ OpenReview] 
Poster
None
PhyScene3D: Physically Consistent 3D Interactive Tabletop Scene Generation
Weixing Chen ⋅ Zhuoqian Feng ⋅ Yexin Zhang ⋅ Yifan Wen ⋅ Yang Liu ⋅ Yinghong Liao ⋅ Weichao Qiu ⋅ Guanbin Li ⋅ Liang Lin
[ OpenReview] 
Poster
None
TRAP: Hijacking VLA CoT-Reasoning via Adversarial Patches
Zhengxian Huang ⋅ Wenjun Zhu ⋅ Haoxuan Qiu ⋅ Xiaoyu Ji ⋅ Wenyuan Xu
[ OpenReview] 
Poster
None
Outcome-Aware Spectral Feature Learning for Instrumental Variable Regression
Dimitri Meunier ⋅ Jakub Wornbard ⋅ Vladimir Kostic ⋅ Antoine Moulin ⋅ Alek Fröhlich ⋅ Karim Lounici ⋅ Massimiliano Pontil ⋅ Arthur Gretton
[ OpenReview] 
Poster
None
On Uniform Error Bounds for Kernel Regression under Non-Gaussian Noise
Johannes Teutsch ⋅ Oleksii Molodchyk ⋅ Marion Leibold ⋅ Timm Faulwasser ⋅ Armin Lederer
[ OpenReview] 
Poster
None
An In-Depth Study on Deep Learning Model Cloning
Bin Hu ⋅ Xiancong Pan ⋅ Dongjin Yu ⋅ Tianyi Hu
[ OpenReview] 
Poster
None
Unsupervised Hierarchical Skill Discovery
Damion Harvey ⋅ Steven James ⋅ Benjamin Rosman ⋅ Branden Ingram ⋅ Geraud Nangue Tasse
[ OpenReview] 
Poster
None
DiL: Discrete-anchored Representation Alignment for Semi-Supervised Continual Learning
Nanyi Wang ⋅ Chaojie Chen ⋅ Zuoqi Tang ⋅ Jinxiang Lai ⋅ Xingcai Wu ⋅ Qi Wang
[ OpenReview] 
Poster
None
Incremental Transformer Neural Processes
Philip Mortimer ⋅ Cristiana Diaconu ⋅ Tommy Rochussen ⋅ Bruno Mlodozeniec ⋅ Richard E Turner
[ OpenReview] 
Poster
None
Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
Zhao Tan ⋅ Yiji Zhao ⋅ Shiyu Wang ⋅ Chang Xu ⋅ Yuxuan Liang ⋅ Xiping Liu ⋅ Shirui Pan ⋅ Ming Jin
[ OpenReview] 
Poster
None
Benchmarking Agent Memory in Interdependent Multi-Session Agentic Tasks
Zexue He ⋅ Yu Wang ⋅ Churan Zhi ⋅ Yuanzhe Hu ⋅ Tzu-Ping Chen ⋅ Lang Yin ⋅ Ze Chen ⋅ Tong Wu ⋅ Siru Ouyang ⋅ Zihan Wang ⋅ Jiaxin Pei ⋅ Julian McAuley ⋅ Yejin Choi ⋅ Alex Pentland
[ OpenReview] 
Poster
None
OCNR: Stabilizing Self-Play by Mitigating Iteration-Collapse With One-Class Novelty Rewards
Seungyoo Lee ⋅ Giung Nam ⋅ Hyungi Lee ⋅ Juho Lee
[ OpenReview] 
Poster
None
Quantum latent distributions in deep generative models
Omar Bacarreza ⋅ Thorin Farnsworth ⋅ Alexander Makarovskiy ⋅ Hugo Wallner ⋅ Tessa Hicks ⋅ Santiago Sempere-Llagostera ⋅ John Price ⋅ Robert Francis-Jones ⋅ William Clements
[ OpenReview] 
Poster
None
Connecting Independently Trained Modes via Layer-Wise Connectivity
Yongding Tian ⋅ Zaid Al-Ars ⋅ Maksim Kitsak ⋅ H Peter Hofstee
[ OpenReview] 
Poster
None
Simple Unbiased Derivative Free Inference-Time Scaling for Diffusion Models via Sequential Monte Carlo on Path Measures
Chenyang Wang ⋅ Weizhong Wang ⋅ Yinuo Ren ⋅ Jose Blanchet ⋅ Yiping Lu
[ OpenReview] 
Poster
None
From Drift to Coherence: Stabilizing Beliefs in LLMs
SongEun Kim ⋅ Seungyoo Lee ⋅ Edwin Fong ⋅ Hyungi Lee ⋅ Juho Lee
[ OpenReview] 
Poster
None
FuseFSS: Efficient Secure LLM Inference with Function Secret Sharing
Yuhan Ma ⋅ Yong Li ⋅ Stefan Schmid
[ Poster]  [ OpenReview] 
Poster
None
MetaDNS: Enhancing Exploration in Discrete Neural Samplers via Metadynamics
Xiaochen Du ⋅ Juno Nam ⋅ Jaemoo Choi ⋅ Wei Guo ⋅ Sathya Edamadaka ⋅ Junyi Sha ⋅ Elton Pan ⋅ Yongxin Chen ⋅ Molei Tao ⋅ Rafael Gomez-Bombarelli
[ OpenReview] 
Poster
None
Confidence is Not Universal: Task-Dependent Calibration and Emergent Behavior in LLMs
Chaeyun Jang ⋅ Moonseok Choi ⋅ Yegon Kim ⋅ Seungyoo Lee ⋅ Juho Lee ⋅ Hyungi Lee
[ OpenReview] 
Poster
None
Train Once, Reuse Everywhere: Generalizable Implicit ICL by Routing Attention
Jiaqian Li ⋅ Yanshu Li ⋅ Ligong Han ⋅ Ruixiang Tang ⋅ Wenya Wang
[ OpenReview] 
Poster
None
Generalized Schrödinger Bridge on Graphs
Panagiotis Theodoropoulos ⋅ Juno Nam ⋅ Evangelos Theodorou ⋅ Jaemoo Choi
[ OpenReview] 
Poster
None
Evaluating Parameter Efficient Methods for RLVR
Qingyu Yin ⋅ Yulun Wu ⋅ Zhennan Shen ⋅ Sunbowen Lee ⋅ Zhilin Wang ⋅ Yanshu Li ⋅ Chak Tou Leong ⋅ Jiale Kang ⋅ Jinjin Gu
[ OpenReview] 
Poster
None
HVAE: Hyperbolic Variational Autoencoder For Flexible Knowledge Transfer Across Multiple Domains
Xiaolei Liu ⋅ Binfeng Wang ⋅ Kaixin Gao ⋅ Shaoshuai Li
[ OpenReview] 
Poster
None
Discrete Adjoint Schrödinger Bridge Sampler
Wei Guo ⋅ Yuchen Zhu ⋅ Xiaochen Du ⋅ Juno Nam ⋅ Yongxin Chen ⋅ Rafael Gomez-Bombarelli ⋅ Guan-Horng Liu ⋅ Molei Tao ⋅ Jaemoo Choi
[ OpenReview] 
Poster
None
Approximation of Log-Partition Function in Policy Mirror Descent Induces Implicit Regularization for LLM Post-Training
Zhenghao Xu ⋅ Qin Lu ⋅ Changlong Yu ⋅ Tuo Zhao
[ OpenReview] 
Poster
None
Drift is a Sampling Error: SNR-Aware Power Distributions for Long-Horizon Robotic Planning
Kewei Chen ⋅ Yayu Long ⋅ mingsheng shang
[ OpenReview] 
Poster
None
Beyond Euclidean Clipping: Overcoming Exploration Collapse in LLM RL via Riemannian Isometric Policy Optimization
Zhicheng Cai ⋅ Xinyuan Guo ⋅ Hanlin Wu ⋅ Mingxuan Wang ⋅ Wei-Ying Ma ⋅ Ya-Qin Zhang ⋅ Hao Zhou
[ OpenReview] 
Poster
None
From Associations to Activations: Comparing Behavioral and Hidden-State Semantic Geometry in LLMs
Louis Schiekiera ⋅ Max Zimmer ⋅ Christophe Roux ⋅ Sebastian Pokutta ⋅ Fritz Günther
[ OpenReview] 
Poster
None
BALLAST: Bayesian Active Learning with Look-ahead Amendment for Sea-drifter Trajectories under Spatio-Temporal Vector Fields
Rui-Yang Zhang ⋅ Henry Moss ⋅ Lachlan Astfalck ⋅ Edward Cripps ⋅ David Leslie
[ OpenReview] 
Poster
None
Toward Scalable and Valid Conditional Independence Testing with Spectral Representations
Alek Fröhlich ⋅ Vladimir Kostic ⋅ Karim Lounici ⋅ Daniel Rodrigues Perazzo ⋅ Daniel Tiezzi ⋅ Massimiliano Pontil
[ OpenReview] 
Poster
None
Lower Bounds for Frank-Wolfe on Strongly Convex Sets
Jannis Halbey ⋅ Daniel Deza ⋅ Max Zimmer ⋅ Christophe Roux ⋅ Bartolomeo Stellato ⋅ Sebastian Pokutta
[ OpenReview] 
Poster
None
MIRA: A Score for Conditional Distribution Accuracy and Model Comparison
Sammy Sharief ⋅ Justine Zeghal ⋅ Gabriel Barco ⋅ Pablo Lemos ⋅ Yashar Hezaveh ⋅ Laurence Perreault-Levasseur
[ OpenReview] 
Poster
None
Geometric Flow Grounding: A Unified Manifold Decoupling Framework for Dynamics Discovery and Verification
Chang Yu ⋅ Yuxuan Luo ⋅ Yixuan Du ⋅ Yuqing Zhou ⋅ Siyuan Li ⋅ Jingbo Zhou ⋅ jiawei jiang ⋅ Zhen Lei ⋅ Stan Z Li
[ OpenReview] 
Poster
None
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate
Liangwei Zheng ⋅ Wei Emma Zhang ⋅ Mingyu Guo ⋅ Olaf Maennel ⋅ Weitong Chen
[ OpenReview] 
Poster
None
Statistically Optimal Scaling for Token Merging in Transformers
Qing Zhou ⋅ Hongyuan Zhang ⋅ Tao Yang ⋅ Junyu Gao ⋅ Qi Wang
[ OpenReview] 
Poster
None
Why ReLU? A Bit-Model Dichotomy for Deep Network Training
Ilan Doron-Arad ⋅ Elchanan Mossel
[ OpenReview] 
Poster
None
HDTree: Generative Modeling of Cellular Hierarchies for Robust Lineage Inference
Zelin Zang ⋅ WenZhe Li ⋅ Yongjie Xu ⋅ Chang Yu ⋅ Changxi Chi ⋅ Jingbo Zhou ⋅ Zhen Lei ⋅ Stan Z Li
[ OpenReview] 
Poster
None
Compositional Perception and Generalizing Induction: Latent Compositional Manifold Assumption on Generalized Category Discovery
Luyao Tang ⋅ Jiewei Zheng ⋅ Kunze Huang ⋅ Chaoqi Chen ⋅ Yue Huang ⋅ Cheng Chen
[ OpenReview] 
Poster
None
PrivGate: Steering Contextual Integrity in LLMs via Latent Space Geometry
Runshan Hu ⋅ Yukun Dong ⋅ Yingying Huangfu ⋅ Ruohan Zhao ⋅ Yi Xie ⋅ Tieyan Li
[ OpenReview] 
Poster
None
Position: Hippocampal Explicit Memory Is a Cornerstone to Human-Level AI
Sangjun Park
[ OpenReview] 
Poster
None
Hugging Carbon: Quantifying the Training Carbon Emissions of AI Models at Scale
Xinlei Wang ⋅ Ruibo Ming ⋅ Jing Qiu ⋅ Junhua Zhao ⋅ Jinjin Gu
[ OpenReview] 
Poster
None
Capability-Oriented Training Induced Alignment Risk
Yujun Zhou ⋅ Yue Huang ⋅ Han Bao ⋅ kehan guo ⋅ Zhenwen Liang ⋅ Pin-Yu Chen ⋅ Tian Gao ⋅ Werner Geyer ⋅ Nuno Moniz ⋅ Nitesh Chawla ⋅ Xiangliang Zhang
[ OpenReview] 
Poster
None
Position: Beyond Prediction: Toward Verifiable Physiological Waveform Reasoning with Foundation Models and Agentic LLMs
Xiaoda Wang ⋅ Ching Chang ⋅ Defu Cao ⋅ Kaiqiao Han ⋅ Fang Sun ⋅ Yue Huang ⋅ Minxiao Wang ⋅ Chang Xu ⋅ Xiao Luo ⋅ Runze Yan ⋅ Xiangliang Zhang ⋅ Xiao Hu ⋅ Yan Liu ⋅ Yizhou Sun ⋅ Wei Wang ⋅ Carl Yang
[ OpenReview] 
Poster
None
Hierarchical Representations for Cross-task Automated Heuristic Design using LLMs
Fei Liu ⋅ Rui Zhang ⋅ Shunyu Yao ⋅ Qinglong Hu ⋅ kefeng zheng ⋅ Zhichao Lu ⋅ Qingfu Zhang
[ OpenReview] 
Poster
None
Revisiting OOD Generalization in Programmatic RL
Amirhossein Rajabpour ⋅ Kiarash Aghakasiri ⋅ Sandra Zilles ⋅ Levi Lelis
[ OpenReview] 
Poster
None
URS: A Unified Neural Routing Solver for Cross-Problem Zero-Shot Generalization
Changliang Zhou ⋅ Canhong Yu ⋅ Shunyu Yao ⋅ Xi Lin ⋅ Zhenkun Wang ⋅ Yu Zhou ⋅ Qingfu Zhang
[ OpenReview] 
Poster
None
Focusing Where Vision Matters: Selective Training for Large Vision Language Models via Visual Information Gain
Seulbi Lee ⋅ Sangheum Hwang
[ OpenReview] 
Poster
None
Learning Rate Scaling across LoRA Ranks and Transfer to Full Finetuning
Nan Chen ⋅ Soledad Villar ⋅ Soufiane Hayou
[ OpenReview] 
Poster
None
NeuroCLUS: A Foundation Model with Functional Clustering for Intracranial Neural Decoding
Hui Zheng ⋅ Haiteng Wang
[ Poster]  [ OpenReview] 
Poster
None
Toward Calibrated Mixture-of-Experts Under Distribution Shift
Gina Wong ⋅ Drew Prinster ⋅ Suchi Saria ⋅ Rama Chellappa ⋅ Anqi Liu
[ OpenReview] 
Poster
None
BOOSTAPR: Boosting Automated Program Repair via Execution-Grounded Reinforcement Learning with Dual Reward Models
Yuanhao Li ⋅ Hongbo Wang ⋅ Xiaotang Shang ⋅ Xunzhu Tang ⋅ Yiming Cao ⋅ Xuhong Chen
[ OpenReview] 
Poster
None
Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training
LAI Song ⋅ Haohan Zhao ⋅ Rong Feng ⋅ Changyi Ma ⋅ Wenzhuo Liu ⋅ Hongbo Zhao ⋅ Xi Lin ⋅ Dong Yi ⋅ Qingfu Zhang ⋅ Hongbin Liu ⋅ Gaofeng Meng ⋅ Fei Zhu
[ OpenReview] 
Poster
None
Position: Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment
Jared Fernandez ⋅ Clara Na ⋅ Yonatan Bisk ⋅ Constantine Samaras ⋅ Emma Strubell
[ OpenReview] 
Poster
None
The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models
Zanlin Ni ⋅ Shenzhi Wang ⋅ Yang Yue ⋅ Tianyu Yu ⋅ Weilin Zhao ⋅ Yeguo Hua ⋅ Tianyi Chen ⋅ Jun Song ⋅ YuCheng ⋅ Bo Zheng ⋅ Gao Huang
[ OpenReview] 
Poster
None
PolarDepth: Monocular Transparent Object Depth from Polar-Physics Priors
Wen Dong ⋅ Haiyang Mei ⋅ Yinglian Ji ⋅ Zijun Zhang ⋅ Wenyuan Zhang ⋅ Pengwei Luo ⋅ Bo Dong ⋅ Shengfeng He ⋅ Xin Yang
[ OpenReview] 
Poster
None
MEC: Machine-Learning-Assisted Generalized Entropy Calibration for Semi-Supervised Mean Estimation
Se Yoon Lee ⋅ Jae-kwang Kim
[ OpenReview] 
Poster
None
Looking Locally: Object-Centric Vision Transformers as Foundation Models for Efficient Segmentation
Manuel Traub ⋅ Martin V Butz
[ OpenReview] 
Poster
None
Reduction of Probabilistic Chemical Reaction Networks
Mauricio Montes ⋅ Grégoire Sergeant-Perthuis
[ OpenReview] 
Poster
None
No Retraining at Edge: Efficient Resource-Aware Mixed-Precision Quantization via Federated Supernet Learning
Lianbo Ma ⋅ Yonghui Su ⋅ Nan Li ⋅ Xingwei Wang
[ OpenReview] 
Poster
None
Differentially Private Geodesic Regression
Aditya Kulkarni ⋅ Carlos Soto
[ OpenReview] 
Poster
None
Position: Scale is a False Promise for Endangered Languages
Ivory Yang ⋅ Soroush Vosoughi
[ OpenReview] 
Poster
None
Hyper-LLaVA: Hyperbolic Uncertainty-aware Modality-Balanced Routing for Multimodal Continual Instruction Tuning
Kunlun Xu ⋅ YanQin Zhang ⋅ Wenwen Qiang ⋅ Jiahuan Zhou
[ OpenReview] 
Poster
None
Leveraging Low-Rank Structures for High-Dimensional Score-Based Sampling
Robert Gruhlke ⋅ Julius Berner ⋅ David Sommer ⋅ Lorenz Richter
[ OpenReview] 
Poster
None
The Cost of Learning under Multiple Change Points
Tomer Gafni ⋅ Garud Iyengar ⋅ Assaf Zeevi
[ OpenReview] 
Poster
None
Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery
Wenhao Li ⋅ Xiu Su ⋅ Dan Niu ⋅ Yichao Cao ⋅ Hongyan Xu ⋅ Zhe Qu ⋅ Lei Fan ⋅ Shan You ⋅ Chang Xu
[ Poster]  [ OpenReview] 
Poster
None
PSMix: Robust Point Cloud Recognition through Spectral Domain Mixing
Xin Wei ⋅ Qin Yang ⋅ Hongji Zhao ⋅ Fei Gao ⋅ Mingrui Zhu ⋅ Nannan Wang ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Unison: Benchmarking Unified Multimodal Models via Synergistic Understanding and Generation
Jinyu Liu ⋅ Xincheng Shuai ⋅ Henghui Ding ⋅ Yu-Gang Jiang
[ OpenReview] 
Poster
None
Sequential Group Composition: A Window into the Mechanics of Deep Learning
Giovanni Luca Marchetti ⋅ Daniel Kunin ⋅ Adele Myers ⋅ Francisco Acosta ⋅ Nina Miolane
[ OpenReview] 
Poster
None
Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection
Xiaolu Kang ⋅ Zhongyuan Wang ⋅ Baojin Huang ⋅ Jikang Cheng ⋅ Zhanhe Lei ⋅ Gang Wu ⋅ Qin Zou ⋅ Qian Wang
[ OpenReview] 
Poster
None
From Knowledge to Inference: Formalizing Specialized Public Health Reasoning on GlobalHealthAtlas
Zhaokun Yan ⋅ Shan Xu ⋅ Wuzheng Dong ⋅ Zhaohan Liu ⋅ Lijie Feng ⋅ CHENGXIAO DAI ⋅ Chen Tianqi ⋅ Yingting Li ⋅ Yi Zhang ⋅ Yunpu Ma ⋅ Binfan Liu ⋅ Wenting Wei ⋅ Tongning Wu
[ OpenReview] 
Poster
None
Recursive Models for Long-Horizon Reasoning
Chenxiao Yang ⋅ Nati Srebro ⋅ Zhiyuan Li
[ OpenReview] 
Poster
None
Probabilistic Retrofitting of Learned Simulators
Cristiana Diaconu ⋅ Miles Cranmer ⋅ Richard E Turner ⋅ Tanya Marwah ⋅ Payel Mukhopadhyay
[ OpenReview] 
Poster
None
Riemannian Dueling Optimization
Yuxuan Ren ⋅ Abhishek Roy ⋅ Shiqian Ma
[ OpenReview] 
Poster
None
L-CUBE: Isolating Long-Context Capacity from Knowledge with Controllable Mutual Information Scaling
Zhuo Chen ⋅ Oriol Mayné i Comas ⋅ Zhuotao Jin ⋅ Di Luo ⋅ Marin Soljačić
[ OpenReview] 
Poster
None
The Expressivity Limits of Transformers
Maxime Meyer ⋅ Mario Michelessa ⋅ Caroline Chaux ⋅ Vincent Tan
[ Poster]  [ OpenReview] 
Poster
None
Adaptive Token Refinement in Long-Tailed Large Vision-Language Models Fine-Tuning
Wenjun Miao ⋅ Mingda Li ⋅ Yanchao Hao ⋅ Zheng Wei
[ OpenReview] 
Poster
None
A theory of learning data statistics in diffusion models, from easy to hard
Lorenzo Bardone ⋅ Claudia Merger ⋅ Sebastian Goldt
[ OpenReview] 
Poster
None
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs
Wei-Yao Wang ⋅ Zhao Wang ⋅ Helen Suzuki ⋅ Yoshiyuki Kobayashi
[ OpenReview] 
Poster
None
When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
Bogdan Zagribelnyy ⋅ Ivan Ilin ⋅ Maksim Kuznetsov ⋅ Nikita Bondarev ⋅ Roman Schutski ⋅ Thomas MacDougall ⋅ Rim Shayakhmetov ⋅ Zulfat Miftahutdinov ⋅ Mikolaj Mizera ⋅ Vladimir Aladinskiy ⋅ Alex Aliper ⋅ Alex Zhavoronkov
[ OpenReview] 
Poster
None
SimGFM: Simplifying Discrete Flow Matching for Graph Generation
Chunyu Luo ⋅ Yuankai Luo ⋅ Xiao-Ming Wu ⋅ Lei Shi
[ OpenReview] 
Poster
None
Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection
Lin Yulong ⋅ Pablo Bernabeu-Perez ⋅ Benjamin Arnav ⋅ Lennie Wells ⋅ Mary Phuong
[ OpenReview] 
Poster
None
MotionMAR: Multi-scale Auto-Regressive Human Motion Reconstruction from Sparse Observations
Yuhua Luo ⋅ Junsheng Zhang ⋅ Mengyin Liu ⋅ Xincheng Lin ⋅ Ming Yan ⋅ Zhudi Chen ⋅ Chenglu Wen ⋅ Lan Xu ⋅ Siqi Shen ⋅ Cheng Wang
[ OpenReview] 
Poster
None
SVRG and Beyond via Posterior Correction
Nico Daheim ⋅ Thomas Moellenhoff ⋅ Ming Ang ⋅ Mohammad Emtiyaz Khan
[ OpenReview] 
Poster
None
Position: Bridge the Gaps between AI Development and Regulation
Mansur Khan ⋅ Mehmet Akengin ⋅ Osman Salahuddin ⋅ Ahmad A. Rushdi
[ OpenReview] 
Poster
None
Spectral Evolution Search: Efficient Inference-Time Scaling for Reward-Aligned Image Generation
Jinyan Ye ⋅ Zhongjie Duan ⋅ Zhiwen Li ⋅ Cen Chen ⋅ Daoyuan Chen ⋅ Yaliang Li ⋅ Yingda Chen
[ OpenReview] 
Poster
None
On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models
Shumin Wang ⋅ Yuexiang Xie ⋅ Wenhao Zhang ⋅ Yuchang Sun ⋅ Yanxi Chen ⋅ Yaliang Li ⋅ Yanyong Zhang
[ OpenReview] 
Poster
None
When RL Meets Adaptive Speculative Training: A Unified Training-Serving System
Fengxiang Bie ⋅ Junxiong Wang ⋅ Jisen Li ⋅ Zhongzhu Zhou ⋅ Chenfeng Xu ⋅ Zelei Shao ⋅ Yubo Wang ⋅ Yinghui Liu ⋅ Qingyang Wu ⋅ Avner May ⋅ Ben Athiwaratkun ⋅ Yineng Zhang ⋅ Shuaiwen Song ⋅ Xiaoxia (Shirley) Wu
[ OpenReview] 
Poster
None
Grounded in Reality: Learning and Deploying Proactive LLM from Offline Logs
Fei Wei ⋅ Daoyuan Chen ⋅ Ce Wang ⋅ Yilun Huang ⋅ Yushuo Chen ⋅ Xuchen Pan ⋅ Yaliang Li ⋅ Bolin Ding
[ OpenReview] 
Poster
None
When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
Jiacheng Hou ⋅ Yining Sun ⋅ Ruochong Jin ⋅ Haochen Han ⋅ Fangming Liu ⋅ Victor Chan ⋅ Alex Jinpeng Wang
[ OpenReview] 
Poster
None
Position: Safe AI Should be Resistant and Resilient in an Evolving World
Youbang Sun ⋅ Xiang Wang ⋅ Jie Fu ⋅ Chaochao Lu ⋅ Bowen Zhou
[ OpenReview] 
Poster
None
Disentangling meaning from language in LLM-based machine translation
Théo Lasnier ⋅ Armel Randy Zebaze ⋅ Djamé Seddah ⋅ Rachel Bawden ⋅ Benoît Sagot
[ OpenReview] 
Poster
None
Sharpness-Aware Minimization Can Hallucinate Minimizers
Chanwoong Park ⋅ Uijeong Jang ⋅ Ernest Ryu ⋅ Insoon Yang
[ OpenReview] 
Poster
None
NExT-Guard: Training-Free Streaming Safeguard without Token-Level Labels
Junfeng Fang ⋅ Nachuan Chen ⋅ Houcheng Jiang ⋅ Dan Zhang ⋅ Xiangnan He ⋅ Tat-Seng Chua ⋅ Xiang Wang
[ OpenReview] 
Poster
None
Position: We need to re-think the concept of “real” images.
Janis Keuper ⋅ Margret Keuper
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Abstraction Induces the Brain Alignment of Language and Speech Models
Emily Cheng ⋅ Aditya Vaidya ⋅ Richard Antonello
[ OpenReview] 
Poster
None
Proteo-R1: Thinking Foundation Models for De Novo Protein Binder Design
Fang Wu ⋅ Li Li ⋅ Weihao Xuan ⋅ Heli Qi ⋅ Zeqi Zhou ⋅ Hanqun CAO ⋅ Heng-Jui Chang ⋅ Haokai Zhao ⋅ Jian Ma ⋅ Zijian Ma ⋅ Yu-Chi Cheng ⋅ Robert Tang ⋅ Zehong Wang ⋅ Kuan Pang ⋅ Hanchen Wang ⋅ Kejun Ying ⋅ Pan Lu ⋅ Chiho Im ⋅ Seungju Han ⋅ Peng Xia ⋅ Yinxi Li ⋅ Guanlue Li ⋅ Tinson Xu ⋅ Deyao Zhu ⋅ Pheng Ann Heng ⋅ Naoto Yokoya ⋅ Masashi Sugiyama ⋅ Jure Leskovec ⋅ Yejin Choi
[ Poster]  [ OpenReview] 
Poster
None
PinTok: Tokenizers Deserve Dedicated Pinned CPU-Compute and Memory
Sean Choi ⋅ Myungheon Chin ⋅ Ernest Ryu
[ OpenReview] 
Poster
None
Solving Time-Dependent Differential Equations with Physical Dynamical Systems
Chuan Liu ⋅ Yijie Chen ⋅ Ruibing Song ⋅ Wenhao Huang ⋅ Chunshu Wu ⋅ Deqian Kong ⋅ Ying Nian Wu ⋅ Kaiyuan Yang ⋅ Ang Li ⋅ Tony Geng
[ OpenReview] 
Poster
None
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems
Haowen Xu ⋅ Xue Tan ⋅ Lei Ma ⋅ Zhihao Zhang ⋅ CHAO WANG ⋅ Qingze Wang ⋅ Ping Chen ⋅ Jun Dai ⋅ Xiaoyan Sun
[ OpenReview] 
Poster
None
Efficient Test-Time Scaling via Hierarchical Search and Self-Verification for Discrete Diffusion Language Models
Jinbin Bai ⋅ Yixuan Li ⋅ Yuchen Zhu ⋅ Yi Xin ⋅ Qingyu Shi ⋅ Aosong Feng ⋅ Xiaohong Liu ⋅ Molei Tao ⋅ Jianru Xue ⋅ Xiangtai Li ⋅ Ming-Hsuan Yang
[ OpenReview] 
Poster
None
Learning to Search and Searching to Learn for Generalization in Planning
Michael Aichmüller ⋅ Yannik Hesse ⋅ Hector Geffner
[ OpenReview] 
Poster
None
Convex Dataset Valuation for Post-Training
Siqi Zeng ⋅ Christopher Jung ⋅ Rui Li ⋅ Zhe Kang ⋅ Ming Li ⋅ Nima Noorshams ⋅ Zhigang Wang ⋅ Fuchun Peng ⋅ Han Zhao ⋅ Xue Feng
[ OpenReview] 
Poster
None
REViT: Roto-reflection Equivariant Convolutional Vision Transformer
Sheir A. Zaheer ⋅ Alexander Holston ⋅ Chan Youn Park
[ OpenReview] 
Poster
None
Efficient DP-SGD for LLMs with Randomized Clipping
Enayat Ullah ⋅ Sai Aparna Aketi ⋅ Devansh Gupta ⋅ Huanyu Zhang ⋅ Meisam Razaviyayn
[ OpenReview] 
Poster
None
Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems
Xin Ju ⋅ Hadrian Fung ⋅ Yuyan Zhang ⋅ Carl Jacquemyn ⋅ Matthew Jackson ⋅ Randolph Settgast ⋅ Sally Benson ⋅ Gege Wen
[ OpenReview] 
Poster
None
Fixed Budget is No Harder Than Fixed Confidence in Best-Arm Identification up to Logarithmic Factors
Kapilan Balagopalan ⋅ Yinan Li ⋅ Tuan Nguyen ⋅ Yao Zhao ⋅ Anton Daitche ⋅ houssam nassif ⋅ Kwang-Sung Jun
[ OpenReview] 
Poster
None
Clarify Before You Draw: Proactive Agents for Robust Text-to-CAD Generation
Bo Yuan ⋅ Zelin Zhao ⋅ Petr Molodyk ⋅ Bin Hu ⋅ Yongxin Chen
[ OpenReview] 
Poster
None
PSBench: Editing Image via GUI Agents in Photoshop
Yinuo Zhang ⋅ Zian Cheng ⋅ Ziya Zhao ⋅ Zongyu Li ⋅ Bingshuo Liu ⋅ Qingbin Liu ⋅ Junxian Cai ⋅ chen ⋅ Zhiying Tu ⋅ Dianhui Chu ⋅ Xiaoyan Yu ⋅ Dianbo Sui
[ OpenReview] 
Poster
None
Foundation Inference Models for Ordinary Differential Equations
Maximilian Mauel ⋅ Johannes Hübers ⋅ David Berghaus ⋅ Patrick Seifner ⋅ Ramses J Sanchez
[ OpenReview] 
Poster
None
On the origin of neural scaling laws: from random graphs to natural language
Maissam Barkeshli ⋅ Alberto Alfarano ⋅ Andrey Gromov
[ OpenReview] 
Poster
None
GenShield: Unified Detection and Artifact Correction for AI-Generated Images
Zhipei Xu ⋅ Xuanyu Zhang ⋅ Youmin Xu ⋅ Qing Huang ⋅ Shen Chen ⋅ Taiping Yao ⋅ Shouhong Ding ⋅ Jian Zhang
[ OpenReview] 
Poster
None
AudioChat: Unified Audio Storytelling, Editing, and Understanding with Transfusion Forcing
William Chen ⋅ Prem Seetharaman ⋅ Rithesh Kumar ⋅ Oriol Nieto ⋅ Shinji Watanabe ⋅ Justin Salamon ⋅ Zeyu Jin
[ OpenReview] 
Poster
None
Do Natural Language Interpretability Methods Convey Privileged Information?
Millicent Li ⋅ Alberto Mario Ceballos Arroyo ⋅ Giordano Rogers ⋅ Naomi Saphra ⋅ Byron Wallace
[ OpenReview] 
Poster
None
Inconsistency-Aware Minimization: Improving Generalization with Unlabeled Data
Hee-Sung Kim ⋅ Hyeonseong Kim ⋅ Sungyoon Lee
[ OpenReview] 
Poster
None
Is One Layer Enough? Understanding Inference Dynamics in Tabular Foundation Models
Amir Rezaei Balef ⋅ Mykhailo Koshil ⋅ Katharina Eggensperger
[ OpenReview] 
Poster
None
World Guidance: World Modeling in Condition Space for Action Generation
Yue Su ⋅ Sijin Chen ⋅ Haixin Shi ⋅ Mingyu Liu ⋅ Zhengshen Zhang ⋅ Ningyuan Huang ⋅ Weiheng Zhong ⋅ Zhengbang Zhu ⋅ Yuxiao Liu ⋅ Xihui Liu
[ OpenReview] 
Poster
None
Counterfactual Residual Data Augmentation for Regression
Hossein Mohebbi ⋅ Oliver Schulte ⋅ Ke Li ⋅ Pascal Poupart
[ OpenReview] 
Poster
None
DynaTok: Token-Based 4D Reconstruction from Partial Point Clouds
Weirong Chen ⋅ Keisuke Tateno ⋅ Hidenobu Matsuki ⋅ Michael Niemeyer ⋅ Daniel Cremers ⋅ Federico Tombari
[ OpenReview] 
Poster
None
UFO: Chain-of-Evaluation for Omni-Condition Alignment in Multi-Modal Image Generation
Danning Zhang ⋅ Yijing Lin ⋅ Shuhan Zhuang ⋅ Mengqi Huang ⋅ Shaojin Wu ⋅ Shancheng Fang ⋅ Zhendong Mao
[ OpenReview] 
Poster
None
QUATRO: Query-Adaptive Trust Region Policy Optimization for LLM Fine-tuning
Doyeon Lee ⋅ Eunyi Lyou ⋅ Hyunsoo Cho ⋅ Soo Kyung Kim ⋅ Joonseok Lee ⋅ Jaemoo Choi
[ OpenReview] 
Poster
None
Pull Requests as a Training Signal for Repo-Level Code Editing
Qinglin Zhu ⋅ Tianyu Chen ⋅ Shuai Lu ⋅ Lei Ji ⋅ Runcong Zhao ⋅ Murong Ma ⋅ Xiangxiang Dai ⋅ Yulan He ⋅ Lin Gui ⋅ Peng CHENG ⋅ Yeyun Gong
[ OpenReview] 
Poster
None
EduMirror: Modeling Educational Social Dynamics with Value-driven Multi-agent Simulation
Jingzhe Lin ⋅ Hengbin Yu ⋅ Yongdan Zeng ⋅ Fangwei Zhong
[ OpenReview] 
Poster
None
Beyond Model Ranking: Predictability-Aligned Evaluation for Time Series Forecasting
Wanjin Feng ⋅ Yuan Yuan ⋅ Ding ⋅ Yong Li
[ OpenReview] 
Poster
None
Conf-Gen: Conformal Uncertainty Quantification for Generative Models
Gabriel Loaiza-Ganem ⋅ Kevin Zhang ⋅ Wei Cui ⋅ Marc Law ⋅ Kin Kwan Leung
[ OpenReview] 
Poster
None
Memory Caching: RNNs with Growing Memory
Ali Behrouz ⋅ Zeman Li ⋅ Yuan Deng ⋅ Peilin Zhong ⋅ Meisam Razaviyayn ⋅ Vahab Mirrokni
[ OpenReview] 
Poster
None
ATLAS: Learning to Optimally Memorize the Context at Test Time
Ali Behrouz ⋅ Zeman Li ⋅ Praneeth Kacham ⋅ Majid Daliri ⋅ Yuan Deng ⋅ Peilin Zhong ⋅ Meisam Razaviyayn ⋅ Vahab Mirrokni
[ OpenReview] 
Poster
None
Learning Long Range Spatio-Temporal Representations over Continuous Time Dynamic Graphs with State Space Models
Ayushman Raghuvanshi ⋅ Thummaluru Reddy ⋅ Sundeep Prabhakar Chepuri ⋅ Mahesh Chandran
[ OpenReview] 
Poster
None
A Tale of Two Graphs: Separating Knowledge Exploration from Outline Structure for Open-Ended Deep Research
Zhuofan Shi ⋅ Ming Ma ⋅ ZekunYao ⋅ Fangkai Yang ⋅ Jue Zhang ⋅ Dongge Han ⋅ Victor Ruehle ⋅ Qingwei Lin ⋅ Saravan Rajmohan ⋅ Dongmei Zhang
[ OpenReview] 
Poster
None
Q-SAM: Unlocking Sharpness-Aware Minimization for Generalization in Offline Reinforcement Learning
Da Wang ⋅ Yi Ma ⋅ Ting Guo ⋅ Lin Li ⋅ Wei Wei ⋅ Jiye Liang
[ OpenReview] 
Poster
None
Safe and Scalable Web Agent Learning via Recreated Websites
Hyungjoo Chae ⋅ Jungsoo Park ⋅ Alan Ritter
[ OpenReview] 
Poster
None
Toward Identifiable Sparse Autoencoders
Walter Nelson ⋅ Theofanis Karaletsos ⋅ Francesco Locatello
[ OpenReview] 
Poster
None
Towards One-to-Many Temporal Grounding
Qi Xu ⋅ Tan Yue ⋅ Shihao Chen ⋅ Jiahao Meng ⋅ Anran Wang ⋅ Shunping Ji ⋅ Hao Fei ⋅ Xiangtai Li
[ OpenReview] 
Poster
None
OPTION: Optimal Transport–Guided Flow Matching for Incomplete and Unaligned Multi-View Clustering
Siyuan Zhou ⋅ Zhibin Gu
[ OpenReview] 
Poster
None
Didactic to Constructive: Turning Expert Solutions into Learnable Reasoning
Ethan Mendes ⋅ Jungsoo Park ⋅ Alan Ritter
[ OpenReview] 
Poster
None
On the Coordination of Value-Maximizing Bidders
Yanru Guan ⋅ Jiahao Zhang ⋅ Zhe Feng ⋅ Tao Lin
[ OpenReview] 
Poster
None
Learning to Route Languages for Multilingual Preference Optimization
Geyang Guo ⋅ Hiromi Wakaki ⋅ Yuki Mitsufuji ⋅ Alan Ritter ⋅ Wei Xu
[ OpenReview] 
Poster
None
MoCo-EA: Exploiting Adversarial Mode Connectivity for Efficient Evolutionary Attacks
Hyo Seo Kim ⋅ Gang Luo ⋅ Can Chen ⋅ Binghui Wang ⋅ Yue Duan ⋅ Ren Wang
[ OpenReview] 
Poster
None
Transformers with RL or SFT Provably Learn Sparse Boolean Functions, But Differently
Bochen Lyu ⋅ Yiyang Jia ⋅ Xiaohao Cai ⋅ Zhanxing Zhu
[ OpenReview] 
Poster
None
Towards Achieving Optimal Strong Regret and Constraint Violation via Computational Efficient Model-free RL
Xiyue Peng ⋅ Lingkai Zu ⋅ Ziyu Shao ⋅ Xin Liu
[ OpenReview] 
Poster
None
CADFit: Precise Mesh-to-CAD Program Generation with Hybrid Optimization
Ghadi Nehme ⋅ Eamon Whalen ⋅ Faez Ahmed
[ OpenReview] 
Poster
None
Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning
Hen Davidov ⋅ Nachshon Cohen ⋅ Oren Kalinsky ⋅ Yaron Fairstein ⋅ Guy Kushilevitz ⋅ Ram Yazdi ⋅ Patrick Rebeschini
[ OpenReview] 
Poster
None
Towards Sub-second Biological Foundation Model Infrastructure: A Quantized Consistency Diffusion Framework for Molecular Docking
Kexin Zhang ⋅ Weichen Qin ⋅ Yue Teng ⋅ Jiale Yu ⋅ Yuanyuan Ma ⋅ Jinyu Lin ⋅ Liping Sun ⋅ Jie Zheng ⋅ Jingyi Yu
[ OpenReview] 
Poster
None
Self-Refining Video Sampling
Sangwon Jang ⋅ Taekyung Ki ⋅ Jaehyeong Jo ⋅ Saining Xie ⋅ Jaehong Yoon ⋅ Sung Ju Hwang
[ OpenReview] 
Poster
None
Cost-aware Stopping for Bayesian Optimization
Qian Xie ⋅ Linda Cai ⋅ Alexander Terenin ⋅ Peter Frazier ⋅ Ziv Scully
[ OpenReview] 
Poster
None
Provably Adaptive Linear Approximation for the Shapley Value and Beyond
Weida Li ⋅ Yaoliang Yu ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
Xu Li ⋅ Simon Yu ⋅ Minzhou Pan ⋅ Yiyou Sun ⋅ Bo Li ⋅ Dawn Song ⋅ Xue Lin ⋅ Weiyan Shi
[ OpenReview] 
Poster
None
ABCD: All Biases Come Disguised
Mateusz Nowak ⋅ Xavier Cadet ⋅ Peter Chin
[ OpenReview] 
Poster
None
Offline Preference Optimization for Rectified Flow with Noise-Tracked Pairs
Yunhong Lu ⋅ Qichao Wang ⋅ Hengyuan Cao ⋅ Xiaoyin Xu ⋅ Min Zhang
[ OpenReview] 
Poster
None
Sample Complexity Bounds for Robust Mean Estimation with Mean-Shift Contamination
Ilias Diakonikolas ⋅ Giannis Iakovidis ⋅ Daniel Kane ⋅ Sihan Liu
[ OpenReview] 
Poster
None
Partial Identification under High-Dimensional Potential Outcomes and Confounders via Optimal Transport
Yunfeng Wang ⋅ Zhiheng Zhang ⋅ Zijun Gao
[ OpenReview] 
Poster
None
Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
Jing Ye ⋅ Yiwen Duan ⋅ Yonghong Yu ⋅ Victor Ma ⋅ Yang Gao ⋅ Xing Chen
[ OpenReview] 
Poster
None
MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
Jinghua Piao ⋅ zhentao liu ⋅ Cheng Huang ⋅ Huang Jiarui ⋅ Songwei Li ⋅ Wang Ranran ⋅ Yong Li
[ OpenReview] 
Poster
None
Position: Quantum Program Generation Must Prioritize Validity Over Probabilistic Scaling
Junhao Song ⋅ Yu Zhou ⋅ William J. Knottenbelt ⋅ Yudong Cao
[ OpenReview] 
Poster
None
TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
Shuangqing Zhang ⋅ Lei-Lei Ma ⋅ Zhao Wang ⋅ Wen Dong ⋅ Xinyi Xu ⋅ Guo-Sen Xie ⋅ Caifeng Shan ⋅ Fang Zhao
[ Poster]  [ OpenReview] 
Poster
None
Off-Policy Evaluation Beyond Overlap under Network Interference
Ziyan Wang ⋅ Yiran Liu ⋅ Zhiheng Zhang
[ OpenReview] 
Poster
None
$\texttt{ShaplEIG}$: Bayesian Experimental Design for Shapley Value Estimation
David Rundel ⋅ Fabian Fumagalli ⋅ Maximilian Muschalik ⋅ Bernd Bischl ⋅ Matthias Feurer
[ OpenReview] 
Poster
None
Assistive Prompt Mediation: Evaluating Language Models Under Accessibility Constraints
Priyaranjan Pattnayak ⋅ Ishan Banerjee
[ OpenReview] 
Poster
None
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching
Etrit Haxholli ⋅ Yeti Z. Gurbuz ⋅ Oğul Can ⋅ Eli Waxman
[ OpenReview] 
Poster
None
Label-Guided Representation Learning for Incomplete Multi-View Multi-Label Classification
Yang Li ⋅ Quanjiang Li ⋅ Tingjin Luo
[ OpenReview] 
Poster
None
Reasoning Models Struggle to Control their Chains of Thought
Chen Yueh-Han ⋅ Robert McCarthy ⋅ Bruce W. Lee ⋅ He He ⋅ Micah Carroll ⋅ Tomasz Korbak
[ OpenReview] 
Poster
None
PhenoBrain: Phenotype-Conditioned Long-Range Communication for Multi-Modal Brain Network Analysis
Lingyuan Meng ⋅ KE LIANG ⋅ Hao Li ⋅ Meng Liu ⋅ Weijia Shi ⋅ Miaomiao Li ⋅ Yang Gao ⋅ Xinwang Liu
[ OpenReview] 
Poster
None
Position: Large Language Models Should Learn Personalized Rather Than Aggregated Human Preferences
Cristina Garbacea
[ OpenReview] 
Poster
None
Gated Relational Alignment via Confidence-based Distillation for Efficient VLMs
Yanlong Chen ⋅ Amir Habibian ⋅ Luca Benini ⋅ Yawei Li
[ OpenReview] 
Poster
None
Causal Representation Learning with Optimal Compression and Complex Treatments
Wanting Liang ⋅ Haoang Chi ⋅ Zhiheng Zhang
[ OpenReview] 
Poster
None
Bioacoustic Geolocation: Species Sounds as Geographic Signals
Mustafa Chasmai ⋅ Wuao Liu ⋅ Subhransu Maji ⋅ Grant Horn
[ OpenReview] 
Poster
None
Position: The Term “Machine Unlearning” Is Overused in LLMs
Sangyeon Yoon ⋅ Yeachan Jun ⋅ Albert No
[ OpenReview] 
Poster
None
A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search
Baek Seong-Eun ⋅ Lee Jung-Mok ⋅ Kim Sung-Bin ⋅ Tae-Hyun Oh
[ OpenReview] 
Poster
None
Approximation Error Upper and Lower Bounds for Hölder Class with Transformers
Xin He ⋅ Yuling Jiao ⋅ Xiliang Lu ⋅ Jerry Yang
[ OpenReview] 
Poster
None
Mixture of Concept Bottleneck Experts
Francesco De Santis ⋅ Gabriele Ciravegna ⋅ Giovanni De Felice ⋅ Arianna Casanova ⋅ Francesco Giannini ⋅ Michelangelo Diligenti ⋅ Mateo Espinosa Zarlenga ⋅ Pietro Barbiero ⋅ Johannes Schneider ⋅ Danilo Giordano
[ OpenReview] 
Poster
None
MLUBench: A Benchmark for Lifelong Unlearning Evaluation in MLLMs
He Li ⋅ Haoang Chi ⋅ Qizhou Wang ⋅ Yunxin Mao ⋅ Zhiheng Zhang ⋅ Jie Tan ⋅ Tongliang Liu ⋅ Wenjing Yang ⋅ Bo Han
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Compositional Transduction with Latent Analogies for Offline Goal-Conditioned Reinforcement Learning
Junseok Kim ⋅ Dohyeong Kim ⋅ Mineui Hong ⋅ Songhwai Oh
[ OpenReview] 
Poster
None
Budgeted Active Experimentation for Treatment Effect Estimation from Observational and Randomized Data
Jiacan Gao ⋅ Xinyan Su ⋅ Mingyuan Ma ⋅ Yiyan HUANG ⋅ Xiao Xu ⋅ Xinrui Wan ⋅ Tianqi Gu ⋅ Enyun Yu ⋅ Jiecheng Guo ⋅ Zhiheng Zhang
[ OpenReview] 
Poster
None
The Differences Between Direct Alignment Algorithms are a Blur
Alexey Gorbatovski ⋅ Boris Shaposhnikov ⋅ Viacheslav Sinii ⋅ Alexey Malakhov ⋅ Daniil Gavrilov
[ OpenReview] 
Poster
None
Floating-Point Networks with Automatic Differentiation Can Represent Almost All Floating-Point Functions and Their Gradients
Sejun Park ⋅ Yeachan Park ⋅ Geonho Hwang
[ OpenReview] 
Poster
None
On Expressive Power of Floating-Point Transformers
Sejun Park ⋅ Yeachan Park ⋅ Geonho Hwang
[ OpenReview] 
Poster
None
Robustness of Mixtures of Experts to Feature Noise
Dong Sun ⋅ Rahul Nittala ⋅ Rebekka Burkholz
[ OpenReview] 
Poster
None
Neuromem: A Granular Decomposition of the Streaming Lifecycle in External Memory for LLMs
Ruicheng Zhang ⋅ Xinyi Li ⋅ Tianyi Xu ⋅ Shuhao Zhang ⋅ Xiaofei Liao ⋅ Hai Jin
[ OpenReview] 
Poster
None
Concept Removal for Frontier Image Generative Models
Pierre Joly ⋅ Aditya Kumar ⋅ Adam Dziedzic ⋅ Franziska Boenisch
[ OpenReview] 
Poster
None
Finding DoRI: Discovery of Retained Images in Diffusion Models
Antoni Kowalczuk ⋅ Dominik Hintersdorf ⋅ Lukas Struppek ⋅ Kristian Kersting ⋅ Adam Dziedzic ⋅ Franziska Boenisch
[ OpenReview] 
Poster
None
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure
Tobias Braun ⋅ Jonas Henry Grebe ⋅ Patrick Mohr Gordillo ⋅ Marcus Rohrbach ⋅ Anna Rohrbach
[ Poster]  [ OpenReview] 
Poster
None
MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
Yuxuan Lou ⋅ Kai Yang ⋅ Yang You
[ OpenReview] 
Poster
None
Leveraging Evidence Priors for Robust Prompt Learning under Noisy Supervision in Vision-Language Models
Junnan Zou ⋅ Zhu Teng ⋅ Wei Zhang ⋅ Ming He ⋅ Jianping Fan
[ OpenReview] 
Poster
None
Is Fixing Schema Graphs Necessary? Full-Resolution Graph Structure Learning for Relational Deep Learning
Yi Huang ⋅ Qingyun Sun ⋅ Jia Li ⋅ Xingcheng Fu ⋅ Jianxin Li
[ OpenReview] 
Poster
None
Learning Reward–Cost Balance in Safe RL via Score-Based World Models
Yuetian Wang ⋅ Dianxi Shi ⋅ Yuanze Wang ⋅ Huanhuan Yang ⋅ Shiming Song ⋅ Chunping Qiu
[ OpenReview] 
Poster
None
Seeing the Unseen: Physics-as-Representation for Generalizable Gaze Perception
Yunfeng Xiao ⋅ Xiaowei Bai ⋅ Hao Su ⋅ Hao He ⋅ Liang Xie ⋅ Erwei Yin
[ OpenReview] 
Poster
None
GEM: Geometric Erasure by Contrastive Velocity Matching in Rectified Flows
Jonas Henry Grebe ⋅ Tobias Braun ⋅ Anna Rohrbach ⋅ Marcus Rohrbach
[ Poster]  [ OpenReview] 
Poster
None
Artemis: Structured Visual Reasoning for Perception Policy Learning
Wei Tang ⋅ Yanpeng Sun ⋅ Shan Zhang ⋅ Weihao Bo ⋅ Xiaofan Li ⋅ Piotr Koniusz ⋅ Wei Li ⋅ Na Zhao ⋅ Zechao Li
[ OpenReview] 
Poster
None
Towards Understanding Continual Factual Knowledge Acquisition of Language Models: From Theory to Algorithm
Haoyu Wang ⋅ yifan shang ⋅ Zhongxiang Sun ⋅ Weijie Yu ⋅ Xiao Zhang ⋅ Jun Xu
[ OpenReview] 
Poster
None
Zero-shot Active Mapping via Fused 360-BEV Representations and Vision–Language Models
Yuanze Wang ⋅ Dianxi Shi ⋅ Yuetian Wang ⋅ Shiming Song ⋅ Haikuo Peng ⋅ Chunping Qiu ⋅ Mengzhu Wang
[ OpenReview] 
Poster
None
AdamO: A Collapse-Suppressed Optimizer for Offline RL
Nan Qiao ⋅ Sheng Yue ⋅ Shuning Wang ⋅ Ju Ren
[ OpenReview] 
Poster
None
SARL: Structure-Aligned Reinforcement Learning for Bridging the Perception-Action Gap in Airspace
Binhao Gu ⋅ jinjun cai ⋅ Weihuang Zheng ⋅ Jiaxing Li ⋅ Hui Ding ⋅ Youyong Kong
[ OpenReview] 
Poster
None
Test-Time Guidance for Flow-Based Generative Models via Parallel Tempering on Source Distributions
Shih-Hsin Wang ⋅ Joel Keller ⋅ Taos Transue ⋅ Drake Brown ⋅ Thomas Strohmer ⋅ Bao Wang
[ OpenReview] 
Poster
None
Beyond Buffer Limits: Energy-Based Data Reassembly for Continual Learning
Zhenyi Wang ⋅ Yixuan Sun ⋅ Yue Wang ⋅ Zhong Chen ⋅ Heng Huang
[ OpenReview] 
Poster
None
MACD: Model-Aware Contrastive Decoding via Counterfactual Data for Video-LLMs
Qixin Xiao ⋅ Kun Zhou
[ OpenReview] 
Poster
None
Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models
Sujung Hong ⋅ Chanyong Yoon ⋅ Seong Jae Hwang
[ OpenReview] 
Poster
None
Object-level Semantic and Spatial Distillation for Open Vocabulary Detection
Zitong Li ⋅ Jinzhuo Wu ⋅ Fukang Zhao ⋅ Xinyue Wang ⋅ Jun Chen-CUG ⋅ Zhuo Cheng ⋅ Dapeng Luo
[ OpenReview] 
Poster
None
Reliable Neighborhood-Aware Multi-View Outlier Detection
Huijie Ma ⋅ Haoyuan Xin ⋅ Lei Meng ⋅ Guanzhou Ke ⋅ Yongyong Chen ⋅ Guoqing Chao
[ OpenReview] 
Poster
None
GTPO and GRPO-S: Token and Sequence-Level Reward Shaping with Policy Entropy
Hongze Tan ⋅ Zihan Wang ⋅ Jianfei Pan ⋅ Jinghao Lin ⋅ Hao Wang ⋅ Yifan Wu ⋅ Tao Chen ⋅ Zhihang Zheng ⋅ Tang ⋅ Haihua Yang
[ OpenReview] 
Poster
None
Efficient Training-Free Multi-Token Prediction via Embedding-Space Probing
Raghavv Goel ⋅ Mukul Gagrani ⋅ Mingu Lee ⋅ Christopher Lott
[ OpenReview] 
Poster
None
The Choice of Normalization Influences Shrinkage in Regularized Regression
Poster
None
Mirror Descent Actor Critic via Bounded Advantage Learning
Ryo Iwaki
[ OpenReview] 
Poster
None
Episodic Memory-Guided Controllable Experience Synthesis for Reinforcement Learning
Xiao Ma ⋅ Tian Li ⋅ Wu-Jun Li
[ OpenReview] 
Poster
None
LALM-as-a-Judge: Benchmarking Large Audio-Language Models for Safety Evaluation in Multi-Turn Spoken Dialogues
Amir Ivry ⋅ Shinji Watanabe
[ OpenReview] 
Poster
None
Resolving Blind Inverse Problems under Dynamic Range Compression via Structured Forward Operator Modeling
Muyu Liu ⋅ Xuanyu Tian ⋅ Chenhe Du ⋅ Qing Wu ⋅ Hongjiang Wei ⋅ Yuyao Zhang
[ OpenReview] 
Poster
None
LynX: Token Interface Alignment for Video+X LLMs
Jungin Park ⋅ Jiyoung Lee ⋅ Kwanghoon Sohn
[ OpenReview] 
Poster
None
Efficient Multi-round LLM Inference over Disaggregated Serving
Wenhao He ⋅ Youhe Jiang ⋅ Penghao Zhao ⋅ Quanqing Xu ⋅ Eiko Yoneki ⋅ Bin Cui ⋅ Fangcheng Fu
[ OpenReview] 
Poster
None
Saliency-Aware Model Merging
Jungin Park ⋅ Jiyoung Lee ⋅ Kwanghoon Sohn
[ OpenReview] 
Poster
None
h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
Alesia Ivanova ⋅ Sumeet Motwani ⋅ Jack Cai ⋅ Phil Torr ⋅ Riashat Islam ⋅ Shital Shah ⋅ Christian Schroeder de Witt ⋅ Charles London
[ OpenReview] 
Poster
None
SemanticNVS: Improving Semantic Scene Understanding in Generative Novel View Synthesis
Xinya Chen ⋅ Christopher Wewer ⋅ Jiahao Xie ⋅ Xinting Hu ⋅ Jan Eric Lenssen
[ OpenReview] 
Poster
None
Neural Vector Lyapunov–Razumikhin Certificates for Delayed Interconnected Systems
Jingyuan Zhou ⋅ Yuexuan Wang ⋅ Kaidi Yang
[ OpenReview] 
Poster
None
LongCoT: Benchmarking Long-Horizon Chain-of-Thought Reasoning
Sumeet Motwani ⋅ Daniel Nichols ⋅ Charles London ⋅ Peggy Li ⋅ Fabio Pizzati ⋅ Acer Blake ⋅ Hasan Hammoud ⋅ Tavish McDonald ⋅ Akshat Naik ⋅ Alesia Ivanova ⋅ Vignesh Baskaran ⋅ Ivan Laptev ⋅ Ruben Glatt ⋅ Tal Ben-Nun ⋅ Phil Torr ⋅ Ameya Pandurang Prabhu ⋅ Brian Bartoldson ⋅ Bhavya Kailkhura ⋅ Christian Schroeder de Witt
[ OpenReview] 
Poster
None
Breaking Manifold Continuity: Vector Quantized Modeling for Real-Centric Deepfake Detection
Changshuo Wang ⋅ Jiangming Wang ⋅ Ke-Yue Zhang ⋅ Taiping Yao ⋅ Shouhong Ding ⋅ Ran Yi ⋅ Lizhuang Ma
[ OpenReview] 
Poster
None
Discrete Tilt Matching
Shiyi Wang ⋅ Yuyuan Chen ⋅ Peter Potaptchik ⋅ Jaeyeon Kim ⋅ Michael Albergo
[ OpenReview] 
Poster
None
HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds
Tingting Chen ⋅ Beibei Lin ⋅ Zifeng Yuan ⋅ Qiran Zou ⋅ Hongyu He ⋅ Anirudh Goyal ⋅ Yew Soon ONG ⋅ Dianbo Liu
[ OpenReview] 
Poster
None
SPARD: Defending Harmful Fine-Tuning Attack via Safety Projection with Relevance–Diversity Data Selection
Shuhao Chen ⋅ Weisen Jiang ⋅ Yeqi Gong ⋅ Shengda Luo ⋅ Chengxiang Zhuo ⋅ Zang Li ⋅ James Kwok ⋅ Yu Zhang
[ OpenReview] 
Poster
None
Dynamics of neural scaling laws in random feature regression with powerlaw-distributed kernel eigenvalues
Jakob Kramp ⋅ Javed Lindner ⋅ Moritz Helias
[ OpenReview] 
Poster
None
Preconditioning Neural Tangent Kernel for Adaptive Optimization
Xiyuan Yang ⋅ Wenxuan Bao ⋅ Katherine Tieu ⋅ Jingrui He
[ OpenReview] 
Poster
None
Latent Collaboration in Multi-Agent Systems
Jiaru Zou ⋅ Xiyuan Yang ⋅ Ruizhong Qiu ⋅ Gaotang Li ⋅ Katherine Tieu ⋅ Pan Lu ⋅ Ke Shen ⋅ Hanghang Tong ⋅ Yejin Choi ⋅ Jingrui He ⋅ James Zou ⋅ Mengdi Wang ⋅ Ling Yang
[ OpenReview] 
Poster
None
Improved Convergence Analysis of Topology Dependence in Decentralized SGD
Yuki Takezawa ⋅ Anastasiia Koloskova ⋅ Sebastian Stich
[ OpenReview] 
Poster
None
Provably Protecting Fine-Tuned LLMs from Training Data Extraction
Tom Segal ⋅ Asaf Shabtai ⋅ Yuval Elovici
[ OpenReview] 
Poster
None
Nonlinear Covariate Balance in Experimental Design
Qing Chen ⋅ Peng Zhang
[ OpenReview] 
Poster
None
Steady-State Behavior of Constant-Stepsize Stochastic Approximation: Gaussian Approximation and Tail Bounds
Yuyang Wang ⋅ Felix Wang ⋅ Zedong Wang ⋅ Ijay Narang ⋅ Yuzhou Wang ⋅ Siva Maguluri
[ OpenReview] 
Poster
None
Enhancing Cross-subject Emotion Recognition via Heterogeneous Distribution Augmentation and Collaborative Learning
Wending Xiong ⋅ Ruimin Hu ⋅ Lingfei Ren ⋅ Junhang Wu ⋅ Mei Wang ⋅ Dengshi Li ⋅ Mang Ye
[ OpenReview] 
Poster
None
AlienLM: Alienization of Language for API-Boundary Privacy in Black-Box LLMs
Jaehee Kim ⋅ Pilsung Kang
[ OpenReview] 
Poster
None
Discrete Diffusion Samplers and Bridges: Off-Policy Algorithms and Applications in Latent Spaces
Arran Carter ⋅ Sanghyeok Choi ⋅ Kirill Tamogashev ⋅ Víctor Elvira ⋅ Nikolay Malkin
[ OpenReview] 
Poster
None
Mechanistic Data Attribution: Tracing the Training Origins of Interpretable LLM Units
Jianhui Chen ⋅ Yuzhang Luo ⋅ Liangming Pan
[ OpenReview] 
Poster
None
Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization
Yihang Yao ⋅ Zhepeng Cen ⋅ Haohong Lin ⋅ Shiqi Liu ⋅ Zuxin Liu ⋅ Jiacheng Zhu ⋅ Zhang-Wei Hong ⋅ Laixi Shi ⋅ Ding Zhao
[ OpenReview] 
Poster
None
ReGen: Hierarchical Multi-Prompt Representation Generation for Efficient Waveform Diffusion Models
Sang-Hoon Lee ⋅ Ha-Yeong Choi
[ OpenReview] 
Poster
None
Any-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion
lijiang Li ⋅ zuwei long ⋅ Yunhang Shen ⋅ Heting Gao ⋅ Haoyu Cao ⋅ Xing Sun ⋅ Caifeng Shan ⋅ Ran He ⋅ Chaoyou Fu
[ OpenReview] 
Poster
None
CUARewardBench: Benchmark for Evaluating Reward Models on Computer-using Agent Trajectories
Haojia Lin ⋅ Xiaoyu Tan ⋅ Yulei Qin ⋅ Zihan Xu ⋅ Yuchen Shi ⋅ Zongyi Li ⋅ Gang Li ⋅ Shaofei Cai ⋅ Siqi Cai ⋅ Yuzheng Cai ⋅ Chaoyou Fu ⋅ Ke Li ⋅ Xing Sun
[ OpenReview] 
Poster
None
Fair Classification with Efficient and Post-hoc Controllable Fairness-Accuracy Trade-off
Maaya Sakata ⋅ Kazuto Fukuchi
[ OpenReview] 
Poster
None
Ski Rental with Distributional Predictions of Unknown Quality
QIMING CUI ⋅ Michael Dinitz
[ OpenReview] 
Poster
None
Context Forcing: Consistent Autoregressive Video Generation with Long Context
Shuo Chen ⋅ Cong Wei ⋅ Sun Sun ⋅ Tiancheng SHEN ⋅ Ping Nie ⋅ Kai Zou ⋅ Ge Zhang ⋅ Ming-Hsuan Yang ⋅ Wenhu Chen
[ OpenReview] 
Poster
None
DAVE: Distribution-aware Attribution via ViT Gradient Decomposition
Adam Wróbel ⋅ Siddhartha Gairola ⋅ Jacek Tabor ⋅ Bernt Schiele ⋅ Bartosz Zieliński ⋅ Dawid Rymarczyk
[ OpenReview] 
Poster
None
ImpQuant: Fine-Grained Importance-Aware Quantization for Large Vision-Language Models
Zhou ⋅ Tianao Cai ⋅ Yujie Huang ⋅ Xinbing Wang ⋅ Guang-Zhong Yang ⋅ Nanyang Ye
[ OpenReview] 
Poster
None
Knowledge Diversion for Efficient Morphology Control and Policy Transfer
Fu Feng ⋅ Ruixiao Shi ⋅ Yucheng Xie ⋅ Jianlu Shen ⋅ Jing Wang ⋅ Xin Geng
[ OpenReview] 
Poster
None
SPUR: Scale-Partitioned Uncertainty Rectification for Robust UAV-on-UAV Interception
Chenqi Yan ⋅ Zhaoyu Zeng ⋅ Yifeng Yang ⋅ Zhou ⋅ Zhuoyuan Ni ⋅ Junqi Wu ⋅ Qinying Gu ⋅ Xinbing Wang ⋅ Nanyang Ye
[ OpenReview] 
Poster
None
Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR
Dohyung Kim ⋅ Minbeom Kim ⋅ Jeonghye Kim ⋅ Lee Sangmook ⋅ Sojeong Rhee ⋅ Kyomin Jung
[ OpenReview] 
Poster
None
Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models
Hanxin Zhang ⋅ Mingshuo Xu ⋅ Abdulqader Dhafer ⋅ Shigang Yue ⋅ Hongbiao Dong ⋅ Zhou Hao
[ OpenReview] 
Poster
None
Kronecker Generative Networks: A General Neural Architecture for Parameter-Efficient Learning Across Classification Tasks
Yang Yang ⋅ Zhengmin Kong ⋅ Yuan Liu ⋅ Tao Huang ⋅ Wei Xiang
[ OpenReview] 
Poster
None
RePro: Training Language Models to Faithfully Recycle the Web for Pretraining
Zichun Yu ⋅ Chenyan Xiong
[ OpenReview] 
Poster
None
What Does Vision Tool-Use Reinforcement Learning Really Learn? Disentangling Tool-Induced and Intrinsic Effects for Crop-and-Zoom
MA YAN ⋅ Weiyu Zhang ⋅ Tianle Li ⋅ Du Linge ⋅ Xuyang Shen ⋅ Pengfei Liu
[ OpenReview] 
Poster
None
MacroGuide: Topological Guidance for Macrocycle Generation
Alicja Maksymiuk ⋅ Alexandre Duplessis ⋅ Ismail Ceylan ⋅ Alexander Tong ⋅ Fernanda Duarte ⋅ Michael Bronstein
[ OpenReview] 
Poster
None
Focus, Align, and Sustain: Counteracting Gradient Dilution in Incremental Object Detection
Aoting Zhang ⋅ Dongbao Yang ⋅ Chang Liu ⋅ Xiaopeng Hong ⋅ Yu ZHOU
[ OpenReview] 
Poster
None
StableVLA: Towards Robust Vision-Language-Action Models without Extra Data
Yiyang Fu ⋅ Chubin Zhang ⋅ Shukai Gong ⋅ Yufan Deng ⋅ Kaiwei Sun ⋅ Qiyang Min ⋅ Qibin Hou ⋅ Yansong Tang ⋅ Jianan Wang ⋅ Zhou Daquan
[ OpenReview] 
Poster
None
Policy-Driven World Model Adaptation for Robust Offline Model-based Reinforcement Learning
Jiayu Chen ⋅ Le Xu ⋅ Aravind Venugopal ⋅ Jeff Schneider
[ OpenReview] 
Poster
None
Structured Multi-step Jailbreaking under a Hamiltonian Generative Formulation
Zihan Zhou ⋅ Yang Zhou ⋅ Jianghai Yu ⋅ Lingjuan Lyu ⋅ Longwei Wang ⋅ KC Santosh ⋅ Ruoming Jin ⋅ Dejing Dou
[ OpenReview] 
Poster
None
Optimal Decision-Making Based on Prediction Sets
Tao Wang ⋅ Edgar Dobriban
[ OpenReview] 
Poster
None
Faithful Relational Reasoning with Region-based Embeddings: Expressivity of Convex Coordinate-wise Models
Victor Charpenay ⋅ Steven Schockaert
[ OpenReview] 
Poster
None
Statistical Early Stopping for Reasoning Models
Yangxinyu Xie ⋅ Tao Wang ⋅ Soham Mallick ⋅ Yan Sun ⋅ Georgy Noarov ⋅ Mengxin Yu ⋅ Tanwi Mallick ⋅ Edgar Dobriban
[ OpenReview] 
Poster
None
Singular Vectors of Attention Heads Align with Features
Gabriel Franco ⋅ Carson Loughridge ⋅ Mark Crovella
[ OpenReview] 
Poster
None
Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings
Wenxin Chen ⋅ Weishen Pan ⋅ Kyra Gan ⋅ Fei Wang
[ OpenReview] 
Poster
None
ConTSG-Bench: A Unified Benchmark for Conditional Time Series Generation
Shaocheng Lan ⋅ Shuqi Gu ⋅ Zhangzhi Xiong ⋅ Kan Ren
[ OpenReview] 
Poster
None
Fast Non-Episodic Finite-Horizon RL with K-Step Lookahead Thresholding
Jiamin Xu ⋅ Kyra Gan
[ OpenReview] 
Poster
None
What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions
Shuqi Gu ⋅ Yongxiang Zhao ⋅ Baoyu Jing ⋅ Kan Ren
[ OpenReview] 
Poster
None
Vision Transformer Finetuning Benefits from Non-Smooth Components
Ambroise Odonnat ⋅ Chapel Laetitia ⋅ Romain Tavenard ⋅ Ievgen Redko
[ OpenReview] 
Poster
None
TPGDiff : Hierarchical Triple-Prior Guided Diffusion for Image Restoration
Yanjie Tu ⋅ Qingsen Yan ⋅ Axi Niu ⋅ Jiacong Tang
[ OpenReview] 
Poster
None
SpanNorm: Reconciling Training Stability and Performance in Deep Transformers
Chao Wang ⋅ Bei Li ⋅ Jiaqi Zhang ⋅ Xinyu Liu ⋅ Yuchun Fan ⋅ Linkun Lyu ⋅ Xin Chen ⋅ Jingang Wang ⋅ Tong Xiao ⋅ Peng Pei ⋅ Xunliang Cai
[ OpenReview] 
Poster
None
Breaking Multi-Task Curse: Reward-Weighted Evolution for Black-Box Many-Task Optimization
Yanchi Li ⋅ Jiao Liu ⋅ Wenyin Gong ⋅ Qiong Gu ⋅ Yue Zhao ⋅ Yew Soon ONG
[ OpenReview] 
Poster
None
Beyond Looking Up, Try Looking Around: Harmonizing Global Structure and Local Consistency in Optimal Transport for Short Text Clustering
Zhihao Yao ⋅ Yuxuan Gu ⋅ Jixuan Yin ⋅ Bo Li
[ Poster]  [ OpenReview] 
Poster
None
Model Monotonicity in Autobidding Auctions: When Do Better Predictions Lead to Better Outcomes?
Ashwinkumar Badanidiyuru
[ OpenReview] 
Poster
None
Sharp description of local minima in the loss landscape of high-dimensional two-layer ReLU neural networks
Jie Huang ⋅ Bruno Loureiro ⋅ Stefano Sarao Mannelli
[ OpenReview] 
Poster
None
LEGO-FL: Learning Heterogeneous Federated Models as a LEGO Assembly Games
Zeqi Leng ⋅ Chunxu Zhang ⋅ Guodong Long ⋅ Bo Yang
[ OpenReview] 
Poster
None
Symmetry Reveals the In-Context Classifier: Transformers Implement Mean-Shift Dynamics
Patrick Lutz ⋅ Themistoklis Haris ⋅ Arjun Chandra ⋅ Aditya Gangrade ⋅ Venkatesh Saligrama
[ OpenReview] 
Poster
None
Position: Adopting AI in Practice Does Not Guarantee the Productivity Boost
Won Ik Cho ⋅ Seong-hun Kim ⋅ Geunhye Kim
[ OpenReview] 
Poster
None
Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
Zhonghao Li ⋅ Chaoyu Liu ⋅ Qian Zhang
[ OpenReview] 
Poster
None
Automated Formal Proofs of Combinatorial Identities via Wilf–Zeilberger Guidance and LLMs
Beibei Xiong ⋅ Hangyu Lv ⋅ Junqi Liu ⋅ Yisen Wang ⋅ Shaoshi Chen ⋅ Jianlin Wang ⋅ Zhengfeng Yang ⋅ Lihong Zhi
[ OpenReview] 
Poster
None
Navigating the Energy Landscape of Collaboration: Multi-Agent Communication Graph Generation via Score-Based Diffusion
GuanHao Zhao ⋅ Wenbo Lu ⋅ Cheng Cheng ⋅ Zhenya Huang ⋅ Wei Song ⋅ Zhiding Liu ⋅ Runze Wu ⋅ Enhong Chen
[ OpenReview] 
Poster
None
Distribution Alignment for One-Shot Federated Learning via Optimal Transport
Daniele Berardini ⋅ Vito Paolo Pastore ⋅ Vittorio Murino
[ OpenReview] 
Poster
None
Video-SVD: Efficient Video Diffusion via Orthogonal Basis Composition
Zhang Wan ⋅ Yu Li ⋅ Tianze Huang ⋅ Haochen Li ⋅ Juan Cao ⋅ Sheng Tang
[ OpenReview] 
Poster
None
Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning
Benhao Huang ⋅ Zhengyang Geng ⋅ Zico Kolter
[ OpenReview] 
Poster
None
Utonia: Toward One Encoder for All Point Clouds
Yujia Zhang ⋅ Xiaoyang Wu ⋅ Yunhan Yang ⋅ Xianzhe Fan ⋅ Han Li ⋅ Yuechen Zhang ⋅ Zehao Huang ⋅ Naiyan Wang ⋅ Hengshuang Zhao
[ OpenReview] 
Poster
None
Path-Decoupled Hyperbolic Flow Matching for Few-Shot Adaptation
Lin Li ⋅ Ziqi Jiang ⋅ Gefan Ye ⋅ Zhenqi He ⋅ Jiahui Li ⋅ Jun Xiao ⋅ Kwang-Ting Cheng ⋅ Long Chen
[ OpenReview] 
Poster
None
Efficient Inference for Noisy LLM-as-a-Judge Evaluation
Yiqun Chen ⋅ Sizhu Lu ⋅ Sijia Li ⋅ Moran Guo ⋅ Shengyi Li
[ OpenReview] 
Poster
None
Private and Stable Test-time Adaptation with Differential Privacy
Zefeng Li ⋅ Qiaoyue Tang ⋅ Mathias Lécuyer ⋅ Evan Shelhamer
[ OpenReview] 
Poster
None
Amodal Instance Segmentation with IRAIS Dataset for Sim-to-Real Transfer
Lingui Li ⋅ Bidong Chen
[ Poster]  [ OpenReview] 
Poster
None
Decoy for the Judge: Disrupting Multi-Turn Jailbreaks using Semantics-Preserving Output Rewriting
Huanli Gong ⋅ Zhipeng Wei ⋅ Yu Fu ⋅ Haz Shahgir ⋅ Ananya Gupta ⋅ Yue Dong ⋅ N. Benjamin Erichson
[ OpenReview] 
Poster
None
Normality Calibration in Semi-supervised Graph Anomaly Detection
Guolei Zeng ⋅ Hezhe Qiao ⋅ GUOGUO AI ⋅ Jinsong Guo ⋅ Guansong Pang
[ OpenReview] 
Poster
None
DIVE: Scaling Diversity in Agentic Task Synthesis for Generalizable Tool Use
Aili Chen ⋅ Chi Zhang ⋅ Junteng Liu ⋅ Jiangjie Chen ⋅ Chengyu Du ⋅ Yunji Li ⋅ Ming Zhong ⋅ Qin Wang ⋅ Zhengmao Zhu ⋅ Jiayuan Song ⋅ Ke Ji ⋅ Junxian He ⋅ Pengyu Zhao ⋅ Yanghua Xiao
[ OpenReview] 
Poster
None
A Random Matrix Perspective on the Consistency of Diffusion Models
Binxu Wang ⋅ Jacob A Zavatone-Veth ⋅ Cengiz Pehlevan
[ OpenReview] 
Poster
None
Fast k-means Seeding Under The Manifold Hypothesis
Poojan Shah ⋅ Shashwat Agrawal ⋅ Ragesh Jaiswal
[ OpenReview] 
Poster
None
Convergence Rate of the Last Iterate of Stochastic Proximal Algorithms
Kevin Kurian Thomas Vaidyan ⋅ Michael Friedlander ⋅ Ahmet Alacaoglu
[ OpenReview] 
Poster
None
WildCat: Near-Linear Attention in Theory and Practice
Tobias Schröder ⋅ Lester Mackey
[ OpenReview] 
Poster
None
World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
Weijie Wang ⋅ Xiaoxuan He ⋅ Youping Gu ⋅ Zeyu Zhang ⋅ Yefei He ⋅ Yanbo Ding ⋅ Donny Y. Chen ⋅ Xirui Hu ⋅ Zhiyuan He ⋅ Yuqing Yang ⋅ Yifan Yang ⋅ Bohan Zhuang
[ OpenReview] 
Poster
None
Beyond Majority Voting: Self-Reflective Test-Time Reinforcement Learning for LLM Reasoning
Sitong Wu ⋅ Haoru Tan ⋅ Xichen Zhang ⋅ Bin Xia ⋅ Shaofeng Zhang ⋅ XIAOJUAN QI ⋅ Bei Yu ⋅ Jiaya Jia
[ OpenReview] 
Poster
None
FlowCloud: Learning Continuous Spatiotemporal Dynamics from Unpaired Sparse Point Cloud Snapshots
Yinbo Liu ⋅ Keyang Ye ⋅ Wenshan Sun ⋅ Handi Gao ⋅ Tian Tian
[ OpenReview] 
Poster
None
Probability of Matching for Batch Multi-Objective Bayesian Optimization
Mingqian Li ⋅ Sina Zadeh ⋅ Raymundo Arroyave ⋅ Xiaoning Qian
[ OpenReview] 
Poster
None
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
Shih-Yang Liu ⋅ Xin Dong ⋅ Ximing Lu ⋅ Shizhe Diao ⋅ Peter Belcak ⋅ Mingjie Liu ⋅ Min-Hung Chen ⋅ Hongxu Yin ⋅ Yu-Chiang Wang ⋅ Kwang-Ting Cheng ⋅ Yejin Choi ⋅ Jan Kautz ⋅ Pavlo Molchanov
[ OpenReview] 
Poster
None
Mesh Based Simulations with Spatial and Temporal awareness
Paul Garnier ⋅ Vincent Lannelongue ⋅ Elie Hachem
[ OpenReview] 
Poster
None
Escaping Whack-a-Mole: Code Documentation Optimization via Dependency-Guided Bi-level Search
Yutong Cheng ⋅ Haifeng Chen ⋅ Wenchao Yu ⋅ Xujiang Zhao ⋅ Peng Gao ⋅ Wei Cheng
[ OpenReview] 
Poster
None
Do We Need Adam? Surprisingly Strong and Sparse Reinforcement Learning with SGD in LLMs
Sagnik Mukherjee ⋅ Lifan Yuan ⋅ Pavan Jayasinha ⋅ Dilek Hakkani-Tür ⋅ Hao Peng
[ OpenReview] 
Poster
None
SWING: Unlocking Implicit Graph Representations for Graph Random Features
Alessandro Manenti ⋅ Kumar Avinava Dubey ⋅ Arijit Sehanobish ⋅ Cesare Alippi ⋅ Krzysztof Choromanski
[ OpenReview] 
Poster
None
Meerkat-VL: Implicit Risk Safety Alignment in Multimodal LLMs via Perceptual Reasoning and Self-Verification
Peicheng Zhou ⋅ Chuanbin Liu ⋅ Shancheng Fang ⋅ Bowei Pu ⋅ Yiwei Sun ⋅ Zhangchi Hu ⋅ Hongtao Xie
[ OpenReview] 
Poster
None
Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
Viet Hoang Tran ⋅ VINH KHANH BUI ⋅ Van-Hoan Trinh ⋅ Ngoc Tan Lai ⋅ Tan Nguyen
[ OpenReview] 
Poster
None
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Hongjin SU ⋅ Shizhe Diao ⋅ Ximing Lu ⋅ Mingjie Liu ⋅ Jiacheng Xu ⋅ Xin Dong ⋅ Yonggan Fu ⋅ Peter Belcak ⋅ Hanrong Ye ⋅ Hongxu Yin ⋅ Yi Dong ⋅ Evelina Bakhturina ⋅ Tao Yu ⋅ Yejin Choi ⋅ Jan Kautz ⋅ Pavlo Molchanov
[ OpenReview] 
Poster
None
CPMöbius: Iterative Coach–Player Reasoning for Data-Free Reinforcement Learning
Ran Li ⋅ Zeyuan Liu ⋅ Yinghao Chen ⋅ Bingxiang He ⋅ Jiarui Yuan ⋅ Zixuan Fu ⋅ Weize Chen ⋅ Jinyi Hu ⋅ Chen Qian ⋅ Zhiyuan Liu ⋅ Maosong Sun
[ OpenReview] 
Poster
None
OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration
Shaobo Wang ⋅ Xuan Ouyang ⋅ Tianyi Xu ⋅ Yuzheng Hu ⋅ Jialin Liu ⋅ Guo Chen ⋅ Tianyu Zhang ⋅ Junhao Zheng ⋅ Kexin Yang ⋅ Xingzhang Ren ⋅ Dayiheng Liu ⋅ Linfeng Zhang
[ OpenReview] 
Poster
None
Normalized Energy Models for Linear Inverse Problems
Nicolas M Zilberstein ⋅ Florentin Guth ⋅ Santiago Segarra ⋅ Eero Simoncelli
[ OpenReview] 
Poster
None
Towards Unified Multimodal Pretraining
Shengbang Tong ⋅ David Fan ⋅ John Nguyen ⋅ Ellis Brown ⋅ Gaoyue Zhou ⋅ Shengyi Qian ⋅ Boyang Zheng ⋅ Théophane Vallaeys ⋅ Rob Fergus ⋅ Naila Murray ⋅ Marjan Ghazvininejad ⋅ Mike Lewis ⋅ Jakob Verbeek ⋅ Nicolas Ballas ⋅ Amir Bar ⋅ Michael Rabbat ⋅ Yann LeCun ⋅ Luke Zettlemoyer ⋅ Saining Xie ⋅ Koustuv Sinha
[ OpenReview] 
Poster
None
Conservation Laws for Modern Neural Architectures
Viet Hoang Tran ⋅ VINH KHANH BUI ⋅ Ngoc Tan Lai ⋅ Nam Nguyen ⋅ Tuan Dam ⋅ Tan Nguyen
[ OpenReview] 
Poster
None
Position: Your VLM May Not Be Thinking with Interleaved Images
Wenjie Yang ⋅ Siqi Zhu ⋅ Zengfeng Huang
[ OpenReview] 
Poster
None
From Observations to States: Latent Time Series Forecasting
Jie Yang ⋅ Yifan Hu ⋅ Yuante Li ⋅ Kexin Zhang ⋅ Kaize Ding ⋅ Philip Yu
[ OpenReview] 
Poster
None
Open-o3-Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence
Jiahao Meng ⋅ Xiangtai Li ⋅ Haochen Wang ⋅ Tan Yue ⋅ Tao Zhang ⋅ Lingdong Kong ⋅ Yunhai Tong ⋅ Anran Wang ⋅ Zhiyang Teng ⋅ Yujing Wang ⋅ Zhuochen Wang
[ OpenReview] 
Poster
None
Scaling Beyond Masked Diffusion Language Models
Subham Sekhar Sahoo ⋅ Jean-Marie Lemercier ⋅ Zhihan Yang ⋅ Justin Deschenaux ⋅ Jingyu Liu ⋅ John Thickstun ⋅ Ante Jukić
[ OpenReview] 
Poster
None
Neural Honeytrace: Plug&Play Watermarking Framework against Model Extraction Attacks
Yixiao Xu ⋅ Binxing Fang ⋅ Rui Wang ⋅ Yinghai Zhou ⋅ Yuan Liu ⋅ Mohan Li ⋅ Zhihong Tian
[ OpenReview] 
Poster
None
Conditional Diffusion Sampling
Francisco M Castro-Macías ⋅ Pablo Morales-Alvarez ⋅ Saifuddin Syed ⋅ Daniel Hernández-Lobato ⋅ Rafael Molina ⋅ Jose Miguel Hernandez-Lobato
[ OpenReview] 
Poster
None
MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants
Zuhao zhang ⋅ Chengyue Yu ⋅ Yuante Li ⋅ Chenyi Zhuang ⋅ Linjian Mo ⋅ Shuai Li
[ OpenReview] 
Poster
None
Separating representation from reconstruction enables scalable text encoders
Megi Dervishi ⋅ Mathurin VIDEAU ⋅ Yann LeCun
[ OpenReview] 
Poster
None
A World in Pieces: Structural Certification of General Agents
Yikai Lu ⋅ Yifei Wu ⋅ Xinyu Lu ⋅ Tongxin Li
[ OpenReview] 
Poster
None
Correcting Overparameterization Effects in Fair Empirical Risk Minimization
Xiaoyi MAI ⋅ Jean-Michel Loubes
[ OpenReview] 
Poster
None
Learning a Generative Meta-Model of LLM Activations
Grace Luo ⋅ Jiahai Feng ⋅ Trevor Darrell ⋅ Alec Radford ⋅ Jacob Steinhardt
[ OpenReview] 
Poster
None
Graph is a Substrate Across Data Modalities
Ziming Li ⋅ Xiao-Ming Wu ⋅ Zehong Wang ⋅ Jiazheng Li ⋅ Yijun Tian ⋅ Jinhe Bi ⋅ Yunpu Ma ⋅ Yanfang Ye ⋅ Chuxu Zhang
[ OpenReview] 
Poster
None
Mesh Field Theory: Port–Hamiltonian Formulation of Mesh-Based Physics
SATOSHI NOGUCHI ⋅ Yoshinobu Kawahara
[ OpenReview] 
Poster
None
WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling
Wenqiang Sun ⋅ Haiyu Zhang ⋅ Haoyuan Wang ⋅ Junta Wu ⋅ Zehan Wang ⋅ Zhenwei Wang ⋅ Yunhong Wang ⋅ Jun Zhang ⋅ Tengfei Wang ⋅ Chunchao Guo
[ OpenReview] 
Poster
None
Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation Models
Jihye Na ⋅ Patara Trirat ⋅ Chanyoung Park ⋅ Jae-Gil Lee
[ OpenReview] 
Poster
None
WorldCompass: Reinforcement Learning for Long-Horizon World Models
Zehan Wang ⋅ Tengfei Wang ⋅ Haiyu Zhang ⋅ Xuhui Zuo ⋅ Junta Wu ⋅ Haoyuan Wang ⋅ Wenqiang Sun ⋅ Zhenwei Wang ⋅ chenjie cao ⋅ Hengshuang Zhao ⋅ Chunchao Guo ⋅ Zhou Zhao
[ OpenReview] 
Poster
None
3D-RFT: Reinforcement Fine-Tuning for Video-based 3D Scene Understanding
Xiongkun Linghu ⋅ Jiangyong Huang ⋅ Baoxiong Jia ⋅ Siyuan Huang
[ OpenReview] 
Poster
None
Learning Compressed Shape-Aware Molecular Representations for Virtual Screening
Robin Winter ⋅ Julian Cremer ⋅ Djork-Arné Clevert
[ OpenReview] 
Poster
None
Efficient Reasoning with Hidden Thinking
Xuan Shen ⋅ Yizhou Wang ⋅ Yufa Zhou ⋅ Xiangxi Shi ⋅ Pu Zhao ⋅ Yanzhi Wang ⋅ Jiuxiang Gu
[ Poster]  [ OpenReview] 
Poster
None
Position: Digital Agents Require Unified Agent-Native Environments
Yiran Wu ⋅ Jiale Liu ⋅ Jieyu Zhang ⋅ Yaolun Zhang ⋅ Shilong Liu ⋅ Chi Wang ⋅ Mengdi Wang ⋅ Huazheng Wang ⋅ Qingyun Wu
[ OpenReview] 
Poster
None
Stable Localized Conformal Prediction via Transduction
Yinjie Min ⋅ Liuhua Peng ⋅ Changliang Zou
[ OpenReview] 
Poster
None
Alignment-Aware Decoding
Frédéric Berdoz ⋅ Luca Lanzendörfer ⋅ René Caky ⋅ Roger Wattenhofer
[ OpenReview] 
Poster
None
Laplacian Representations for Decision-Time Planning
Dikshant Shehmar ⋅ Matthew Schlegel ⋅ Matthew Taylor ⋅ Marlos C. Machado
[ OpenReview] 
Poster
None
Beyond Tokens: Enhancing RTL Quality Estimation via Structural Graph Learning
Yi Liu ⋅ Hongji Zhang ⋅ Yiwen Wang ⋅ Dimitrios Tsaras ⋅ Lei Chen ⋅ Mingxuan Yuan ⋅ Qiang Xu
[ OpenReview] 
Poster
None
Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability
Judy Zhu ⋅ Dhari Gandhi ⋅ Ahmad Mianroodi ⋅ Dhanesh Ramachandram ⋅ Sedef Akinli Kocak ⋅ shaina raza
[ OpenReview] 
Poster
None
Feed-Forward Taylor-Gaussians-Flow: Towards Non-uniform Motion for Novel View Synthesis from Monocular Video
Yan Zaoming ⋅ Yaomin Huang ⋅ Qizhou Chen ⋅ Pengcheng Lei ⋅ Chenhao Shi ⋅ HAICHUAN SONG ⋅ Yi Xu ⋅ Faming Fang
[ OpenReview] 
Poster
None
A Minimax Approach for Optimal Intervention Policy Learning with Two-Stage Outcomes
Chenyang Li ⋅ Hao Mei ⋅ Yue Liu
[ OpenReview] 
Poster
None
When Simple Problems Wear Complex Costumes: Improving Efficiency in LRM’s Adaptive Reasoning
Junnan Ren ⋅ Yan Zhang ⋅ Qian Chen ⋅ Yunhang Shen ⋅ Ke Li ⋅ Shengchuan Zhang ⋅ Liujuan Cao ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Catch-22: On the Fundamental Tradeoff Between Detectability and Robustness in LLM Watermarking
Kuheli Pratihar ⋅ Debdeep Mukhopadhyay
[ OpenReview] 
Poster
None
Tight Margin-Based Generalization Bounds for Voting Classifiers over Finite Hypothesis Sets
Kasper Green Larsen ⋅ Natascha Schalburg
[ OpenReview] 
Poster
None
Autoregressive Image Generation with Masked Bit Modeling
Qihang Yu ⋅ Qihao Liu ⋅ Ju He ⋅ Xinyang Zhang ⋅ Yang Liu ⋅ Liang-Chieh Chen ⋅ Peter Chen
[ OpenReview] 
Poster
None
The Interplay Between Interpolation and Aggregation in Regression: Optimal Sample Complexity
Mikael Møller Høgsgaard ⋅ Kasper Green Larsen ⋅ Liang-Yu Zou
[ OpenReview] 
Poster
None
Efficient Multi-modal Dataset Distillation via Analytic Parameter Matching
Deyu Bo ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Contrastive Reasoning Alignment: Reinforcement Learning from Hidden Representations
Haozheng Luo ⋅ Yimin Wang ⋅ Jiahao Yu ⋅ Binghui Wang ⋅ Yan Chen
[ OpenReview] 
Poster
None
On the Role of Batch Size in Stochastic Conditional Gradient Methods
Rustem Islamov ⋅ Roman Machacek ⋅ Aurelien Lucchi ⋅ Antonio Silveti-Falls ⋅ Eduard Gorbunov ⋅ Volkan Cevher
[ OpenReview] 
Poster
None
An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems
Allan Grønlund ⋅ Kasper Green Larsen
[ OpenReview] 
Poster
None
Full-Spectrum Graph Neural Network: Expressive and Scalable
Xiaohan Wang ⋅ Deyu Bo ⋅ Longlong Li ⋅ Kelin Xia
[ OpenReview] 
Poster
None
Faster Query-Key Learning Sharpens Attention in Self-Attention Models
Rahul Vashisht ⋅ Harish Ramaswamy
[ OpenReview] 
Poster
None
Non-Euclidean Gradient Descent Operates at the Edge of Stability
Rustem Islamov ⋅ Michael Crawshaw ⋅ Jeremy Cohen ⋅ Robert Gower
[ OpenReview] 
Poster
None
Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
Hyun-Jong Lee ⋅ Jae-Han Lim
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Improving the Sensitivity of Backdoor Detectors via Class Subspace Orthogonalization
Guangmingmei Yang ⋅ David Miller ⋅ George Kesidis
[ OpenReview] 
Poster
None
Does Your Reasoning Model Implicitly Know When to Stop Thinking?
Zixuan Huang ⋅ Xin Xia ⋅ Yuxi Ren ⋅ Jianbin Zheng ⋅ Xuanda Wang ⋅ Zhixia Zhang ⋅ Hongyan Xie ⋅ Songshi Liang ⋅ Zehao Chen ⋅ Xuefeng Xiao ⋅ Fuzhen Zhuang ⋅ Jianxin Li ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview] 
Poster
None
RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs
Tae-Hoon Lee ⋅ Min-Soo Kim
[ OpenReview] 
Poster
None
A Fine-Grained Understanding of Uniform Convergence for Halfspaces
Aryeh Kontorovich ⋅ Kasper Green Larsen
[ OpenReview] 
Poster
None
Implicit Action Chunking for Smooth Continuous Control
Bosun Liang ⋅ Shuo Pei ⋅ Zirui Chen ⋅ Chuanzhi Fan ⋅ Chen Sun ⋅ Yuankai Wu ⋅ Huachun Tan ⋅ Yong Wang
[ OpenReview] 
Poster
None
SE-GA: Memory-Augmented Self-Evolution for GUI Agents
shilong jin ⋅ Lanjun Wang ⋅ Zhuosheng Zhang
[ Poster]  [ OpenReview] 
Poster
None
LiteVSR: Enabling Cross-Domain Fine-Grained Detail Generation in Light-Weight Transformers for Video Super-Resolution
Yu Cao ⋅ Ziquan Liu ⋅ Zhensong Zhang ⋅ Jiankang Deng ⋅ Shaogang Gong ⋅ Jifei Song
[ OpenReview] 
Poster
None
STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning
Sumin Park ⋅ Noseong Park
[ OpenReview] 
Poster
None
Similarity Is Not Logic: Factored Inference for Dual-Encoder Vision-Language Models
Alshehri ⋅ Zhantao Yang ⋅ Han Zhang ⋅ Marios Savvides
[ OpenReview] 
Poster
None
Locate then Correct: Debiasing Attention Heads in CLIP
Wei Yeo ⋅ Rui Mao ⋅ Moloud Abdar ⋅ Ranjan Satapathy ⋅ Erik Cambria
[ OpenReview] 
Poster
None
When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems
Zehao Wang ⋅ shilong jin ⋅ Zhao Cao ⋅ Lanjun Wang
[ OpenReview] 
Poster
None
Attention Illuminates LLM Reasoning: The Uncovered Preplan-and-Anchor Rhythm Enables Fine-Grained Policy Optimization
Yang Li ⋅ Zhichen Dong ⋅ Yuhan Sun ⋅ Weixun Wang ⋅ Shaopan Xiong ⋅ Yijia Luo ⋅ Jiashun Liu ⋅ Han Lu ⋅ Jiamang Wang ⋅ Wenbo Su ⋅ Bo Zheng ⋅ Junchi Yan
[ OpenReview] 
Poster
None
WinQ: Accelerating Quantization-Aware Training of Large Language Models around Saddle Points
Dongyue Li ⋅ Zechun Liu ⋅ Kai Yi ⋅ Changsheng Zhao ⋅ Zhenshuo Zhang ⋅ Raghuraman Krishnamoorthi ⋅ Harshit Khaitan ⋅ Hongyang Zhang ⋅ Steven Li
[ OpenReview] 
Poster
None
Adversarial Robustness of Implicit Neural Representation-Based Classifiers
Jayoung Kim ⋅ Kookjin Lee ⋅ Noseong Park ⋅ Sanghyun Hong
[ OpenReview] 
Poster
None
Q-Delta: Beyond Key–Value Associative State Evolution
Sumin Park ⋅ Seojin Kim ⋅ Noseong Park
[ OpenReview] 
Poster
None
Seeing Without Understanding: Disentangling Perception, Reasoning, and Simulation in VLM Gameplay
Dingyang Jin ⋅ Jiawei He ⋅ Calvin Lo ⋅ Steven Hu ⋅ RYAN RAD
[ OpenReview] 
Poster
None
CURVE: Learning Causality-Inspired Invariant Representations for Robust Scene Understanding via Uncertainty-Guided Regularization
Yue Liang ⋅ JIATONG DU ⋅ Ziyi Yang ⋅ Yanjun Huang ⋅ Hong Chen
[ OpenReview] 
Poster
None
Asymmetric conformal prediction with penalized kernel sum-of-squares
Louis Allain ⋅ Sébastien Da Veiga ⋅ Brian Staber
[ OpenReview] 
Poster
None
Keeping a Secret Requires a Good Memory: Space Lower-Bounds for Private Algorithms
Alessandro Epasto ⋅ Xin Lyu ⋅ Pasin Manurangsi
[ OpenReview] 
Poster
None
LOTTERY: Learning from Reference-Only Samples in Two-Sample Testing under Size Asymmetry
Xunye Tian ⋅ Zhijian Zhou ⋅ Liuhua Peng ⋅ Feng Liu
[ OpenReview] 
Poster
None
Position: Assistive Agents Need Accessibility Alignment
Jie Hu ⋅ Changyuan Yan ⋅ Yu Zheng ⋅ Ziqian Wang ⋅ Jiaming Zhang
[ OpenReview] 
Poster
None
Why Do We Need Warm-up? A Theoretical Perspective
Foivos Alimisis ⋅ Rustem Islamov ⋅ Aurelien Lucchi
[ OpenReview] 
Poster
None
Do You Want to Know if Two Distributions Are Close to Each Other?Testing the Closeness With Statistical Significance
Zhijian Zhou ⋅ Liuhua Peng ⋅ Xunye Tian ⋅ Mingming Gong ⋅ Feng Liu
[ OpenReview] 
Poster
None
On the Interaction of Batch Noise, Adaptivity, and Compression, under $(L_0,L_1)$-Smoothness: An SDE Approach
Enea Monzio Compagnoni ⋅ Rustem Islamov ⋅ Frank Proske ⋅ Aurelien Lucchi ⋅ Antonio Orvieto ⋅ Eduard Gorbunov
[ OpenReview] 
Poster
None
Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks
Bohan Wang ⋅ Zewen Liu ⋅ Lu Lin ⋅ Hui Liu ⋅ Li Xiong ⋅ Ming Jin ⋅ Wei Jin
[ OpenReview] 
Poster
None
HERMES: Towards Efficient and Verifiable Mathematical Reasoning in LLMs
Azim Ospanov ⋅ Zijin Feng ⋅ Jiacheng Sun ⋅ Haoli Bai ⋅ SHEN XIN ⋅ Farzan Farnia
[ Poster]  [ OpenReview] 
Poster
None
Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
Jun Li ⋅ Peifeng Lai ⋅ Xuhang Lou ⋅ Jinpeng Wang ⋅ Yuting Wang ⋅ Ke Chen ⋅ Yaowei Wang ⋅ Shutao Xia
[ OpenReview] 
Poster
None
Adaptive Recurrent Message Passing for Test Time Computing on Graphs
Junshu Sun ⋅ Wanxing Chang ⋅ Qingming Huang ⋅ Shuhui Wang
[ OpenReview] 
Poster
None
From Internal Diagnosis to External Auditing: A VLM-Driven Paradigm for Data-Free Online Backdoor Defense
Binyan Xu ⋅ Fan YANG ⋅ Xilin Dai ⋅ Di Tang ⋅ Kehuan Zhang
[ OpenReview] 
Poster
None
Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation
Junshu Sun ⋅ Wanxing Chang ⋅ Qingming Huang ⋅ Shuhui Wang
[ OpenReview] 
Poster
None
ActiveScope: Actively Seeking and Correcting Perception for MLLMs
Yajing Wang ⋅ Chao Bi ⋅ Junshu Sun ⋅ Shufan Shen ⋅ Zhaobo Qi ⋅ Shuhui Wang ⋅ Qingming Huang
[ OpenReview] 
Poster
None
CAMEL: Confidence-Gated Reflection for Reward Modeling
Zirui Zhu ⋅ Yong Liu ⋅ Yang Luo ⋅ Hailun Xu ⋅ Kanchan Sarkar ⋅ Kun Xu ⋅ Yang You
[ OpenReview] 
Poster
None
FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights
Zhen Wang ⋅ Fan Bai ⋅ Zhongyan Luo ⋅ Jinyan Su ⋅ Kaiser Sun ⋅ Xinle Yu ⋅ Jieyuan Liu ⋅ Kun Zhou ⋅ Claire Cardie ⋅ Mark Dredze ⋅ Eric Xing ⋅ Zhiting Hu
[ OpenReview] 
Poster
None
The Deterministic Horizon: When Extended Reasoning Fails and Tool Delegation Becomes Necessary
Dongxin Guo ⋅ Jikun Wu ⋅ Siu Ming Yiu
[ OpenReview] 
Poster
None
ProjQ: Project-and-Quantize for Adapter-Aware LLM Compression
Wenya Yu ⋅ Chao Zhang ⋅ Li Wang ⋅ Samson Lasaulce ⋅ Merouane DEBBAH
[ OpenReview] 
Poster
None
Minimizing Upper Confidence Bounds: A Data-Driven Framework for Stochastic Programming
Shixin Liu ⋅ Ming Gao ⋅ Jian Hu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Spherical Procrustes Alignment for Reliable Medical Audio Diagnosis
ying wang ⋅ Guoheng Huang ⋅ Chan-Tong Lam ⋅ Xiaochen Yuan
[ Poster]  [ OpenReview] 
Poster
None
Cascaded Flow Matching for Heterogeneous Tabular Data with Mixed-Type Features
Markus Mueller ⋅ Kathrin Gruber ⋅ Dennis Fok
[ OpenReview] 
Poster
None
Push, Pop, Parallelize: Stack-Augmented Linear Attention via the Delta Rule
Anh T Nguyen ⋅ Saleh Momeni ⋅ Ashutosh Chaubey ⋅ Changnan Xiao ⋅ Bing Liu
[ OpenReview] 
Poster
None
Imitation Learning for Multi-turn LM Agents via On-policy Expert Corrections
Niklas Lauffer ⋅ Xiang Deng ⋅ Srivatsa Kundurthy ⋅ Brad Kenstler ⋅ Jeff Da
[ OpenReview] 
Poster
None
Bridging the Knowledge-Prediction Gap in LLMs on Multiple-Choice Questions
Yoonah Park ⋅ Haesung Pyun ⋅ Yohan Jo
[ OpenReview] 
Poster
None
KAGE-Bench: Fast Known-Axis Visual Generalization Evaluation for Reinforcement Learning
Egor Cherepanov ⋅ Daniil Zelezetsky ⋅ Aleksandr Panov ⋅ Alexey Kovalev
[ OpenReview] 
Poster
None
Plasticity Activation via Polar Operator: A Plug-in Method for Balancing Stability and Plasticity
Guodong Zheng ⋅ Enneng Yang ⋅ Xiaoyan Wang ⋅ Feihong He ⋅ Yihan Chen ⋅ Quan Zheng ⋅ Peng Wang ⋅ Li Shen
[ OpenReview] 
Poster
None
Spatial Memory for Out-of-Vision Manipulation in Vision-Language-Action
Pengteng Li ⋅ Weiyu Guo ⋅ He ZHANG ⋅ Tiefu Cai ⋅ Xiao He ⋅ Yandong Guo ⋅ Hui Xiong
[ OpenReview] 
Poster
None
A Capacity-Based Rationale for Multi-Head Attention
Micah Adler
[ OpenReview] 
Poster
None
Robust Federated Learning Against Adaptive Compression
Wenjing Yan ⋅ Xiangyu Zhong ⋅ Angela Yingjun Zhang
[ OpenReview] 
Poster
None
Expand Neurons, Not Parameters
Linghao Kong ⋅ Inimai Subramanian ⋅ Yonadav Shavit ⋅ Micah Adler ⋅ Dan Alistarh ⋅ Nir Shavit
[ OpenReview] 
Poster
None
MEDUSA: Motion Elimination in Diffusion Using Spectral Attack
Hongwei Yu ⋅ Daoqing Zha ⋅ Xinlong Ding ⋅ Jiawei Li ⋅ Junbao Zhuo ⋅ Qiankun Liu ⋅ Huimin Ma ⋅ Jiansheng Chen
[ OpenReview] 
Poster
None
DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning
Tianrun Xu ⋅ Haoda Jing ⋅ Ye Li ⋅ Yuquan Wei ⋅ Jun Feng ⋅ Guanyu Chen ⋅ Haichuan Gao ⋅ Tianren Zhang ⋅ Jing Liu ⋅ Feng Chen
[ OpenReview] 
Poster
None
Contrastive Order Learning: A General Framework for Ordinal Regression
Chaewon Lee ⋅ BeomJun Shim ⋅ Kwang Choi ⋅ Chang-Su Kim
[ OpenReview] 
Poster
None
Real-Time Aligned Reward Model beyond Semantics
Zixuan Huang ⋅ Xin Xia ⋅ Yuxi Ren ⋅ Jianbin Zheng ⋅ Xuefeng Xiao ⋅ Hongyan Xie ⋅ Huaqiu Li ⋅ Songshi Liang ⋅ Zhongxiang Dai ⋅ Fuzhen Zhuang ⋅ Jianxin Li ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview] 
Poster
None
Explainable Federated Learning via Global–Local Attribution Alignment
Dawood Wasif ⋅ Terrence Moore ⋅ Chang-Tien Lu ⋅ Jin-Hee Cho
[ OpenReview] 
Poster
None
Stochastic Order Learning: An Approach to Rank Estimation Using Noisy Data
Chaewon Lee ⋅ Seon-Ho Lee ⋅ Chang-Su Kim
[ OpenReview] 
Poster
None
The benefits of full data shuffle, now with optimal I/O cost: $k$-wise independence and matrix transposition to the rescue
Peyman Afshani ⋅ Rezaul Chowdhury ⋅ Mayank Goswami ⋅ Jens Kristian R Schou ⋅ Francesco Silvestri ⋅ Mariafiore Tognon
[ OpenReview] 
Poster
None
MCP-Persona: Benchmarking LLM Agents on Personalized MCP Tools and Tasks
WenHao Wang ⋅ Peizhi Niu ⋅ Gongyi Zou ⋅ Xiyuan Yang ⋅ Jingxing Wang ⋅ Haoting Shi ⋅ Yaxin Du ⋅ Jingyi Chai ⋅ Xianghe Pang ⋅ shuo tang ⋅ Yanfeng Wang ⋅ Siheng Chen
[ OpenReview] 
Poster
None
DistMatch: Adaptive Binning via Distribution Matching for Robust Sequential Conformal Prediction
Enver Menadjiev ⋅ Jihyeon Seong ⋅ Jisu Yeo ⋅ Jaesik Choi
[ OpenReview] 
Poster
None
Baguan-TS: dual in-context learning model for time series forecasting with covariates
Linxiao Yang ⋅ Xue Jiang ⋅ Gezheng Xu ⋅ Tian Zhou ⋅ Min Yang ⋅ Zhaoyang Zhu ⋅ Linyuan Geng ⋅ Zhipeng Zeng ⋅ Qiming Chen ⋅ Xinyue Gu ⋅ Rong Jin ⋅ Liang Sun
[ OpenReview] 
Poster
None
Semantic-level Backdoor Attack against Text-to-Image Diffusion Models
Tianxin Chen ⋅ Wenbo Jiang ⋅ Hongqiao Chen ⋅ Zhirun Zheng ⋅ Cheng Huang
[ OpenReview] 
Poster
None
Zeroth-Order Optimization at the Edge of Stability
Minhak Song ⋅ Liang Zhang ⋅ Bingcong Li ⋅ Niao He ⋅ Michael Muehlebach ⋅ Sewoong Oh
[ OpenReview] 
Poster
None
DNACHUNKER: Learnable Tokenization for DNA Language Models
Taewon Kim ⋅ Jihwan Shin ⋅ Hyomin Kim ⋅ Youngmok Jung ⋅ Jonghoon Lee ⋅ Won-Chul Lee ⋅ Insu Han ⋅ Sungsoo Ahn
[ OpenReview] 
Poster
None
SALAAD: Sparse And Low-Rank Adaptation via ADMM for Large Language Model Inference
Hao Ma ⋅ Melis Ilayda Bal ⋅ Liang Zhang ⋅ Bingcong Li ⋅ Niao He ⋅ Melanie Zeilinger ⋅ Michael Muehlebach
[ OpenReview] 
Poster
None
Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
Mingqing Xiao ⋅ Yansen Wang ⋅ Dongqi Han ⋅ Caihua Shan ⋅ Dongsheng Li
[ OpenReview] 
Poster
None
Diffusion Language Model Parallel Decoding via Product-of-Experts Bridge
Juntong Shi ⋅ Brian Trippe ⋅ Jure Leskovec ⋅ Stefano Ermon ⋅ Minkai Xu
[ OpenReview] 
Poster
None
Neural QAOA$^2$: Differentiable Joint Graph Partitioning and Parameter Initialization for Quantum Combinatorial Optimization
Zubin Zheng ⋅ Jiahao Wu ⋅ Shengcai Liu
[ OpenReview] 
Poster
None
GUDA: Counterfactual Group-wise Training Data Attribution for Diffusion Models via Unlearning
Naoki Murata ⋅ Yuhta Takida ⋅ Chieh-Hsin Lai ⋅ Toshimitsu Uesaka ⋅ Bac Nguyen ⋅ Stefano Ermon ⋅ Yuki Mitsufuji
[ OpenReview] 
Poster
None
Learning Unmasking Policies for Diffusion Language Models
Metod Jazbec ⋅ Theo X. Olausson ⋅ Louis Béthune ⋅ Pierre Ablin ⋅ Michael Kirchhof ⋅ Joao Monteiro ⋅ Victor Guilherme Turrisi da Costa ⋅ Jason Ramapuram ⋅ Marco Cuturi
[ OpenReview] 
Poster
None
ProAct: A Benchmark and Multimodal Framework for Structure-Aware Proactive Response
Xiaomeng ZHU ⋅ Fengming ZHU ⋅ Weijie Zhou ⋅ Ye Tian ⋅ Zhenlin Hu ⋅ Yufei Huang ⋅ Yuchun Guo ⋅ Xinyu Wu ⋅ Zhengyou Zhang ⋅ Fangzhen Lin ⋅ Xuantang Xiong
[ OpenReview] 
Poster
None
GeoDM: Geometry-aware Distribution Matching for Dataset Distillation
Xuhui Li ⋅ Zhengquan Luo ⋅ Zihui Cui ⋅ Kai Zhao ⋅ Zhiqiang Xu
[ OpenReview] 
Poster
None
Generalizing Multi-Scale Time-Series Modeling with a Single Operator
Cheonwoo Lee ⋅ Dooho Lee ⋅ Doyun Choi ⋅ Jaemin Yoo
[ OpenReview] 
Poster
None
View Space: Learning Representation across Arbitrary Graphs
Dooho Lee ⋅ Myeong Kong ⋅ Minho Jeong ⋅ Jaemin Yoo
[ OpenReview] 
Poster
None
Towards the Training of Deeper Predictive Coding Neural Networks
Chang Qi ⋅ Matteo Forasassi ⋅ Thomas Lukasiewicz ⋅ Tommaso Salvatori
[ OpenReview] 
Poster
None
AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
Ruijie Shi ⋅ Houbin Zhang ⋅ Yuecheng Han ⋅ Yuheng Wang ⋅ Jingru Fan ⋅ Runde Yang ⋅ Yufan Dang ⋅ Huatao Li ⋅ Dewen Liu ⋅ Yuan Cheng ⋅ Chen Qian
[ OpenReview] 
Poster
None
EcoVLA: Environment-Aware Adaptive Pruning with Interleaved Inference Orchestration for Vision-Language-Action Models
Yuting Huang ⋅ Leilei Ding ⋅ Zhipeng Tang ⋅ Zenghuan Zhu ⋅ Jiajun Deng ⋅ Xinrui Lin ⋅ Shuo Liu ⋅ Haojie Ren ⋅ Jianmin Ji ⋅ Yanyong Zhang
[ OpenReview] 
Poster
None
Position: Agentic AI Is a Foreseeable Pathway to AGI
Junwei Liao ⋅ Shuai Li ⋅ Muning Wen ⋅ Jun Wang ⋅ Weinan Zhang
[ OpenReview] 
Poster
None
FedUSD: Unbiased Synthetic Data for Federated Learning
Weiying Xie ⋅ Chenhe Hao ⋅ Haozhi Shi ⋅ Jitao Ma ⋅ Daixun Li ⋅ Jiazhe Li ⋅ Hengyi Wang ⋅ Leyuan Fang ⋅ Yunsong Li
[ Poster]  [ OpenReview] 
Poster
None
QPoint: End-to-End Lightweight Point Cloud Processing via Robust Quaternion Feature Learning
Zhouzhiming ⋅ Yong He ⋅ Qiaoyun Wu ⋅ Chaoxu Mu ⋅ Ajmal Mian
[ OpenReview] 
Poster
None
Generative Large Neighborhood Search: Scalable Set Cover Optimization via Discrete Diffusion
Achref Jaziri ⋅ Thibaut Cuvelier ⋅ Bruno De Backer
[ OpenReview] 
Poster
None
EgoTactile: Learning Grasp Pressure for Everyday Objects from Egocentric Video
Yuan Zeng ⋅ Yujia Shi ⋅ Tiao Tan ⋅ Xingting Li ⋅ Yaqi Qin ⋅ Zongqing Lu ⋅ Wenming Yang ⋅ Jing-Hao Xue ⋅ Qingmin Liao
[ OpenReview] 
Poster
None
SpikeNet: Sparse Spike-Driven Mask Vector Transformer for Energy-Efficient and Stable Spiking Point Cloud Processing
Zhouzhiming ⋅ Yong He ⋅ Qiaoyun Wu ⋅ Chaoxu Mu ⋅ Ajmal Mian
[ OpenReview] 
Poster
None
UniScale: Adaptive Unified Inference Scaling via Online Joint Optimization of Model Routing and Test-Time Scaling
Kaiyu Huang ⋅ Xingyu Wang ⋅ Mingze Kong ⋅ Zhubo Shi ⋅ Yuqian Hou ⋅ Hong Xu ⋅ Zhongxiang Dai ⋅ Minchen Yu ⋅ Qingjiang Shi
[ OpenReview] 
Poster
None
Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis
Jaeyoon Sim ⋅ Soojin Hwang ⋅ Seunghun Baek ⋅ Guorong Wu ⋅ Won Hwa Kim
[ OpenReview] 
Poster
None
Derivative Informed Learning of Exchange-Correlation Functionals
Eike S. Eberhard ⋅ Luca Anthony Thiede ⋅ Abdulrahman Aldossary ⋅ Andreas Burger ⋅ Nicholas Gao ⋅ Vignesh Bhethanabotla ⋅ Alan Aspuru-Guzik ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
A Spiking Heterogeneous Harmonic Resonate-and-Fire State Space Model for Time Series
Kartikay Agrawal ⋅ Vaishnavi N ⋅ Abhijeet Vikram ⋅ Vedant Sharma ⋅ Ayon Borthakur
[ OpenReview] 
Poster
None
KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting
Sijie Xiong ⋅ Cheng Tang ⋅ Atsushi Shimada
[ OpenReview] 
Poster
None
Regularized Offline Policy Optimization with Posterior Hybrid Bayesian Belief
Hongqiang Lin ⋅ Pengfei Wang ⋅ Nenggan Zheng
[ OpenReview] 
Poster
None
Exploration-free Algorithms for Multi-group Mean Estimation
Ziyi Wei ⋅ Huaiyang Zhong ⋅ Xiaocheng Li
[ OpenReview] 
Poster
None
On the Infinite Width and Depth Limits of Predictive Coding Networks
Francesco Innocenti ⋅ El Mehdi Achour ⋅ Rafal Bogacz
[ OpenReview] 
Poster
None
Unified Time Series Explanations via Semi-Amortized Optimization and Instance-level Multi-Expert Knowledge Distillation
Viet-Hung Tran ⋅ Zichi Zhang ⋅ Ngoc Doan ⋅ Xuan Hoang Nguyen ⋅ Phi Nguyen ⋅ Yimeng An ⋅ Peixin Li ⋅ Hans Vandierendonck ⋅ Ira Assent ⋅ Son Thai
[ OpenReview] 
Poster
None
Quantifying and Optimizing Simplicity via Polynomial Representations
Tianren Zhang ⋅ Xiangxin Li ⋅ Minghao Xiao ⋅ Guanyu Chen ⋅ Feng Chen
[ OpenReview] 
Poster
None
LIF Recurrent Memory Enables Long-Horizon Spiking Computation
Fenghao Liu ⋅ Yipeng Shen ⋅ Peng Chen ⋅ Qian Zheng ⋅ Peng Lin ⋅ Gang Pan
[ OpenReview] 
Poster
None
PLoRA: Efficient Concurrent LoRA Training for Large Language Models
Minghao Yan ⋅ Zhuang Wang ⋅ Zhen Jia ⋅ Shivaram Venkataraman ⋅ Yida Wang
[ OpenReview] 
Poster
None
LAVA: A Unified Framework for Finetuning Language and Vision Models
Daorui Ding ⋅ Fanhua Shang ⋅ Tiancan Feng ⋅ Junkang Liu ⋅ Hongying Liu
[ OpenReview] 
Poster
None
Provably Efficient Policy-Reward Co-Pretraining for Adversarial Imitation Learning
Tian Xu ⋅ Zexuan Chen ⋅ Zhilong Zhang ⋅ Yi-Chen Li ⋅ 陈阳 王 ⋅ lei yuan ⋅ Yang Yu
[ OpenReview] 
Poster
None
Doubly Outlier-Robust Online Infinite Hidden Markov Model
Horace Yiu ⋅ Leandro Sánchez-Betancourt ⋅ Alvaro Cartea ⋅ Gerardo Duran-Martin
[ OpenReview] 
Poster
None
Efficient and Uncertainty-Aware Diffusion Framework for Offline-to-Online Reinforcement Learning
Ha Manh Bui ⋅ Metod Jazbec ⋅ Eric Nalisnick ⋅ Anqi Liu
[ OpenReview] 
Poster
None
FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection
Shan Zhang ⋅ Yongxin He ⋅ Mingming Zhang ⋅ Huiwen Tian ⋅ Lei Ma
[ OpenReview] 
Poster
None
Unsupervised Mode Discovery for Fine-tuning Multimodal Generative Policies
Alberta Longhini ⋅ David Emukpere ⋅ Jean-Michel Renders ⋅ Seungsu Kim
[ OpenReview] 
Poster
None
Geometry-Misalignment in Distributional Learning
Tao Wang ⋅ Xiaoting Zhong
[ OpenReview] 
Poster
None
Multilingual Safety Alignment Via Sparse Weight Editing
Jiaming Liang ⋅ Zhaoxin Wang ⋅ Handing Wang
[ OpenReview] 
Poster
None
Kinematics-Driven Gaussian Shape Deformation for Blurry Monocular Dynamic Scenes
Yeon-Ji Song ⋅ Kiyoung Kwon ⋅ Junoh Lee ⋅ Jin-Hwa Kim ⋅ Byoung-Tak Zhang
[ Poster]  [ OpenReview] 
Poster
None
Scaling Prompt Synthesis for Large Language Model Reasoning
Xueliang Zhao ⋅ Wei Wu ⋅ Jian Guan ⋅ Zhuocheng Gong ⋅ Lingpeng Kong
[ OpenReview] 
Poster
None
Multi-agent imitation learning with function approximation: linear Markov games and beyond
Luca Viano ⋅ Till Freihaut ⋅ Emanuele Nevali ⋅ Volkan Cevher ⋅ Matthieu Geist ⋅ Giorgia Ramponi
[ OpenReview] 
Poster
None
IVQA-LD: Inclusive Multimodal Understanding for Population with Limb-Deficiency
Yan Ke ⋅ Xin Shen ⋅ Jiaying Ying ⋅ Xin Li ⋅ Xin Yu
[ OpenReview] 
Poster
None
OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization
Zhikai Li ⋅ Zhen Dong ⋅ Xuewen Liu ⋅ Jing Zhang ⋅ Qingyi Gu
[ OpenReview] 
Poster
None
Just Ask: Curious Code Agents Reveal System Prompts in Frontier LLMs
Xiang Zheng ⋅ Yutao Wu ⋅ Hanxun Huang ⋅ Yige Li ⋅ Xingjun Ma ⋅ Bo Li ⋅ Yu-Gang Jiang ⋅ Cong Wang
[ OpenReview] 
Poster
None
FakeWorld 1.0: An Omni modal Benchmark for Fake Media and Content
Yifeng Gao ⋅ Yifan Ding ⋅ Li Wang ⋅ Feida Huang ⋅ Ye Sun ⋅ Yixu Wang ⋅ Xin Wang ⋅ Yutao Wu ⋅ Hanxun Huang ⋅ Yunhao Feng ⋅ Yingshui Tan ⋅ Xingjun Ma ⋅ Yu-Gang Jiang
[ OpenReview] 
Poster
None
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
Ruchi Sandilya ⋅ Sumaira Perez ⋅ Charles Lynch ⋅ Lindsay Victoria ⋅ Benjamin Zebley ⋅ Derrick Buchanan ⋅ Mahendra Bhati ⋅ Nolan Williams ⋅ Timothy Spellman ⋅ FAITH GUNNING ⋅ Conor Liston ⋅ Logan Grosenick
[ OpenReview] 
Poster
None
Beyond Trajectory-Level Attribution: Graph-Based Credit Assignment for Agentic Reinforcement Learning
Xin Cheng ⋅ Shuo He ⋅ Lang Feng ⋅ Haiyang Xu ⋅ Ming Yan ⋅ Lei Feng ⋅ Bo An
[ OpenReview] 
Poster
None
Learning Context-Conditioned Predicate Semantics via Prototype Feedback
NamGyu Jung ⋅ Chang Choi
[ OpenReview] 
Poster
None
RiboSphere: Learning Unified and Efficient Representations of RNA Structures
Zhou Zhang ⋅ Hanqun CAO ⋅ Cheng Tan ⋅ Fang Wu ⋅ Pheng Ann Heng ⋅ Tianfan Fu
[ OpenReview] 
Poster
None
Geometry-Correct Diffusion Posterior Sampling with Denoiser-Pullback Curvature Guidance and Manifold-Aligned Damping
Seunghyeok Shin ⋅ Minwoo Kim ⋅ Dabin Kim ⋅ Hongki Lim
[ OpenReview] 
Poster
None
LaST$_{0}$: Latent Spatio-Temporal Chain-of-Thought for Robotic Vision-Language-Action Model
Zhuoyang Liu ⋅ Jiaming Liu ⋅ Hao Chen ⋅ Jiale Yu ⋅ Ziyu Guo ⋅ Chengkai Hou ⋅ Xiangju Mi ⋅ Chenyang Gu ⋅ Renrui Zhang ⋅ Kun Wu ⋅ Zhengping Che ⋅ Jian Tang ⋅ Pheng Ann Heng ⋅ Shanghang Zhang
[ OpenReview] 
Poster
None
Stability and Generalization of Nonconvex Optimization with Heavy-Tailed Noise
Hongxu Chen ⋅ Ke Wei ⋅ Xiaoming Yuan ⋅ Luo Luo
[ OpenReview] 
Poster
None
In-Context Generation with Regional Constraints for Instructional Video Editing
Zhongwei Zhang ⋅ Fuchen Long ⋅ Wei Li ⋅ Zhaofan Qiu ⋅ Wu Liu ⋅ Ting Yao ⋅ Tao Mei
[ OpenReview] 
Poster
None
Multi-Accurate CATE is Robust to Unknown Covariate Shifts
Poster
None
SLIM: Secure and Efficient Inference for Large Language Models on Untrusted Devices via TEEs
Wei Wang ⋅ Zihao Guan ⋅ Xing Zhou ⋅ Yan Ding ⋅ Yusong Tan ⋅ Jie Yu ⋅ Bao Li
[ OpenReview] 
Poster
None
Spurious Correlation Learning in Preference Optimization: Mechanisms, Consequences, and Mitigation via Tie Training
Christian Moya ⋅ Alex Semendinger ⋅ Guang Lin ⋅ Elliott Thornley
[ OpenReview] 
Poster
None
FairGB: A Fair Granular-Ball Generation Method for Data Classification
Qifen Yang ⋅ Yuhui Deng ⋅ Jiande Huang ⋅ Peng Zhou ⋅ Xiwen Lu ⋅ Lin Cui
[ OpenReview] 
Poster
None
Caracal: Causal Architecture via Spectral Mixing
BINGZHENG GAN ⋅ Tianyi Zhang ⋅ LI YUSU ⋅ Jing Huang ⋅ Wei Shi ⋅ Yangkai Ding ⋅ Tao Yu
[ OpenReview] 
Poster
None
Position: Peer Review Should Be Calibrated via LLM Scoring
Zijin Chen ⋅ lesui Yu ⋅ Xiaofei Liao ⋅ Hai Jin ⋅ Qinbin Li
[ OpenReview] 
Poster
None
SAGE-NAS: Synergizing LLM-Based Semantic Agent with Graph-Based Evaluator for Neural Architecture Search
Kaiqi Lin ⋅ Jianping Luo
[ OpenReview] 
Poster
None
PISCES: Annotation-free Text-to-Video Post-Training via Optimal Transport-Aligned Rewards
Minh-Quan Le ⋅ Gaurav Mittal ⋅ Cheng Zhao ⋅ Xianfeng GU ⋅ Samaras Dimitris ⋅ Mei Chen
[ OpenReview] 
Poster
None
SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport
Simon Roschmann ⋅ Paul KRZAKALA ⋅ Sonia Mazelet ⋅ Quentin Bouniot ⋅ Zeynep Akata
[ OpenReview] 
Poster
None
Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting
Heng Zhou ⋅ Xin Sun ⋅ Chao LI
[ OpenReview] 
Poster
None
Inference-time optimization for experiment-grounded protein ensemble generation
Sai Advaith Maddipatla ⋅ Anar Rzayev ⋅ Marco Pegoraro ⋅ Ailie Marx ⋅ Martin Pacesa ⋅ Paul Schanda ⋅ Sanketh Vedula ⋅ Alexander Bronstein
[ OpenReview] 
Poster
None
Causal Effect Identifiability in the Presence of Latent Confounders Without Auxiliary Variables
Xiu-Chuan Li ⋅ James Kwok ⋅ Jiaxian Guo ⋅ Tongliang Liu
[ OpenReview] 
Poster
None
Efficient numeracy in language models through single-token number embeddings
Linus Kreitner ⋅ Paul Hager ⋅ Jonathan Mengedoht ⋅ Georgios Kaissis ⋅ Daniel Rueckert ⋅ Martin Menten
[ OpenReview] 
Poster
None
$V_0$: A Generalist Value Model for Any Policy at State Zero
Yi-Kai Zhang ⋅ Zhiyuan Yao ⋅ Hongyan Hao ⋅ Yueqing Sun ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai ⋅ De-Chuan Zhan ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
Controlling the Risk of Corrupted Contexts for Language Models via Early-Exiting
Andrea Wynn ⋅ Metod Jazbec ⋅ Charith Peris ⋅ Rinat Khaziev ⋅ Anqi Liu ⋅ Daniel Khashabi ⋅ Eric Nalisnick
[ OpenReview] 
Poster
None
CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Subtitle Removal
Qingdong He ⋅ Chaoyi Wang ⋅ Peng TANG ⋅ Yifan Yang ⋅ Xiaobin Hu
[ OpenReview] 
Poster
None
A Regime-Aware Trajectory Prediction Framework for 1000+ Systems Biology Models
heng rao ⋅ Jason Zhang ⋅ Yu Gu ⋅ Zhenghao Liu ⋅ Ge Yu ⋅ Jeffrey Su ⋅ Yang Cao ⋅ Fan Yang ⋅ Minghan Chen
[ Slides]  [ OpenReview] 
Poster
None
A Tale of Two Problems: Multi-Task Bilevel Learning Meets Equality Constrained Multi-Objective Optimization
Zhiyao Zhang ⋅ Myeung Suk Oh ⋅ Zhen Qin ⋅ Jiaxiang Li ⋅ Xin Zhang ⋅ Jia (Kevin) Liu
[ Slides]  [ OpenReview] 
Poster
None
Don't Overthink with Pixels: Efficient Reasoning for Segmentation
Song Wang ⋅ Gongfan Fang ⋅ Lingdong Kong ⋅ Xiangtai Li ⋅ Jianyun Xu ⋅ Sheng Yang ⋅ Qiang Li ⋅ Jianke Zhu ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
DART: Distribution-Aware Adaptive Relational Transfer for Adversarial Attacks against Closed-Source MLLMs
Kaidi Hu ⋅ Guancheng Wan ⋅ Xiao Luo ⋅ Ruigang Yang
[ OpenReview] 
Poster
None
From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model
Bing Hu ⋅ Zaijing Li ⋅ Rui Shao ⋅ Junda Chen ⋅ April Hua Liu ⋅ Wei-Shi Zheng ⋅ Liqiang Nie
[ OpenReview] 
Poster
None
Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis
Hila Chefer ⋅ Patrick Esser ⋅ Dominik Lorenz ⋅ Dustin Podell ⋅ Vikash Raja ⋅ Vinh Tong ⋅ Antonio Torralba ⋅ Robin Rombach
[ OpenReview] 
Poster
None
Transform Trained Transformer for Accelerating Native 4K Video Generation
Weijian Cao ⋅ Junwei Zhu ⋅ Teng Hu ⋅ Yabiao Wang ⋅ Donghao Luo ⋅ Weijian Cao ⋅ Zhenye Gan ⋅ Xiaobin Hu ⋅ Zhucun Xue ⋅ Xiangtai Li ⋅ Chengjie Wang ⋅ Yong Liu
[ OpenReview] 
Poster
None
Safety Generalization Under Distribution Shift in Safe Reinforcement Learning: A Diabetes Testbed
Minjae Kwon ⋅ Josephine Lamp ⋅ Lu Feng
[ OpenReview] 
Poster
None
SS‑TPT: Stability and Suitability-Guided Test-Time Prompt Tuning for Adversarially Robust Vision-Language Models
Sunoh Kim ⋅ Daeho Um
[ Poster]  [ OpenReview] 
Poster
None
CLIP Tricks You: Training-free Token Pruning for Efficient Pixel Grounding in Large Vision-Language Models
Sangin Lee ⋅ Yukyung Choi
[ Slides]  [ OpenReview] 
Poster
None
MALICE: Memory-aware Loop Invariants Generation on Symbolic Execution Traces
Tong Chen ⋅ Siyu Liu ⋅ Hongyi Zhong ⋅ liao zhang ⋅ Lixiang Wang ⋅ Xiwei Wu ⋅ Junchi Yan ⋅ Qinxiang Cao
[ OpenReview] 
Poster
None
Prior Diffusiveness and Regret in the Linear-Gaussian Bandit
Yifan Zhu ⋅ John Duchi ⋅ Benjamin Van Roy
[ OpenReview] 
Poster
None
Alternating Reinforcement Learning for Rubric-Based Reward Modeling in Non-Verifiable LLM Post-Training
Ran Xu ⋅ Tianci Liu ⋅ Zihan Dong ⋅ Tony Yu ⋅ Ilgee Hong ⋅ Carl Yang ⋅ Linjun Zhang ⋅ Tuo Zhao ⋅ Haoyu Wang
[ OpenReview] 
Poster
None
CodeMamba: Shifting from Target Semantics to Self-Supervised Background Manifold Learning for Singularity Detection in Infrared Sequences
Jingwen Ma ⋅ Xinpeng Zhang ⋅ Fan Shi ⋅ Xu Cheng ⋅ Shengyong Chen
[ OpenReview] 
Poster
None
Learning Structured Reasoning via Tractable Trajectory Control
Po-Nien Kung ⋅ Zhen Yang ⋅ Jeffrey Luo ⋅ Cheng-Fu Yang ⋅ Haikang Deng ⋅ Zi-Yi Dou ⋅ Yinfei Yang ⋅ Nanyun Peng ⋅ Zhe Gan ⋅ Kai-Wei Chang
[ OpenReview] 
Poster
None
Distortion of AI Alignment Revisited: RLHF is a Decent Utilitarian Aligner
Kazusato Oko ⋅ Annie Ulichney ⋅ Nika Haghtalab ⋅ Han Bao
[ OpenReview] 
Poster
None
ThunderAgent: A Fast, Simple, and Program-Aware Agentic Inference System
Hao Kang ⋅ Ziyang Li ⋅ Xinyu Yang ⋅ Weili Xu ⋅ Yinfang Chen ⋅ Junxiong Wang ⋅ Beidi Chen ⋅ Tushar Krishna ⋅ Chenfeng Xu ⋅ Simran Arora
[ OpenReview] 
Poster
None
Posterior Behavioral Cloning: Pretraining BC Policies for Efficient RL Finetuning
Andrew Wagenmaker ⋅ Perry Dong ⋅ Raymond Tsao ⋅ Chelsea Finn ⋅ Sergey Levine
[ OpenReview] 
Poster
None
Event2Vec: Processing neuromorphic events directly by representations in vector space
Wei Fang ⋅ Priyadarshini Panda
[ OpenReview] 
Poster
None
Frequency Matching in Spiking Neural Networks for mmWave Sensing
Zhenyu Liao ⋅ Di Yu ⋅ Changze Lv ⋅ Wentao Tong ⋅ Linshan Jiang ⋅ Sijie Ji ⋅ Xin Du ⋅ Hailiang Zhao ⋅ Xiaoqing Zheng ⋅ Shuiguang Deng
[ OpenReview] 
Poster
None
Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
JianKui Zhou ⋅ Jing Yao ⋅ Xiaoyuan Yi ⋅ Peng Zhang ⋅ Ning Gu ⋅ Zhan Hu ⋅ Xing Xie ⋅ Tun Lu
[ OpenReview] 
Poster
None
Quantum Algorithms for Triangle Cut Sparsification
Shan Jiang ⋅ Pan Peng
[ OpenReview] 
Poster
None
SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies
Parv Kapoor ⋅ Akila Ganlath ⋅ Michael Clifford ⋅ Changliu Liu ⋅ Sebastian Scherer ⋅ Eunsuk Kang
[ OpenReview] 
Poster
None
A Control-Theoretic View of Mamba on Stability and Robustness
Liang Cao ⋅ Weide Liu ⋅ Zhuo Chen ⋅ Yan Qin
[ OpenReview] 
Poster
None
Spectra: Rethinking Optimizers for LLMs Under Spectral Anisotropy
Zhendong Huang ⋅ Hengjie Cao ⋅ Fang DONG(董方) ⋅ Ruijun Huang ⋅ Mengyi Chen ⋅ Yifeng Yang ⋅ Xin Zhang ⋅ Anrui Chen ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Tun Lu ⋅ Fan Yang ⋅ Li Shang
[ OpenReview] 
Poster
None
On the Theory of Continual Learning with Gradient Descent for Neural Networks
Hossein Taheri ⋅ Avishek Ghosh ⋅ Arya Mazumdar
[ OpenReview] 
Poster
None
From Extrinsic to Intrinsic: Geodesic-Guided Representation Learning for 3D Geometric Data
Yuming ZHAO ⋅ Junhui Hou ⋅ Qijian Zhang ⋅ Jia Qin ⋅ Ying He
[ OpenReview] 
Poster
None
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
Zhendong He ⋅ Qiyuan Dai ⋅ Guanbin Li ⋅ Liang Lin ⋅ Sibei Yang
[ OpenReview] 
Poster
None
GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs
Jianing Deng ⋅ Song Wang ⋅ Dongwei Wang ⋅ Zijie Liu ⋅ Tianlong Chen ⋅ Huanrui Yang ⋅ Jingtong Hu
[ OpenReview] 
Poster
None
iWorld-Bench: A Benchmark for Interactive World Models with a Unified Action Generation Framework
Jianjie Fang ⋅ Yingshan Lei ⋅ Qin Wan ⋅ Ziyou Wang ⋅ Yuchao Huang ⋅ Yongyan Xu ⋅ Baining Zhao ⋅ Weichen Zhang ⋅ Chen Gao ⋅ Xinlei Chen ⋅ Yong Li
[ OpenReview] 
Poster
None
Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge
Xutao Ma ⋅ Yixiao Huang ⋅ Hanlin Zhu ⋅ Somayeh Sojoudi
[ OpenReview] 
Poster
None
Q-DiT4SR: Exploration of Detail-Preserving Diffusion Transformer Quantization for Real-World Image Super-Resolution
Xun Zhang ⋅ Kaicheng Yang ⋅ Hongliang Lu ⋅ Haotong Qin ⋅ Yong Guo ⋅ Yulun Zhang
[ OpenReview] 
Poster
None
RobuQ: Pushing DiTs to W1.58A2 via Robust Activation Quantization
Kaicheng Yang ⋅ Xun Zhang ⋅ Haotong Qin ⋅ Yucheng Lin ⋅ Kaisen Yang ⋅ Xianglong Yan ⋅ Yulun Zhang
[ OpenReview] 
Poster
None
The Truth Lies Somewhere in the Middle (of the Generated Tokens)
Sophie Wang ⋅ Phillip Isola ⋅ Brian Cheung
[ OpenReview] 
Poster
None
SD-MoE: Spectral Decomposition for Effective Expert Specialization
Ruijun Huang ⋅ Fang DONG(董方) ⋅ Xin Zhang ⋅ Hengjie Cao ⋅ Zhendong Huang ⋅ Anrui Chen ⋅ Jixian Zhou ⋅ Mengyi Chen ⋅ Yifeng Yang ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Tun Lu ⋅ Fan Yang ⋅ Chun Zhang ⋅ Li Shang
[ OpenReview] 
Poster
None
Unsupervised Camouflaged Object Detection with Dual-Eigenvector Spectral Pseudo-Labeling and Contrastive Refinement
Pingzhu Liu ⋅ Chunming He ⋅ Zunnan Xu ⋅ Chao Hao ⋅ Bo Zhao ⋅ Xingyu Shao ⋅ Jun Zhou ⋅ Zitong YU ⋅ Xiu Li
[ OpenReview] 
Poster
None
DOUBT: Decoupled Object-level Understanding and Bridging via vMF-based Trustworthiness for Hallucination Detection in MLLMs
Kaiqi Chen ⋅ Yang Qin ⋅ Changhao He ⋅ Xi Peng ⋅ Peng Hu
[ OpenReview] 
Poster
None
Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning
Puning Yang ⋅ Junchi Yu ⋅ Qizhou Wang ⋅ Phil Torr ⋅ Bo Han ⋅ Xiuying Chen
[ Poster]  [ OpenReview] 
Poster
None
Pluralistic Leaderboards
Nika Haghtalab ⋅ Ariel Procaccia ⋅ Han Shao ⋅ Serena Wang ⋅ Kunhe Yang
[ OpenReview] 
Poster
None
Beyond Point Predictions: Manifold Expansion and Dual Alignment for Robust Time Series Distillation
Junyao Hong ⋅ Zesheng Lai ⋅ Xinyi Xiao ⋅ Suyang Zhou ⋅ Aodong Shen ⋅ Youyong Kong
[ OpenReview] 
Poster
None
Mitigating Translationese Bias in Multilingual LLM-as-a-Judge via Disentangled Information Bottleneck
Hongbin Zhang ⋅ Kehai Chen ⋅ Xuefeng Bai ⋅ Youcheng Pan ⋅ Yang Xiang ⋅ Jinpeng Wang ⋅ Min zhang
[ OpenReview] 
Poster
None
$\mathcal{O}(\log N)$ Latent Dimension Suffices for Universal Approximation of Permutation-invariant Function
Min ZHOU ⋅ Enming Liang ⋅ Minghua Chen
[ OpenReview] 
Poster
None
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
Ziyu Zheng ⋅ Yaming Yang ⋅ Ziyu Guan ⋅ Wei Zhao ⋅ Xinyan Huang
[ OpenReview] 
Poster
None
Ripple Perturbations Through Structure: Likelihood-Constrained Adversarial Attacks on Heterogeneous Tabular Data
Zhengjie Zhou ⋅ Jiahuan Yan ⋅ Boqun Ma ⋅ Weiwei Feng ⋅ Tengfei LIU ⋅ Weiqiang Wang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
VSCD: Video-based Scene Change Detection in Unaligned Scenes
Jiae Yoon ⋅ Ue-Hwan Kim
[ Poster]  [ OpenReview] 
Poster
None
Flexibility-Aware Geometric Latent Diffusion for Full-Atom Peptide Design
Dongjiang Niu ⋅ Xiaofeng Wang ⋅ Zhiqiang Wei ⋅ Zhen Li
[ OpenReview] 
Poster
None
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM Hallucinations
Ernests Lavrinovics ⋅ Russa Biswas ⋅ Katja Hose ⋅ Johannes Bjerva
[ OpenReview] 
Poster
None
From Absolute to Relative: Rethinking Reward Shaping in Group-Based Reinforcement Learning
Wenzhe Niu ⋅ Wei He ⋅ Zongxia Xie ⋅ Jinpeng Ou ⋅ Huichuan Fan ⋅ Yuchen Ge ⋅ Yanru Sun ⋅ Ziyin Wang ⋅ Yizhao Sun ⋅ Chengshun Shi ⋅ Jiuchong Gao ⋅ Jinghua Hao ⋅ Renqing He
[ OpenReview] 
Poster
None
LIVE: Long-horizon Interactive Video World Modeling
Junchao Huang ⋅ Ziyang Ye ⋅ Xinting Hu ⋅ Tianyu He ⋅ Guiyu Zhang ⋅ Shaoshuai Shi ⋅ Jiang Bian ⋅ Li Jiang
[ OpenReview] 
Poster
None
Veda: Scalable Video Diffusion via Distilled Sparse Attention
Shihao Han ⋅ Hao Yang ⋅ Xinting Hu ⋅ Xiaofeng Mei ⋅ Yi Jiang ⋅ XIAOJUAN QI
[ OpenReview] 
Poster
None
L2G-NET: Local to Global Spectral Graph Neural Networks via Cauchy Factorizations
Samuel Fernandez ⋅ Eduardo Pavez ⋅ Antonio Ortega
[ OpenReview] 
Poster
None
Can LLMs Reason Structurally? Benchmarking via the lens of Data Structures
Yu He ⋅ Yingxi Li ⋅ Colin White ⋅ Ellen Vitercik
[ OpenReview] 
Poster
None
Data- and Variance-dependent Regret Bounds for Online Tabular MDPs
Mingyi Li ⋅ Taira Tsuchiya ⋅ Kenji Yamanishi
[ OpenReview] 
Poster
None
Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising
Kangjia Yan ⋅ Chenxi Liu ⋅ Hao Miao ⋅ Xinle Wu ⋅ Yan Zhao ⋅ Chenjuan Guo ⋅ Bin Yang
[ OpenReview] 
Poster
None
SpatialJB: How Text Distribution Art Becomes The "Jailbreak Key" for LLM Guardrails
Zhiyi Mou ⋅ Jingyuan Yang ⋅ ZEHENG QIAN ⋅ Wangze Ni ⋅ Tianfang Xiao ⋅ Ning Liu ⋅ Chen Zhang ⋅ Zhan Qin ⋅ Kui Ren
[ OpenReview] 
Poster
None
Last-Iterate Convergence of Regularized Gradient Methods for Stochastic Monotone Variational Inequalities
Shinji Ito ⋅ Kenshi Abe ⋅ Kaito Ariu ⋅ Taira Tsuchiya
[ OpenReview] 
Poster
None
Closing the Expression Gap in LLM Instructions via Socratic Questioning
Jianwen Sun ⋅ Yukang Feng ⋅ Yifan Chang ⋅ Chuanhao Li ⋅ Zizhen Li ⋅ Jiaxin Ai ⋅ Fanrui Zhang ⋅ Yu Dai ⋅ Kaipeng Zhang
[ OpenReview] 
Poster
None
Temporal Difference Learning with Compressed Updates: Error-Feedback meets Reinforcement Learning
Poster
None
Spike Camera Autofocus via Frequency-Domain Spectral-Centroid Migration
Xijie Xiang ⋅ Lin Zhu ⋅ Yonghong Tian
[ OpenReview] 
Poster
None
Bridging Time and Frequency: A Joint Modeling Framework for Irregular Multivariate Time Series Forecasting
Xiangfei Qiu ⋅ Kangjia Yan ⋅ Xvyuan Liu ⋅ Xingjian Wu ⋅ Jilin Hu
[ OpenReview] 
Poster
None
Energy-Structured Low-Rank Adaptation for Continual Learning
Longhua Li ⋅ Lei Qi ⋅ Qi Tian ⋅ Xin Geng
[ OpenReview] 
Poster
None
The Theory and Practice of MAP Inference over Non-Convex Constraints
Leander Kurscheidt ⋅ Gabriele Masina ⋅ Roberto Sebastiani ⋅ Antonio Vergari
[ OpenReview] 
Poster
None
Bio-Vision-Inspired Spiking Neural Networks for Object Detection with Event Cameras
Dongyang Ma ⋅ Zhengyu Ma ⋅ Yifan Huang ⋅ Chenlin Zhou ⋅ Wei Zhang ⋅ Yonghong Tian
[ OpenReview] 
Poster
None
Towards Reliable Marking and Verification of AI-Generated Text via Geometry-aware Sentence-level Watermarking
Yubing Ren ⋅ Ping Guo ⋅ Yanan Cao
[ OpenReview] 
Poster
None
Bridging the Gap in Autonomous Science: The Corpus and Benchmark for Biological Protocol Reasoning
Yuyang Liu ⋅ Liuzhenghao Lv ⋅ Xiancheng Zhang ⋅ Jingya Wang ⋅ Li Yuan ⋅ Yonghong Tian
[ OpenReview] 
Poster
None
Multi-timescale Reinforcement Learning by Value Reconstruction
Zhan Su ⋅ Peixi Peng ⋅ Xinyu Hu ⋅ Cong Li ⋅ Yisen Zhao ⋅ Zhuojian Li ⋅ Yonghong Tian ⋅ Fanqi Shen
[ OpenReview] 
Poster
None
Learning Rate Annealing Improves Tuning Robustness in Stochastic Optimization
Amit Attia ⋅ Tomer Koren
[ OpenReview] 
Poster
None
Flat Minima and Generalization: Insights from Stochastic Convex Optimization
Matan Schliserman ⋅ Shira Vansover-Hager ⋅ Tomer Koren
[ OpenReview] 
Poster
None
Discovering Implicit Large Language Model Alignment Objectives
Edward Chen ⋅ Sanmi Koyejo ⋅ Carlos Guestrin
[ OpenReview] 
Poster
None
The Power of Power Law: Asymmetry Enables Compositional Reasoning
Zixuan Wang ⋅ Xingyu Dang ⋅ Jason Lee ⋅ Kaifeng Lyu
[ OpenReview] 
Poster
None
SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection
Kexian Tang ⋅ Jiani Wang ⋅ Shaowen Wang ⋅ Kaifeng Lyu
[ OpenReview] 
Poster
None
Var-JEPA: Variational Joint-Embedding Predictive Architecture – Bridging Predictive and Generative Self-Supervised Learning
Moritz Gögl ⋅ Christopher Yau
[ OpenReview] 
Poster
None
Reliable Confidence Alignment for Generalized Category Discovery
Jiawei Yu ⋅ Zijian Gao ⋅ Tianjiao Wan ⋅ Xuan Liu ⋅ Cheng Yang ⋅ Kele Xu
[ OpenReview] 
Poster
None
Towards Fully Parameter-Free Stochastic Optimization: Grid Search with Self-Bounding Analysis
Yuheng Zhao ⋅ Yu-Hu Yan ⋅ Amit Attia ⋅ Tomer Koren ⋅ Lijun Zhang ⋅ Peng Zhao
[ OpenReview] 
Poster
None
EEG-Based Multimodal Learning via Hyperbolic Mixture-of-Curvature Experts
Runhe Zhou ⋅ Shanglin Li ⋅ Guanxiang Huang ⋅ Xinliang Zhou ⋅ Qibin Zhao ⋅ Motoaki Kawanabe ⋅ Yi Ding ⋅ Cuntai Guan
[ OpenReview] 
Poster
None
MTNL: A Unified Modeling Perspective for Enhancing Tensor Network Learning
Junhua Zeng ⋅ Yuning Qiu ⋅ Binghua Li ⋅ Chao Li ⋅ Qibin Zhao ⋅ Guoxu Zhou
[ OpenReview] 
Poster
None
Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance
Bohdan Turbal ⋅ Blossom Metevier ⋅ Max Springer ⋅ Aleksandra Korolova
[ OpenReview] 
Poster
None
Optimal Learning from Label Proportions with General Loss Functions
Lorne Applebaum ⋅ Travis Dick ⋅ Claudio Gentile ⋅ Haim Kaplan ⋅ Tomer Koren
[ Poster]  [ OpenReview] 
Poster
None
FOAM: Blocked State Folding for Memory-Efficient LLM Training
Ziqing Wen ⋅ Jiahuan Wang ⋅ ping luo ⋅ Dongsheng Li ⋅ Tao Sun
[ OpenReview] 
Poster
None
JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
Zhan Liu ⋅ Changli Tang ⋅ Yuxin WANG ⋅ Zhiyuan Zhu ⋅ Youjun Chen ⋅ Yiwen Shao ⋅ TIANZI WANG ⋅ Lei Ke ⋅ Zengrui Jin ⋅ Chao Zhang
[ OpenReview] 
Poster
None
Remove the Ambiguity: Few-shot Multimodal Anomaly Detection Using Crossmodal Feature Replacers
Yuan Guo ⋅ Wanqi Zhang ⋅ Xu Wang
[ OpenReview] 
Poster
None
Optimization Dynamics of Equivariant and Augmented Neural Networks
Poster
None
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders
Siqi Kou ⋅ Jiachun Jin ⋅ Zetong Zhou ⋅ Ye Ma ⋅ Yugang Wang ⋅ Quan Chen ⋅ Peng Jiang ⋅ Xiao Yang ⋅ Jun Zhu ⋅ Kai Yu ⋅ Zhijie Deng
[ OpenReview] 
Poster
None
Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment
Wuqing Yu ⋅ Weichen Guo ⋅ Jian Zhou ⋅ Shuyu Luo ⋅ Jiacai Zhang
[ Poster]  [ OpenReview] 
Poster
None
Information Flow Reveals When to Trust Language Models
Rui Xu ⋅ Yi Chen ⋅ Jiujiu Chen ⋅ Sihong Xie
[ Poster]  [ OpenReview] 
Poster
None
GCIB: Graph Contrastive Information Bottleneck for Multi-Behavior Recommendation
Likang Wu ⋅ Zihao Chen ⋅ Jianxin Zhang ⋅ Sangqi Zhu ⋅ Yuanyuan Ge ⋅ Haipeng Yang ⋅ Lei Zhang
[ OpenReview] 
Poster
None
Learning Manifold and Itô Dynamics with Branched Neural Rough Differential Equations
Luke Thompson ⋅ Dai Shi ⋅ Lequan Lin ⋅ Junbin Gao ⋅ Andi Han
[ OpenReview] 
Poster
None
Long Grounded Thoughts: Synthesizing Grounded Visual Problems and Distilling Reasoning Chains at Scale
David Acuna ⋅ Chao-Han Yang ⋅ Yuntian Deng ⋅ Jaehun Jung ⋅ Ximing Lu ⋅ Prithviraj Ammanabrolu ⋅ Hyunwoo Kim ⋅ Yuan-Hong Liao ⋅ Yejin Choi
[ OpenReview] 
Poster
None
Experience is the Best Teacher: Motivating Effective Exploration in Reinforcement Learning for LLMs
Wenjian Zhang ⋅ Kongcheng Zhang ⋅ Jiaxin Qi ⋅ Baisheng Lai ⋅ Jianqiang Huang
[ OpenReview] 
Poster
None
Position: Child Safety Necessitates New Approaches to AI Safety
Neil Kale ⋅ Rebecca Portnoff ⋅ Pratiksha Thaker ⋅ Michael Simpson ⋅ Robertson Wang ⋅ Kevin Kuo ⋅ Chhavi Yadav ⋅ Virginia Smith
[ OpenReview] 
Poster
None
CGSVD: Cascaded Granular Singular Value Decomposition for Large Language Model Compression
Yuli Chen ⋅ Shuhao Zhang ⋅ Jiale Han ⋅ Fanshen Meng ⋅ Haishen Jiang ⋅ Bo Cheng ⋅ Qiang Tong ⋅ Xiulei Liu
[ OpenReview] 
Poster
None
Membership Inference Attacks for Unseen Classes
Pratiksha Thaker ⋅ Neil Kale ⋅ Steven Wu ⋅ Virginia Smith
[ OpenReview] 
Poster
None
Replay Failures as Successes: Sample-Efficient Reinforcement Learning for Instruction Following
Kongcheng Zhang ⋅ QI YAO ⋅ Shunyu Liu ⋅ Wenjian Zhang ⋅ Cen ⋅ Yang Zhou ⋅ Wenkai Fang ⋅ Yiru Zhao ⋅ Baisheng Lai ⋅ Mingli Song
[ OpenReview] 
Poster
None
Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure
Chenchen Tan ⋅ Xinghao Li ⋅ Shujie Cui ⋅ Youyang Qu ⋅ Cunjian Chen ⋅ Longxiang Gao
[ Poster]  [ OpenReview] 
Poster
None
From Text to Forecasts: Bridging Modality Gap with Temporal Evolution Semantic Space
Lehui Li ⋅ Yuyao Wang ⋅ Jisheng Yan ⋅ Wei Zhang ⋅ Jinliang Deng ⋅ Haoliang Sun ⋅ Zhongyi Han ⋅ Yongshun Gong
[ OpenReview] 
Poster
None
SegPVSG: Panoptic Video Scene Graph Generation via Temporal Focusing and Generative Augmentation
YiKai Li ⋅ Quhui Ke ⋅ Jinglin Liang ⋅ Zhiyuan Zhang ⋅ Zhidi Lin ⋅ Shuangping Huang
[ OpenReview] 
Poster
None
A Unifying View of Variational Generative Wasserstein Flows
Paul Caucheteux ⋅ Clément Bonet ⋅ Anna Korba
[ OpenReview] 
Poster
None
Unified Multimodal Autoregressive Modeling with Shared Context—Visual Tokenizer is Key to Unification
Wujian Peng ⋅ Lingchen Meng ⋅ Yuxuan Cai ⋅ Xianwei Zhuang ⋅ Yuhuan Yang ⋅ Rongyao Fang ⋅ Chenfei Wu ⋅ Junyang Lin ⋅ Zuxuan Wu ⋅ Shuai Bai
[ OpenReview] 
Poster
None
AgentExpt: Automating AI Experiment Design with LLM-based Resource Retrieval Agent
Yu Li ⋅ Lehui Li ⋅ Lin Chen ⋅ Qingmin Liao ⋅ Fengli Xu ⋅ Yong Li
[ OpenReview] 
Poster
None
Reliable Thinking with Images
Haobin Li ⋅ Yutong Yang ⋅ Yijie Lin ⋅ daixiang ⋅ Mouxing Yang ⋅ Xi Peng
[ OpenReview] 
Poster
None
Regularized Discriminative Alignment for Deep Representations under Label Shift
Hengchao Shi ⋅ Boen Jiang ⋅ Guanhua Fang ⋅ Wen Yu ⋅ Ming Zheng
[ OpenReview] 
Poster
None
RLCracker: Evaluating the Worst-Case Vulnerability of LLM Watermarks with Adaptive RL Attacks
Hanbo Huang ⋅ Yiran Zhang ⋅ Hao Zheng ⋅ Xuan Gong ⋅ Yihan Li ⋅ Lin Liu ⋅ Zhuotao Liu ⋅ Shiyu Liang
[ Poster]  [ OpenReview] 
Poster
None
Generalist Graph Anomaly Detection via Prototype-Based Distillation
Yiming Xu ⋅ Zihan Chen ⋅ Zhen Peng ⋅ Song Wang ⋅ Bin Shi ⋅ Bo Dong ⋅ Chao Shen
[ OpenReview] 
Poster
None
Multi-Integration of Labels across Categories for Component Identification (MILCCI)
Noga Mudrik ⋅ Yuxi Chen ⋅ Gal Mishne ⋅ Adam Charles
[ OpenReview] 
Poster
None
Attention Sinks in Diffusion Transformers: A Causal Analysis
FANGZHENG WU ⋅ Brian Summa
[ OpenReview] 
Poster
None
NanoSpec: Accelerating Speculative Decoding using Minimalist In-Context Vocabularies
Zhiyang Chen ⋅ Daliang Xu ⋅ Yinyuan Zhang ⋅ Chenghua Wang ⋅ Mengwei Xu ⋅ Yun Ma
[ OpenReview] 
Poster
None
Understanding MARS: When Scaling Momentum Provably Helps
Egor Shulgin ⋅ Tamaz Gadaev ⋅ Sarit Khirirat ⋅ Peter Richtarik
[ OpenReview] 
Poster
None
Memoria-Bench: A Comprehensive Benchmark for Evaluating Memory in Long-Horizon Autonomous Agents
Qiufeng Wang ⋅ Jiaxuan Zhu ⋅ Ziteng Feng ⋅ Zhenyu Cui ⋅ Jialong Wu ⋅ Shuxia Lin ⋅ Caorui Li ⋅ Renzhao Liang ⋅ Yifei Yu ⋅ Kun Wang ⋅ Qiankun Li ⋅ Guibin Zhang ⋅ Siming Huang ⋅ Xianzhen Luo ⋅ Jie Wang ⋅ Junnan Dong ⋅ Siyu An ⋅ Biao Liu ⋅ Yidong Wang ⋅ Cunxiang Wang ⋅ Yu Chen ⋅ Zhenhong Zhou ⋅ Liang Lin ⋅ Zhongxiang Sun ⋅ Deng-Bao Wang ⋅ Xu Yang ⋅ Yang Liu ⋅ Min-Ling Zhang ⋅ di yin ⋅ Xing Sun ⋅ Jiaheng Liu ⋅ Qian-Wen Zhang
[ OpenReview] 
Poster
None
Stabilizing PPO via Latent-Space Regularization and KDE-Driven Exploration
Meiyu Du ⋅ Yuqing Gao ⋅ Wei Wang
[ OpenReview] 
Poster
None
Real-Time Monitoring and Calibration of Chain-of-Thought Sycophancy in Large Reasoning Models
Jingyu Hu ⋅ Shu Yang ⋅ Xilin Gong ⋅ Hongming Wang ⋅ Weiru Liu ⋅ Di Wang
[ OpenReview] 
Poster
None
PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks
Zhenxin Ai ⋅ Haiyun He
[ OpenReview] 
Poster
None
Towards Context-Invariant Safety Alignment for Large Language Models
Yixu Wang ⋅ Yang Yao ⋅ Xin Wang ⋅ Yifeng Gao ⋅ Yan Teng ⋅ Xingjun Ma ⋅ Yingchun Wang
[ OpenReview] 
Poster
None
Data Provenance Auditing of Fine-Tuned Large Language Models with a Text-Preserving Technique
Yanming Li ⋅ Cédric Eichler ⋅ Nicolas Anciaux ⋅ Alexandra Bensamoun ⋅ Lorena Gonzalez-Manzano ⋅ Seifeddine Ghozzi
[ OpenReview] 
Poster
None
Attention Sink Forges Native MoE in Attention Layers: Sink-Aware Training to Address Head Collapse
Zizhuo Fu ⋅ Wenxuan Zeng ⋅ Runsheng Wang ⋅ Meng Li
[ OpenReview] 
Poster
None
Two Calm Ends and the Wild Middle: A Geometric Picture of Memorization in Diffusion Models
Nick Dodson ⋅ Xinyu Gao ⋅ Qingsong Wang ⋅ Yusu Wang ⋅ Zhengchao Wan
[ OpenReview] 
Poster
None
A Direct Second-Order Method for Solving Two-Player Zero-Sum Games
David Yang ⋅ Yuan Gao ⋅ Tianyi Lin ⋅ Christian Kroer
[ OpenReview] 
Poster
None
PonderLM-2: Pretraining LLM with Latent Thoughts in Continuous Space
Boyi Zeng ⋅ He Li ⋅ Shixiang Song ⋅ Yixuan Wang ⋅ Zitong Wang ⋅ Ziwei He ⋅ Xinbing Wang ⋅ Zhouhan Lin
[ OpenReview] 
Poster
None
Embedding Hybrid Systems into Continuous Latent Vector Fields
Sangli Teng ⋅ Hang Liu ⋅ Koushil Sreenath
[ OpenReview] 
Poster
None
Learning with Admissibility: Robust Fuzzy Hashing for Cross-Modal Retrieval with Noisy Labels
Xincheng Sun ⋅ Ruitao Pu ⋅ Guangsi Shi ⋅ Zhenwen Ren ⋅ Peng Hu ⋅ Yuan Sun
[ OpenReview] 
Poster
None
ReasonEdit: Editing Vision--Language Models using Human Reasoning
Jiaxing Qiu ⋅ Kaihua Hou ⋅ Roxana Daneshjou ⋅ Ahmed Alaa ⋅ Thomas Hartvigsen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
DRIVE: Distributional and Retrieval-Augmented Bidding with Value Evaluation
Miduo Cui ⋅ Haochen Wang ⋅ Shangqin Mao ⋅ Xun Yang ⋅ Qianlong Xie ⋅ Xingxing Wang ⋅ Xuri Ge ⋅ Ying Zhou ⋅ Zhiwei XU
[ OpenReview] 
Poster
None
Hyperbolic Hierarchical Alignment for Video-Based Visible-Infrared Person Re-Identification
Shuang Li ⋅ Changjiang Kuang ⋅ Jiaxu Leng ⋅ Mingpi Tan ⋅ Zhanjie Wu ⋅ Shuanglin Yan ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Reinforcement Learning with Action-Triggered Observations
Alexander Ryabchenko ⋅ Wenlong Mou
[ OpenReview] 
Poster
None
LUCID: Attention with Preconditioned Representations
Sai Surya Duvvuri ⋅ Nirmal Patel ⋅ Nilesh Gupta ⋅ Inderjit Dhillon
[ OpenReview] 
Poster
None
Correspondence Cognitive Learning for Multi-Modal Object Re-Identification
Chao Su ⋅ Shuying Li ⋅ Ruitao Pu ⋅ Dezhong Peng ⋅ Zhenwen Ren ⋅ Yuan Sun
[ OpenReview] 
Poster
None
MuonSSM: Orthogonalizing State Space Models for Sequence Modeling
Thai Khanh Nguyen ⋅ Ngoc Bich Uyen Vo ⋅ Thieu Vo ⋅ Tan Nguyen ⋅ Cuong Pham
[ OpenReview] 
Poster
None
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing
Lanxiang Hu ⋅ Siqi Kou ⋅ Yichao Fu ⋅ Samyam Rajbhandari ⋅ Tajana Rosing ⋅ Yuxiong He ⋅ Zhijie Deng ⋅ Hao Zhang
[ OpenReview] 
Poster
None
MIST: Moment-Aligned Invariant Stability Transform for Robust Flow Matching
Liang Peng ⋅ Deqing Li ⋅ Yujia Wu ⋅ Hao Meng ⋅ Kuan Cao ⋅ Yu Wu ⋅ Xiaoxiao Xu ⋅ Lin Qu
[ OpenReview] 
Poster
None
Hide&Seek: Learning to explain in an end-to-end differentiable network
Tal Ellinson ⋅ Hadi Mohasel Afshar ⋅ Sally Cripps
[ OpenReview] 
Poster
None
Ariadne's Thread of LipSync: Unraveling Forgeries via Inconsistency between Lip Motions and Head Poses
Tianyi She ⋅ Jiawei Liu ⋅ Weifeng Liu ⋅ Hanqing Zhao ⋅ Weiming Zhang ⋅ Kejiang Chen
[ OpenReview] 
Poster
None
Networked Information Aggregation for Binary Classification
MohammadHossein Bateni ⋅ Zahra Hadizadeh ⋅ MohammadTaghi Hajiaghayi ⋅ Mahdi JafariRaviz ⋅ Shayan Taherijam
[ OpenReview] 
Poster
None
TokenRatio: Principled Token-Level Preference Optimization via Ratio Matching
Truong Nguyen ⋅ Tien-Phat Nguyen ⋅ Linh Van ⋅ Duy Nguyen ⋅ Khoa Doan ⋅ Trung Le
[ OpenReview] 
Poster
None
Large Scale Manifold Balanced Clustering
Fangfang Li ⋅ Quanxue Gao ⋅ Xingyu Xue
[ OpenReview] 
Poster
None
Towards Steering without Sacrifice: Principled Training of Steering Vectors for Prompt-only Interventions
Yuntai Bao ⋅ Qinfeng Li ⋅ Xinyan Yu ⋅ Xuhong Zhang ⋅ Ge Su ⋅ Wenqi Zhang ⋅ Liu Yan ⋅ Haiqin Weng ⋅ Jianwei Yin
[ OpenReview] 
Poster
None
VR-Thinker: Boosting Multimodal Reward Models through Think with Image Reasoning
Qunzhong Wang ⋅ Jie Liu ⋅ Jiajun Liang ⋅ Yuanxing Zhang ⋅ Yilei Jiang ⋅ Yaozhi ZHENG ⋅ Xintao Wang ⋅ Pengfei Wan ⋅ Xiangyu Yue ⋅ Jiaheng Liu
[ OpenReview] 
Poster
None
A Recursive Decomposition Framework for Causal Structure Learning in the Presence of Latent Variables
Zheng Li ⋅ Feng Xie ⋅ Shenglan Nie ⋅ Xichen Guo ⋅ Ruxin Wang ⋅ Hao Zhang
[ OpenReview] 
Poster
None
Negatives-Dominant Contrastive Learning for Generalization in Imbalanced Domains
Meng Cao ⋅ Jiexi Liu ⋅ Songcan Chen
[ Poster]  [ OpenReview] 
Poster
None
EAKV: An Entropy-Driven Adaptive KV Compression Framework for Long Video Understanding
Hengrui Hu ⋅ Jingyu Li ⋅ Juntao Liang ⋅ Guanyu Chen ⋅ Lan Zhang
[ OpenReview] 
Poster
None
WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting
Yifan Liu ⋅ Zhiyuan Min ⋅ Zhenwei Wang ⋅ Junta Wu ⋅ Tengfei Wang ⋅ Yixuan Yuan ⋅ Yawei Luo ⋅ Chunchao Guo
[ OpenReview] 
Poster
None
CFPO : Counterfactual Policy Optimization For Multimodal Reasoning
Zhangyuan Yu ⋅ Wanran Sun ⋅ Guangjing Yang ⋅ Xiaohu Wu ⋅ Qicheng Lao
[ OpenReview] 
Poster
None
FUSE: Full‑spectrum Unlearnable Examples via Spectral Equalization
Jiale Cai ⋅ Gezheng Xu ⋅ Zhihao Li ⋅ Ruiyi Fang ⋅ Ruizhi Pu ⋅ di wu ⋅ Qicheng Lao ⋅ Charles X. Ling ⋅ Boyu Wang
[ OpenReview] 
Poster
None
Expert Routing with Synthetic Data for Domain Incremental Learning
Poster
None
Sobolev Regularized Score Difference Estimation in Diffusion Models
Chenghan Xie ⋅ Jose Blanchet ⋅ Renyuan Xu
[ OpenReview] 
Poster
None
Delving into Muon and Beyond: Deep Analysis and Extensions
Xianbiao Qi ⋅ Marco Chen ⋅ Jiaquan Ye ⋅ Yelin He ⋅ Rong Xiao
[ OpenReview] 
Poster
None
XRPO: Pushing the Limits of GRPO with Targeted Exploration and Exploitation
Udbhav Bamba ⋅ Minghao Fang ⋅ Yifan Yu ⋅ Haizhong Zheng ⋅ Fan Lai
[ OpenReview] 
Poster
None
Position: We Need Practical AI Alignment Methods that Mirror Human Reasoning
Vijay Keswani ⋅ Breanna Nguyen ⋅ Cyrus Cousins ⋅ Vincent Conitzer ⋅ Walter Sinnott-Armstrong ⋅ Jana Schaich Borg
[ OpenReview] 
Poster
None
SimpleGPT: Improving GPT via A Simple Normalization Strategy
Marco Chen ⋅ Xianbiao Qi ⋅ Yelin He ⋅ Jiaquan Ye ⋅ Rong Xiao
[ OpenReview] 
Poster
None
Open-Text Aerial Detection: A Unified Framework For Aerial Visual Grounding And Detection
Guoting Wei ⋅ Xia Yuan ⋅ Yu Liu ⋅ Yangzhou ⋅ Haizhao Jing ⋅ Xianbiao Qi ⋅ Chunxia Zhao ⋅ Haokui Zhang ⋅ Rong Xiao
[ OpenReview] 
Poster
None
Semi-Supervised Learning with Noisy Covariates: Generalization Bounds and Distribution Regression
Kwangho Kim ⋅ Jisu Kim
[ OpenReview] 
Poster
None
Mitigating Manifold Departure: Uncertainty-aware Subspace Rectification for Trustworthy MLLM Decoding
Yingxuan Zhuang ⋅ Miao Pan ⋅ Jingxiao Yang ⋅ Jintao Chen ⋅ Cheng Tan ⋅ Yuxiang Cai ⋅ Siwei Tan ⋅ Chen Zhi ⋅ Xuhong Zhang ⋅ Jianwei Yin
[ OpenReview] 
Poster
None
MASPOB: Bandit-Based Prompt Optimization for Multi-Agent Systems with Graph Neural Networks
Zhi Hong ⋅ Qian Zhang ⋅ Jiahang Sun ⋅ Zhiwei Shang ⋅ Mingze Kong ⋅ Xiangyi Wang ⋅ Yao Shu ⋅ Zhongxiang Dai
[ OpenReview] 
Poster
None
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression
Wenjie Du ⋅ Li Jiang ⋅ Keda TAO ⋅ Xue Liu ⋅ Huan Wang
[ OpenReview] 
Poster
None
ARC-Decode: Accelerated Decoding with Risk-Bounded Acceptance
Ying Li ⋅ Zhaode Wang ⋅ Zhiwen Chen ⋅ chengfei lv ⋅ Huan Wang
[ OpenReview] 
Poster
None
Prism-MoE: Efficient Dense-to-MoE Conversion for Visual Autoregressive Generation
Ying Li ⋅ Zefang Wang ⋅ Zhaode Wang ⋅ Zhiwen Chen ⋅ chengfei lv ⋅ Huan Wang
[ OpenReview] 
Poster
None
One-step Latent-free Image Generation with Pixel Mean Flows
Yiyang Lu ⋅ Susie Lu ⋅ Qiao Sun ⋅ Hanhong Zhao ⋅ Zhicheng Jiang ⋅ Xianbang Wang ⋅ Tianhong Li ⋅ Zhengyang Geng ⋅ Kaiming He
[ OpenReview] 
Poster
None
Regret-Based Federated Causal Discovery with Unknown Interventions
Federico Baldo ⋅ Charles Assaad
[ OpenReview] 
Poster
None
FlatLab: A Unified Methodology Framework and Simulation-Based Benchmark for Robotic Manipulation of Flat Objects
Xingyu Zhu ⋅ Wenshuo Han ⋅ Zhouyu Wang ⋅ Yuran Wang ⋅ Ruihai Wu ⋅ Hao Dong ⋅ Fan Tang ⋅ Hechang Chen ⋅ Hyung Jin Chang ⋅ Yixing Gao
[ OpenReview] 
Poster
None
What Information Matters? Graph Out-of-Distribution Detection via Tri-Component Information Decomposition
Danny Wang ⋅ Ruihong Qiu ⋅ Zi Huang
[ OpenReview] 
Poster
None
G$^2$RPO: Geometric GRPO; Escaping LLM's Reasoning Rut to Break Accuracy--Entropy Trade-off
Ali Rad ⋅ Khashayar Filom ⋅ Darioush Keivan ⋅ Peyman Mohajerin Esfahani ⋅ Ehsan Kamalinejad
[ OpenReview] 
Poster
None
GFMate: Empowering Graph Foundation Models with Pre-training-agnostic Test-time Prompt Tuning
Yan Jiang ⋅ Ruihong Qiu ⋅ Zi Huang
[ OpenReview] 
Poster
None
Break the Block: Dynamic-size Reasoning Blocks for Diffusion Large Language Models via Monotonic Entropy Descent with Reinforcement Learning
Yan Jiang ⋅ Ruihong Qiu ⋅ Zi Huang
[ OpenReview] 
Poster
None
Cardio-mmFlow: A Gaussian-Prior-Free Physics-Informed Flow Matching Framework for Electrocardiogram to mmWave Radar Synthesis.
Ziyang LIU ⋅ Ruiqiang Xiao ⋅ CHANG Huang ⋅ KIEREN YU ⋅ Siyuan HE ⋅ Kaishun WU
[ OpenReview] 
Poster
None
CyberCycle: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities
Tianneng Shi ⋅ Robin Rheem ⋅ Dongwei Jiang ⋅ Francisco De La Riega ⋅ Mona Wang ⋅ Zhun Wang ⋅ Jingzhi Jiang ⋅ Alexander Cheung ⋅ Sean Tai ⋅ Jonah Cha ⋅ Jianhong Tu ⋅ Gabriel Han ⋅ Chenguang Wang ⋅ Wenbo Guo ⋅ Jingxuan He ⋅ Dawn Song
[ OpenReview] 
Poster
None
Adaptive Symmetry Discovery for Dynamical System Identification
Behrooz Tahmasebi ⋅ Melanie Weber
[ OpenReview] 
Poster
None
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning
Jian Yao ⋅ Xiongcai Luo ⋅ Ran Cheng ⋅ KC Tan
[ OpenReview] 
Poster
None
RMNP: Row-Momentum Normalized Preconditioning for Scalable Matrix-Based Optimization
Shenyang Deng ⋅ Zhuoli Ouyang ⋅ Ruochen Jin ⋅ Tianyu Pang ⋅ Zihang Liu ⋅ Shuhua Yu ⋅ Yaoqing Yang
[ OpenReview] 
Poster
None
Return-to-Go Is More Than a Number: Q-Guided Alignment for Return-Conditioned Supervised Learning
Yuxiao Yang ⋅ Weitong Zhang
[ OpenReview] 
Poster
None
OPIC: Enhancing Language Model Merging via Optimizing In-Context Capability
Jie He ⋅ Chao Chen ⋅ Weidong Bao ⋅ Zhengyi Zhong ⋅ Shuai Zhang ⋅ Ji Wang
[ OpenReview] 
Poster
None
Uncertainty-Guided Exploration and Stable Planning for Sparse-Reward Manipulation from Limited Demonstrations
Haowen Sun ⋅ Liqi Huang ⋅ li mingyang ⋅ Sihua Ren ⋅ Xinzhe Chen ⋅ Chengzhong Ma ⋅ Zeyang Liu ⋅ Xingyu Chen ⋅ Xuguang Lan
[ OpenReview] 
Poster
None
Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions
boyu shi ⋅ Chang Liu ⋅ Chuanbao Gao ⋅ Xu Yang ⋅ Xin Geng
[ OpenReview] 
Poster
None
Causal Disentangled Anchor Learning for Scalable Fair Multi-view Clustering
Suyuan Liu ⋅ Shengfei Wei ⋅ Wenjing Yang ⋅ Shengju Yu ⋅ Siwei Wang ⋅ Xueqiong Li ⋅ Wenpeng Lu ⋅ Xinwang Liu
[ OpenReview] 
Poster
None
Localizing Memorized Regions in Diffusion Models via Coordinate-Wise Curvature Differences
Gwangho Kim ⋅ Sungyoon Lee
[ OpenReview] 
Poster
None
Consistency Training Is Not Neutral to Alignment
David Africa ⋅ Arathi Mani
[ OpenReview] 
Poster
None
Hydra-Nav: Object Navigation via Adaptive Dual-Process Reasoning
Zixuan Wang ⋅ Huang Fang ⋅ Shaoan Wang ⋅ Yuanfei Luo ⋅ Heng Dong ⋅ Wei Li ⋅ Yiming Gan
[ OpenReview] 
Poster
None
WET: Mitigating World-Conditioned Knowledge Conflicts via World Entropy Tethering
Zixuan Wang ⋅ Yifei He ⋅ Zihan Wang ⋅ Kun Wang ⋅ Chaomeng chen
[ OpenReview] 
Poster
None
In-Context Learning as Rate–Distortion Optimization
Jiayu Zhang ⋅ Changbang Li ⋅ Canran Xiao
[ OpenReview] 
Poster
None
Neural Implicit Action Fields: From Discrete Waypoints to Continuous Functions for Vision-Language-Action Models
Haoyun Liu ⋅ Jianzhuang Zhao ⋅ Xinyuan Chang ⋅ Tianle Shi ⋅ Chuanzhang Meng ⋅ Jiayuan Tan ⋅ Feng Xiong ⋅ Tong Lin ⋅ Dongjie Huo ⋅ Mu Xu ⋅ SongLin Dong ⋅ Zhiheng Ma ⋅ Yihong Gong ⋅ Sheng Zhong
[ OpenReview] 
Poster
None
HALO: A Unified Vision-Language-Action Model for Embodied Multimodal Chain-of-Thought Reasoning
Quanxin Shou ⋅ Fangqi Zhu ⋅ Shuang Chen ⋅ Puxin Yan ⋅ Zhengyang Yan ⋅ Yikun Miao ⋅ Xiaoyi Pang ⋅ Zicong Hong ⋅ Ruikai Shi ⋅ Hao HUANG ⋅ Jie ZHANG ⋅ Song Guo
[ OpenReview] 
Poster
None
Hybrid Policy Distillation for LLMs
Wenhong Zhu ⋅ Ruobing Xie ⋅ Rui Wang ⋅ Pengfei Liu
[ OpenReview] 
Poster
None
Entropy-Aware On-Policy Distillation of Language Models
Woogyeol Jin ⋅ Taywon Min ⋅ Yongjin Yang ⋅ Swanand Kadhe ⋅ Yi Zhou ⋅ Dennis Wei ⋅ Nathalie Baracaldo ⋅ Kimin Lee
[ OpenReview] 
Poster
None
LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models
Wei Zhang ⋅ Lintong Du ⋅ yuanhe zhang ⋅ Zhenhong Zhou ⋅ Kun Wang ⋅ Li Sun ⋅ Sen Su
[ OpenReview] 
Poster
None
Scaling Laws for Precision in High-Dimensional Linear Regression
Dechen Zhang ⋅ Xuan Tang ⋅ Yingyu Liang ⋅ Difan Zou
[ OpenReview] 
Poster
None
See First, Reason Later: Mutual Information-Guided Reinforcement Learning for Vision-Language Models
Junfeng Fang ⋅ Zonghan Wu ⋅ Yin Zhang ⋅ Jiaxuan Zhao ⋅ Zengxiang Li ⋅ Kun Wang ⋅ Qingsong Wen ⋅ Yilei Shao
[ OpenReview] 
Poster
None
EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D Partial Differential Equations
Sungwon Kim ⋅ Juho Song ⋅ Seungmin Shin ⋅ Guimok Cho ⋅ Sangkook Kim ⋅ Chanyoung Park
[ OpenReview] 
Poster
None
[CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation
Akang Wang ⋅ Xili Deng ⋅ Zhanxuan Hu ⋅ Yi Zhao ⋅ Yonghang Tai ⋅ Huafeng Li
[ OpenReview] 
Poster
None
Large Vision–Language Models Get Lost in Attention
Gongli Xi ⋅ Ye Tian ⋅ Mengyu Yang ⋅ Huahui Yi ⋅ Liang Lin ⋅ Xiaoshuai Hao ⋅ Kun Wang ⋅ Wendong Wang
[ OpenReview] 
Poster
None
Return-Aligned Decision Transformer
Poster
None
Optimal Statistical Guarantees for Diffusion Models on Low-Dimensional, Multi-Modal Data
Jingda Wu ⋅ Changxiao Cai
[ OpenReview] 
Poster
None
Learning to Theorize the World from Observation
Doojin Baek ⋅ Gyubin Lee ⋅ Junyeob Baek ⋅ Hosung Lee ⋅ Sungjin Ahn
[ OpenReview] 
Poster
None
What Makes a Good Representation for Single-Cell Perturbation Prediction?
Wenkang Jiang ⋅ Yuhang Liu ⋅ Yichao Cai ⋅ Erdun Gao ⋅ Jiayi Dong ⋅ Ehsan Abbasnejad ⋅ Lina Yao ⋅ Javen Qinfeng Shi
[ OpenReview] 
Poster
None
The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
Mohammad Taufeeque ⋅ Stefan Heimersheim ⋅ Adam Gleave ⋅ Chris Cundy
[ OpenReview] 
Poster
None
Dimension-free convergence of diffusion models for approximate Gaussian mixtures
Gen Li ⋅ Changxiao Cai ⋅ Yuting Wei
[ OpenReview] 
Poster
None
The Truth Stays in the Family: Enhancing Contextual Truthfulness via Inherited Heads in Model Lineages
Miso Choi ⋅ Seonga Choi ⋅ Mincheol Kwon ⋅ Woosung Joung ⋅ Jinkyu Kim ⋅ JUNGBEOM LEE
[ OpenReview] 
Poster
None
Understanding Data Temporality Impact on Large Language Models Pre-training
Hippolyte Pilchen ⋅ Romain Fabre ⋅ Franck SIGNE TALLA ⋅ Patrick Perez ⋅ Edouard Grave
[ OpenReview] 
Poster
None
From Noise to Intent: Anchoring Generative VLA Policies with Residual Bridges
Yiming Zhong ⋅ Yaoyu He ⋅ Zemin Yang ⋅ Pengfei Tian ⋅ Yifan Huang ⋅ Qingqiu Huang ⋅ Xinge Zhu ⋅ Yuexin Ma
[ OpenReview] 
Poster
None
Rethinking Pretraining Data Detection for LLMs: From Local to Global
Chenye Ke ⋅ Yan Zhuang ⋅ Zirui Liu ⋅ Qi Liu
[ Poster]  [ OpenReview] 
Poster
None
GI-GCN: Global Interacted Graph Convolutional Networks via Dominant Sets for Graph Classification
Xinya Qin ⋅ Lu Bai ⋅ Lixin Cui ⋅ Ming Li ⋅ Hangyuan Du ⋅ Ziyu Lyu ⋅ Xin Jin
[ OpenReview] 
Poster
None
Speculative Sampling For Faster Molecular Dynamics
Arthur Kosmala ⋅ Stephan Günnemann ⋅ Meng Gao ⋅ Brandon Wood
[ OpenReview] 
Poster
None
BM^2: Coupled Schrödinger Bridge Matching
Poster
None
Improving CLIP Adaptation by Breaking Tail Alignment for Source-Free Cross-Domain Few-Shot Learning
Shuai Yi ⋅ Yixiong Zou ⋅ Yuhua Li ⋅ Ruixuan Li
[ OpenReview] 
Poster
None
Learning Permutation-invariant Macroscopic Dynamics
Zhichao Han ⋅ Mengyi Chen ⋅ Qianxiao Li
[ OpenReview] 
Poster
None
Hom-PGD+: Fast Reparameterized Optimization over Non-convex Ball-Homeomorphic Set
Chenghao Liu ⋅ Enming Liang ⋅ Minghua Chen
[ OpenReview] 
Poster
None
scChord: A Probabilistic Manifold Rectification Framework for RNA-to-Protein Translation
Jiawei Zhang ⋅ Kangjun Jin ⋅ Shuai Xiao ⋅ Jiachen Yang
[ Poster]  [ OpenReview] 
Poster
None
Mirror Descent Under Generalized Smoothness
Dingzhi Yu ⋅ Wei Jiang ⋅ Hongyi Tao ⋅ Yuanyu Wan ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
Thinking in Latent Space: Progressive Multimodal Simplification for Visual Reasoning
Yuesen Tang ⋅ Yiming Yang ⋅ Tengfei Bao ⋅ Yu Tong
[ OpenReview] 
Poster
None
Layer-wise Gradient Disentanglement: Decoupling Semantics and Preferences in Direct Preference Optimization
Mengyang Li ⋅ Shuang Liu ⋅ Zhong Zhang
[ OpenReview] 
Poster
None
Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
Jongwook Han ⋅ Jongwon Lim ⋅ Injin Kong ⋅ Yohan Jo
[ OpenReview] 
Poster
None
MECAT: A Multi-Experts Constructed Benchmark for Fine-Grained Audio Understanding Tasks
Yadong Niu ⋅ TIANZI WANG ⋅ Heinrich Dinkel ⋅ Xingwei Sun ⋅ Jiahao Zhou ⋅ Gang Li ⋅ Jizhong Liu ⋅ Xunying Liu ⋅ Jian Luan
[ OpenReview] 
Poster
None
Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization
Yuexuan Wang ⋅ Jingyuan Zhou ⋅ Kaidi Yang
[ OpenReview] 
Poster
None
Adaptive Probe-based Steering for Robust LLM Jailbreaking
Junxi Chen ⋅ Junhao Dong ⋅ Xiaohua Xie
[ OpenReview] 
Poster
None
Mitigating Plasticity Loss through Architectural Design in Continual Learning
Niklas Koeppe ⋅ Luiz Felipe Vecchietti ⋅ Dongqi Han ⋅ Dongsheng Li ⋅ Sang Wan Lee
[ OpenReview] 
Poster
None
Leveraging Lineage Barcodes as Natural Augmentations for Contrastive Learning of Cell Fate in scRNA-seq Data
Shizhao Yang ⋅ Yixin Wang ⋅ Kevin Lin
[ OpenReview] 
Poster
None
SJD-SV: Speculative Jacobi Decoding with Semantics Verification for Autoregressive Image Generation
Baoquan Zhang ⋅ Bingqi Shan ⋅ Shihao Fang ⋅ Kenghong Lin ⋅ Xutao Li ⋅ Yunming Ye
[ Poster]  [ OpenReview] 
Poster
None
Best-of-Both-Worlds for Heavy-Tailed Markov Decision Processes
Yu Chen ⋅ Yuhao Liu ⋅ Jiatai Huang ⋅ Yihan Du ⋅ Longbo Huang
[ OpenReview] 
Poster
None
DPO Unchained: Your Training Algorithm is Secretly Disentangled in Human Choice Theory (and Its Loss' Convexity is Dispensable)
Wenxuan Zhou ⋅ Shujian Zhang ⋅ brice magdalou ⋅ John Lambert ⋅ Ehsan Amid ⋅ Richard Nock ⋅ Andrew Hard
[ OpenReview] 
Poster
None
ExSkill: Continual Learning from Experience and Skills in Multimodal Agents
Guanyu Jiang ⋅ Zhaochen Su ⋅ Xiaoye Qu ⋅ Yi Fung
[ OpenReview] 
Poster
None
BiRQA: Bidirectional Robust Quality Assessment for Images
Aleksandr Gushchin ⋅ Dmitriy Vatolin ⋅ Anastasia Antsiferova
[ OpenReview] 
Poster
None
ASTRA: Communication-Efficient Acceleration for Multi-Device Transformer Inference
Xiao Liu ⋅ Lijun Zhang ⋅ Deepak Ganesan ⋅ Hui Guan
[ OpenReview] 
Poster
None
Learning Flexible Generalization in Video Quality Assessment by Bringing Device and Viewing Condition Distributions
Nickolay Safonov ⋅ Dmitriy Vatolin
[ OpenReview] 
Poster
None
Difference-Aware Decision Learning for Multimodal Image Fusion
Hao Pan ⋅ Jian Dai ⋅ Yuan Sun ⋅ Zhenwen Ren ⋅ Xingfeng Li
[ OpenReview] 
Poster
None
ConsMSA: Semantic Distribution Consistency Learning for Multimodal Sentiment Analysis
Pan Wang ⋅ Lipeng Ke ⋅ Huajun Ying ⋅ Pritish Mohapatra ⋅ Rohan Sarkar ⋅ Suresh Lakhani ⋅ sankar venkataraman ⋅ Jingtong Hu
[ OpenReview] 
Poster
None
Robust Vision-Language Models via Manifold-Adversarial Adapters
Hao Li ⋅ Zeyu Xiao ⋅ Junhao Zhou ⋅ Peng Liu ⋅ Yang Zhao ⋅ Wei Jia
[ Slides]  [ OpenReview] 
Poster
None
GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
Yunchao Zhang ⋅ Yijia Weng ⋅ Ruizhe Liu ⋅ Ming Hu ⋅ Leonidas Guibas ⋅ Yanchao Yang
[ OpenReview] 
Poster
None
TrustworthyQENN: A Quantum Evidential Neural Network Based on Complex-Valued Contrastive Learning for Uncertainty Pattern Classification
Xiaolong Chen ⋅ Fuyuan Xiao ⋅ Xiaohong Zhang ⋅ Zehong Cao ⋅ Chin-teng Lin
[ OpenReview] 
Poster
None
Towards Execution-Grounded Automated AI Research
Chenglei Si ⋅ Zitong Yang ⋅ Yejin Choi ⋅ Emmanuel J Candes ⋅ Diyi Yang ⋅ Tatsunori Hashimoto
[ OpenReview] 
Poster
None
IBMA: Information Bottleneck-Based Multimodal Alignment
Yancheng Wang ⋅ Zeyu Dong ⋅ Dongfang Sun ⋅ Alvin Silva ⋅ Teresa Wu ⋅ Yingzhen Yang
[ OpenReview] 
Poster
None
Dependency-Aware Parallel Decoding via Attention for Diffusion LLMs
Bumjun Kim ⋅ Dongjae Jeon ⋅ Moongyu Jeon ⋅ Albert No
[ OpenReview] 
Poster
None
GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
Noah Flynn
[ OpenReview] 
Poster
None
Reflex: Real-Time Vision-Language-Action Control through Streaming Inference
Yuanchun Guo ⋅ Bingyan Liu
[ OpenReview] 
Poster
None
STARCaster: Spatio-Temporal AutoRegressive Video Diffusion for Identity- and View-Aware Talking Portraits
Foivos Paraperas Papantoniou ⋅ Stathis Galanakis ⋅ Rolandos Alexandros Potamias ⋅ Bernhard Kainz ⋅ Stefanos Zafeiriou
[ OpenReview] 
Poster
None
When less gives more: bias from small dataset can speed up training
Jingwen Liu ⋅ Ezra Edelman ⋅ Surbhi Goel ⋅ Bingbin Liu
[ OpenReview] 
Poster
None
Temporal Weighted Encoding: Towards Maximal-Capacity Spike Coding for ANN–SNN Conversion
Yiwen Gu ⋅ Junchuan Gu ⋅ Haibin Shen ⋅ Kejie Huang
[ OpenReview] 
Poster
None
GAE: Unleashing Physical Potential of VLM with Generalizable Action Expert
Mingyu Liu ⋅ Zheng Huang ⋅ Xiaoyi Lin ⋅ Muzhi Zhu ⋅ Canyu Zhao ⋅ Yating Wang ⋅ Haoyi Zhu ⋅ Hao Chen ⋅ Chunhua Shen
[ OpenReview] 
Poster
None
Emergent Communication Under Misinformation
Heeyoung Lee ⋅ Kyungwoo Song
[ OpenReview] 
Poster
None
Pessimistic Verification for Open-Ended Math Questions
Yanxing Huang ⋅ Zihan Tang ⋅ Zejin Lin ⋅ Peng Li ⋅ Yang Liu
[ OpenReview] 
Poster
None
STABLE: Simulation-Ready Tabletop Layout Generation via a Semantics–Physics Dual System
Zhen Luo ⋅ Yixuan Yang ⋅ Xudong XU ⋅ Jinkun Hao ⋅ Zhaoyang Lyu ⋅ Feng Zheng ⋅ Jiangmiao Pang ⋅ Yanwei Fu
[ OpenReview] 
Poster
None
Position: the Stochastic Parrot in the Coal Mine. Model Collapse is a Threat to Low-Resource Communities
Devon Jarvis ⋅ Richard Klein ⋅ Benjamin Rosman ⋅ Steven James ⋅ Stefano Sarao Mannelli
[ OpenReview] 
Poster
None
$E^2$PO: Embedding-perturbed Exploration Preference Optimization for Flow Models
Sujie Hu ⋅ Chubin Chen ⋅ Jiashu Zhu ⋅ Jiahong Wu ⋅ Xiangxiang Chu ⋅ Xiu Li
[ OpenReview] 
Poster
None
Continual Learning through Control Minimization
Sander de Haan ⋅ Yassine Taoudi-Benchekroun ⋅ Pau Vilimelis Aceituno ⋅ Benjamin F. Grewe
[ OpenReview] 
Poster
None
Modeling temporal scRNA-seq data with latent Gaussian process and optimal transport
Mehmet Yigit Balik ⋅ Harri Lähdesmäki
[ OpenReview] 
Poster
None
Setting the Record Straight on Transformer Oversmoothing
Poster
None
Dynamic Symmetric Point Tracking: Tackling Non-ideal Reference in Analog In-memory Training
Quan Xiao ⋅ jindan li ⋅ Zhaoxian Wu ⋅ Tayfun Gokmen ⋅ Tianyi Chen
[ OpenReview] 
Poster
None
Data-Source Adaptive Online Learning under Heteroscedastic Noise
Amith Bhat Hosadurga Anand ⋅ Aadirupa Saha ⋅ Haipeng Luo
[ OpenReview] 
Poster
None
Flatness-Aware Stochastic Gradient Langevin Dynamics
Stefano Bruno ⋅ Youngsik Hwang ⋅ JaeHyeon An ⋅ Sotirios Sabanis ⋅ Dongyoung Lim
[ OpenReview] 
Poster
None
A Probabilistic Framework for LLM-Based Model Discovery
Stefan Wahl ⋅ Raphaela Schenk ⋅ Ali Farnoud ⋅ Jakob Macke ⋅ Daniel Gedon
[ OpenReview] 
Poster
None
SSR-Merge: Subspace Signal Routing for Training-Free LoRA Merging in Diffusion Models
Zhengxuan Wei ⋅ Yi Dong ⋅ Zonghui Li ⋅ Xianhui Lin ⋅ Xing Liu ⋅ Hong Gu ⋅ Shaofeng Zhang ⋅ Wenbin Li ⋅ Qi Fan
[ OpenReview] 
Poster
None
Tempora: Characterising the Time-Contingent Utility of Online Test-Time Adaptation
Sudarshan Sreeram ⋅ Young D. Kwon ⋅ Cecilia Mascolo
[ OpenReview] 
Poster
None
DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model
Shibo Hong ⋅ Boxian Ai ⋅ Jun Kuang ⋅ Wei Wang ⋅ FengJiao Chen ⋅ Zhongyuan Peng ⋅ Chenhao Huang ⋅ Yixin Cao
[ OpenReview] 
Poster
None
Rethinking Sparse Mixture of Experts from a Unified Perspective
Giang Do ⋅ Hung Le ⋅ Truyen Tran
[ OpenReview] 
Poster
None
Eigenvectors of Experts are Training-free Non-collapsing Routers
Giang Do ⋅ Hung Le ⋅ Truyen Tran
[ OpenReview] 
Poster
None
Finding the Minimal Parameter Budget for Implicit Reasoning: A Data Complexity Driven Scaling Law for Language Models
Xinyi Wang ⋅ Shawn Tan ⋅ Shenbo Xu ⋅ Mingyu Jin ⋅ William Wang ⋅ Rameswar Panda ⋅ Yikang Shen
[ OpenReview] 
Poster
None
Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation
Junhyuk So ⋅ Hyunho Kook ⋅ Chaeyeon Jang ⋅ Eunhyeok Park
[ OpenReview] 
Poster
None
PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception
Yana Wei ⋅ Hongbo Peng ⋅ Yanlin Lai ⋅ Liang Zhao ⋅ Kangheng Lin ⋅ En Yu ⋅ Keyu Lv ⋅ Han Zhou ⋅ Yin Tang ⋅ Haodong Li ⋅ Mitt Huang ⋅ Hangyu Guo ⋅ Jianjian Sun ⋅ Zheng Ge ⋅ Xiangyu Zhang ⋅ Daxin Jiang ⋅ Vishal Patel
[ OpenReview] 
Poster
None
Impact of Connectivity on Laplacian Representations in Reinforcement Learning
Tommaso Giorgi ⋅ Pierriccardo Olivieri ⋅ Keyue Jiang ⋅ Laura Toni ⋅ Matteo Papini
[ OpenReview] 
Poster
None
Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
Chengsheng Zhang ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ OpenReview] 
Poster
None
ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools — From Consensus Learning to Ambiguity-Driven Emotion Reasoning
Esther Sun ⋅ Bo-Hao Su ⋅ Abinay Reddy Naini ⋅ Shinji Watanabe ⋅ Carlos Busso
[ OpenReview] 
Poster
None
Generalization and Scaling Laws for Mixture-of-ExpertsTransformers
Mansour ZOUBEIROU A MAYAKI
[ OpenReview] 
Poster
None
Tackling Fake Forgetting through Uncertainty Quantification
Yingdan Shi ⋅ Sijia Liu ⋅ Kaize Ding ⋅ Ren Wang
[ OpenReview] 
Poster
None
Exploring Nonlinear Pathway in Parameter Space for Machine Unlearning
Yingdan Shi ⋅ Ren Wang
[ OpenReview] 
Poster
None
FunPhase: A Periodic Functional Autoencoder for Motion Generation via Phase Manifolds
Marco Pegoraro ⋅ Evan Atherton ⋅ Bruno Roy ⋅ Aliasghar Khani ⋅ Arianna Rampini
[ OpenReview] 
Poster
None
Variational Adapter for Cross-modal Similarity Representation
WenZhang Wei ⋅ Zhipeng Gui ⋅ Dehua Peng ⋅ Tiandi Ye ⋅ Huayi Wu
[ OpenReview] 
Poster
None
Distributional Alignment Games for Answer-Level Fine-Tuning
Mehryar Mohri ⋅ Jon Schneider ⋅ Yifan Wu
[ OpenReview] 
Poster
None
A Unified Framework for Diffusion Model Unlearning with f-Divergence
Nicola Novello ⋅ Federico Fontana ⋅ Luigi Cinque ⋅ Deniz Gunduz ⋅ Andrea Tonello
[ OpenReview] 
Poster
None
MGAL: A Multilingual Granularity-Aware Long-Context Benchmark
Chunhan Li ⋅ Chenglin Xu ⋅ Zongyang Zhang ⋅ Jiale Liu ⋅ Zhuoxi Rao ⋅ Xudong jia ⋅ JUNXIU HE ⋅ Menglin Yang ⋅ Wenjuan Gong ⋅ Zhengzhe Liu ⋅ Chengwei Qin
[ OpenReview] 
Poster
None
EPSVec: Efficient and Private Synthetic Text Generation via Dataset Vectors
Mohammadamin Banayeeanzade ⋅ Qingchuan Yang ⋅ Deqing Fu ⋅ Spencer Hong ⋅ Erin Babinsky ⋅ Alfy Samuel ⋅ Anoop Kumar ⋅ Robin Jia ⋅ Sai Praneeth Reddy Karimireddy
[ OpenReview] 
Poster
None
Modeling Covariate Transition for Efficient Estimation of Longitudinal Treatment Effects in Randomized Experiments
Naoki Chihara ⋅ Tatsushi Oka ⋅ Yasuko Matsubara ⋅ Yasushi Sakurai ⋅ Shota Yasui
[ OpenReview] 
Poster
None
Local Constrained Bayesian Optimization
Jingzhe Jing ⋅ Zheyi Fan ⋅ Szu Hui Ng ⋅ Qingpei Hu
[ OpenReview] 
Poster
None
Seizure-Semiology-Suite($S^3$): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding
Lina Zhang ⋅ Jiarui Cui ⋅ Tonmoy Monsoor ⋅ Peizheng Li ⋅ Xinyi Peng ⋅ Chong Han ⋅ Prateik Sinha ⋅ Siyuan Dai ⋅ Jessica Pasqua ⋅ Colin McCrimmon ⋅ Weiting Liu ⋅ Hailey Miranda ⋅ Bing Hu ⋅ Xiangting Wu ⋅ Tengyou Xu ⋅ Chunhan Li ⋅ Jiaye Tian ⋅ Jiarui Tang ⋅ Detao Ma ⋅ Lingye Kong ⋅ Junnan Lyu ⋅ Jungang Li ⋅ Yan Zan ⋅ Junhua Huang ⋅ Rajarshi Mazumder ⋅ Vwani Roychowdhury
[ OpenReview] 
Poster
None
Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning
Thomas Boudou ⋅ Batiste Le Bars ⋅ Nirupam Gupta ⋅ Aurélien Bellet
[ OpenReview] 
Poster
None
Towards Uniformity and Alignment for Multimodal Representation Learning
Wenzhe Yin ⋅ Pan Zhou ⋅ Zehao Xiao ⋅ Jie Liu ⋅ Shujian Yu ⋅ Jan-jakob Sonke ⋅ Efstratios Gavves
[ OpenReview] 
Poster
None
Contrastive Representation Regularization for Vision-Language-Action Models
Taeyoung Kim ⋅ Jimin Lee ⋅ Myungkyu Koo ⋅ Dongyoung Kim ⋅ Kyungmin Lee ⋅ Changyeon Kim ⋅ Younggyo Seo ⋅ Jinwoo Shin
[ OpenReview] 
Poster
None
Future Dynamic 3D Reconstruction: A 3D World Model with Disentangled Ego-Motion
Nils Morbitzer ⋅ Jonathan Evers ⋅ Artem Savkin ⋅ Thomas Stauner ⋅ Nassir Navab ⋅ Federico Tombari ⋅ Stefano Gasperini
[ OpenReview] 
Poster
None
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
Jannis Becktepe ⋅ Aleksandra Franz ⋅ Nils Thuerey ⋅ Sebastian Peitz
[ OpenReview] 
Poster
None
Optimal Transport under Group Fairness Constraints
Linus Bleistein ⋅ Mathieu Dagréou ⋅ Francisco Andrade ⋅ Thomas Boudou ⋅ Aurélien Bellet
[ OpenReview] 
Poster
None
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals
Poster
None
Linear Regression with Unknown Truncation Beyond Gaussian Features
Alexandros Kouridakis ⋅ Anay Mehrotra ⋅ Alkis Kalavasis ⋅ Constantine Caramanis
[ OpenReview] 
Poster
None
MORALISE: A Structured Benchmark for Moral Alignment in Visual Language Models
Xiao Lin ⋅ Zhining Liu ⋅ Ze Yang ⋅ Gaotang Li ⋅ Ruizhong Qiu ⋅ Shuke Wang ⋅ Hui Liu ⋅ Haotian Li ⋅ Yuchen Yan ⋅ Sumit Keswani ⋅ Vishwa Pardeshi ⋅ Huijun Zhao ⋅ Wei Fan ⋅ Hanghang Tong
[ OpenReview] 
Poster
None
Which Algorithms Can Graph Neural Networks Learn?
Solveig Wittig ⋅ Antonis Vasileiou ⋅ Robert R. Nerem ⋅ Timo Stoll ⋅ Floris Geerts ⋅ Yusu Wang ⋅ Christopher Morris
[ OpenReview] 
Poster
None
Adversarial Attacks and Robust Training for Hypergraph Neural Networks
Naheed Anjum Arafat ⋅ Debabrota Basu ⋅ Yulia Gel ⋅ Danda Rawat
[ OpenReview] 
Poster
None
Decouple and Cache: KV Cache Construction for Streaming Video Understanding
Zhanzhong Pang ⋅ Dibyadip Chatterjee ⋅ Fadime Sener ⋅ Angela Yao
[ Poster]  [ OpenReview] 
Poster
None
LightAVSeg: Lightweight Audio-Visual Segmentation
Qing Zhong ⋅ Guodong Ding ⋅ Lingqiao Liu ⋅ Zaiwen Feng ⋅ Lin Wu ⋅ Angela Yao
[ OpenReview] 
Poster
None
SIMoE: A Probabilistic Framework for Cardinality-Constrained Routing in Mixture-of-Experts
Heng Zhao ⋅ Zilei Shao ⋅ Guy Van den Broeck ⋅ Zhe Zeng
[ OpenReview] 
Poster
None
A Conflict-aware Evidential Framework for Reliable Sleep Stage Classification
Yunzhi Tian ⋅ Dekui Wang ⋅ Jun Feng ⋅ Qirong Bu ⋅ Wei Zhou ⋅ Xingxing Hao
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Keep It in Mind: User Centric Continual Spatial Intelligence Reasoning in Egocentric Video Streams
Yun Wang ⋅ Junbin Xiao ⋅ Han Lyu ⋅ Yifan Wang ⋅ Jing Zuo ⋅ Zhanjie Zhang ⋅ Hong Huang ⋅ Dapeng Wu ⋅ Angela Yao
[ OpenReview] 
Poster
None
Learning Biophysical Models of Large-Scale Multineuronal Data To Enable Precise Neurostimulation
Amrith Lotlikar ⋅ Ian Tanoh ⋅ Praful Vasireddy ⋅ Andrew Lanpouthakoun ⋅ Michael A Sommeling ⋅ Ramandeep Vilkhu ⋅ A.J. Phillips ⋅ Alexander Sher ⋅ Alan Litke ⋅ Scott Linderman ⋅ EJ Chichilnisky ⋅ Subhasish Mitra
[ OpenReview] 
Poster
None
Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs
Yuxuan Li ⋅ Aoi Naito ⋅ Hirokazu Shirado
[ OpenReview] 
Poster
None
D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training
Xu Yuanjian ⋅ Jianing Hao ⋅ Guang Zhang ⋅ Zhong Li
[ OpenReview] 
Poster
None
Strategy-Aware Optimization Modeling with Reasoning LLMs
Ruiqing Zhao ⋅ Fengzhi Li ⋅ Yuan Zuo ⋅ Rui Liu ⋅ YanSong Liu ⋅ Yunfei Ma ⋅ Fanyu Meng ⋅ JUNLAN FENG
[ OpenReview] 
Poster
None
Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
Ruizhe Wang ⋅ Yucheng Ding ⋅ Xiao Liu ⋅ Yaoxiang Wang ⋅ Peng CHENG ⋅ Baining Guo ⋅ Zheng-Jun Zha ⋅ Yeyun Gong
[ OpenReview] 
Poster
None
RouterInterp: Understanding Superposed Specialisation in Mixture of Experts Routing
Ilya Lasy ⋅ Nora Cai ⋅ Kola Ayonrinde
[ OpenReview] 
Poster
None
Hierarchical Abstract Tree for Cross-Document Retrieval Augmented Generation
Ziwen Zhao ⋅ Menglin Yang
[ OpenReview] 
Poster
None
Does Reasoning Improve Seeing? Understanding When Vision-Language Models Benefit from Thinking
Jing Bi ⋅ Luchuan Song ⋅ Dingxin Zhang ⋅ Pinxin Liu ⋅ Guangyu Sun ⋅ Lianggong Wen ⋅ Weidong Cai ⋅ Chen Chen ⋅ Chenliang Xu
[ OpenReview] 
Poster
None
Towards Efficient LLMs Annealing with Principled Sample Selection
Xu Yuanjian ⋅ Jianing Hao ⋅ Wanbo Zhang ⋅ Zhong Li ⋅ Guang Zhang
[ OpenReview] 
Poster
None
Scalable RF Simulation in Generative 4D Worlds
Zhiwei Zheng ⋅ Dongyin Hu ⋅ Mingmin Zhao
[ OpenReview] 
Poster
None
VideoSEAL: Separating Planning from Answer Authority for Agentic Long Video Understanding
Chenhao Qiu ⋅ Yechao Zhang ⋅ Xin Luo ⋅ Shien Song ⋅ Xusheng Liu
[ OpenReview] 
Poster
None
Less is More: Neuroscience-Motivated Probing for Efficient Concept Circuits Tracing
Tang Li ⋅ Yanlin Chen ⋅ Mengmeng Ma ⋅ Xi Peng
[ OpenReview] 
Poster
None
Calibrating Uncertainty for Zero-Shot Adversarial CLIP
Wenjing Lu ⋅ Zerui Tao ⋅ Yuning Qiu ⋅ Dongping Zhang ⋅ Yang Yang ⋅ Qibin Zhao
[ OpenReview] 
Poster
None
Possibilistic Predictive Uncertainty for Deep Learning
Yao Ni ⋅ Jeremie Houssineau ⋅ Yew Soon ONG ⋅ Piotr Koniusz
[ OpenReview] 
Poster
None
UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization
ZHEN YANG ⋅ Wenyi Hong ⋅ Mingde Xu ⋅ Xinyue Fan ⋅ Weihan Wang ⋅ Jiale Cheng ⋅ Xiaotao Gu ⋅ Jie Tang
[ OpenReview] 
Poster
None
Training-Free Bayesian Filtering with Generative Emulators
Thomas Savary ⋅ François Rozet ⋅ Gilles Louppe
[ OpenReview] 
Poster
None
Towards a Unified Generative Model for Scarce Time Series with Domain Experts
Zihao Yao ⋅ Qi Zheng ⋅ Jiankai Zuo ⋅ YAYING ZHANG
[ OpenReview] 
Poster
None
Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently
Stanley Wei ⋅ Juno Kim
[ OpenReview] 
Poster
None
VisionWebDev: A Hierarchical Benchmark for Visual Website Development with Agent Verification
Zehai He ⋅ Wenyi Hong ⋅ ZHEN YANG ⋅ Ziyang Pan ⋅ Mingdao Liu ⋅ Xiaotao Gu ⋅ Jie Tang
[ OpenReview] 
Poster
None
Conformal Risk-Averse Decision Making with Action Conditional Guarantee
Zihan Zhu ⋅ Shayan Kiyani ⋅ George Pappas ⋅ Hamed Hassani
[ OpenReview] 
Poster
None
State-Dependent Safety Failures in Multi-Turn Language Model Interaction
pengcheng li ⋅ Jie Zhang ⋅ Tianwei Zhang ⋅ Han Qiu ⋅ Zhang kejun ⋅ Weiming Zhang ⋅ Nenghai Yu ⋅ Wenbo Zhou
[ OpenReview] 
Poster
None
When Search Goes Wrong: Red-Teaming Web-Augmented Large Language Models
Haoran Ou ⋅ Kangjie Chen ⋅ Xingshuo Han ⋅ Gelei Deng ⋅ Jie Zhang ⋅ Han Qiu ⋅ Tianwei Zhang ⋅ Kwok Yan Lam
[ OpenReview] 
Poster
None
Steering Large Language Models through the DMTA Cycle: Structure-Based Drug Design via Knowledge-Driven Bi-Level Thompson Sampling
Xuanning Hu ⋅ Hao Tuo ⋅ Jinglong Ji ⋅ Anchen Li ⋅ Qianli Xing ⋅ Bo Yang
[ OpenReview] 
Poster
None
Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis
Zachary Roch ⋅ George Atia ⋅ Yue Wang
[ OpenReview] 
Poster
None
SPR: A Structured Prompt Refinement Network for Modality Missing
Hao Chen ⋅ Diwei Su ⋅ Zhuo Wang ⋅ Zuwang He ⋅ Menglu Chen ⋅ Xiuxing Li ⋅ Xia Wu
[ OpenReview] 
Poster
None
PGD-NO: A Neural Operator with Precomputed Geometry Decomposition for 3D Million-Scale physics simulations
Weiheng Zhong ⋅ Jing Bi ⋅ Victor Oancea ⋅ Hadi Meidani
[ OpenReview] 
Poster
None
Vision Language Models Cannot Reason About Physical Transformation
Dezhi Luo ⋅ Yijiang Li ⋅ Maijunxian Wang ⋅ Tianwei Zhao ⋅ Bingyang Wang ⋅ siheng wang ⋅ Pinyuan Feng ⋅ Pooyan Rahmanzadehgervi ⋅ Ziqiao Ma ⋅ Hokin Deng
[ OpenReview] 
Poster
None
A Very Big Video Reasoning Suite
Maijunxian Wang ⋅ Ruisi Wang ⋅ Juyi Lin ⋅ Ran Ji ⋅ Thaddäus Wiedemer ⋅ Qingying Gao ⋅ Dezhi Luo ⋅ Yaoyao Qian ⋅ Lianyu Huang ⋅ Zelong Hong ⋅ Jiahui Ge ⋅ Qianli Ma ⋅ Hang He ⋅ Yifan Zhou ⋅ Lingzi Guo ⋅ Lantao Mei ⋅ Jiachen Li ⋅ Hanwen Xing ⋅ Tianqi Zhao ⋅ Fengyuan Yu ⋅ Weihang Xiao ⋅ Yizheng Jiao ⋅ Jianheng Hou ⋅ Danyang Zhang ⋅ Pengcheng Xu ⋅ Boyang ZHONG ⋅ Zehong Zhao ⋅ Gaoyun Fang ⋅ John Kitaoka ⋅ Xu Yile ⋅ Hua XU ⋅ Kenton Blacutt ⋅ Tin Nguyen ⋅ Siyuan Song ⋅ Haoran Sun ⋅ shaoyue wen ⋅ Linyang He ⋅ Runming Wang ⋅ Yanzhi Wang ⋅ Mengyue Yang ⋅ Ziqiao Ma ⋅ Raphaël Millière ⋅ Freda Shi ⋅ Nuno Vasconcelos ⋅ Daniel Khashabi ⋅ Alan Yuille ⋅ Yilun Du ⋅ Ziming Liu ⋅ Dahua Lin ⋅ Ziwei Liu ⋅ Vikash Kumar ⋅ Yijiang Li ⋅ Lei Yang ⋅ Zhongang Cai ⋅ Hokin Deng
[ OpenReview] 
Poster
None
CLINIC: Towards High-quality Graph Out-Of-Distribution Detection
Yifan Wang ⋅ Haodong Zhang ⋅ Changhu Wang ⋅ Tao Ren ⋅ Dongjie Wang ⋅ Wei Ju ⋅ Chong Chen ⋅ Xian-Sheng Hua ⋅ Xiao Luo
[ OpenReview] 
Poster
None
Reinforcement Learning for Non-Verifiable Problems
Gurusha Juneja ⋅ Shubham Phal ⋅ Jennifer She ⋅ Lisa Wang ⋅ Dorsa Sadigh ⋅ Anca Dragan ⋅ William Wang
[ OpenReview] 
Poster
None
Polishing-Only Policies in Peer Reviews are Currently Not Enforceable
Rounak Saha ⋅ Gurusha Juneja ⋅ Dayita Chaudhuri ⋅ Naveeja Sajeevan ⋅ Nihar Shah ⋅ Danish Pruthi
[ OpenReview] 
Poster
None
UltraLIF: Fully Differentiable Spiking Neural Networks via Ultradiscretization and Max-Plus Algebra
Jose Marie Antonio Miñoza
[ OpenReview] 
Poster
None
Probabilistic Performance Guarantees for Multi-Task Reinforcement Learning
Yannik Schnitzer ⋅ Mathias Jackermeier ⋅ Alessandro Abate ⋅ David Parker
[ OpenReview] 
Poster
None
Towards Functional Correctness of Large Code Models with Selective Generation
Jaewoo Jeong ⋅ Taesoo Kim ⋅ Sangdon Park
[ OpenReview] 
Poster
None
Provably Data-driven Lagrangian Relaxation for Mixed Integer Linear Programming
TUNG LE ⋅ Anh Nguyen ⋅ Viet Anh Nguyen
[ OpenReview] 
Poster
None
Lagrangian Perturbation Diffusion Steering: Latent Reinforcement Learning for Generative Policies
Hikmet Simsir ⋅ Ozgur S. Oguz
[ OpenReview] 
Poster
None
Med-Scout: Curing MLLMs' Geometric Blindness in Medical Perception via Geometry-Aware RL Post-Training
Anglin Liu ⋅ Ruichao Chen ⋅ Yi Lu ⋅ Hongxia Xu ⋅ Jintai Chen
[ OpenReview] 
Poster
None
MASPO: Joint Prompt Optimization for LLM-based Multi-Agent Systems
Zhexuan Wang ⋅ Xuebo Liu ⋅ Li Wang ⋅ Zifei Shan ⋅ Yutong Wang ⋅ Zhenxi Song ⋅ Min zhang
[ OpenReview] 
Poster
None
FIDIA: Function-Informed Sequence Design via Inference-Aligned Policy Optimization
Minghan Li ⋅ fengji Li ⋅ Yilin Tao ⋅ Yue Deng
[ OpenReview] 
Poster
None
Discrete Survival Knowledge Distillation for Competing Risks Analysis
Feiyang Deng ⋅ Lingfeng Luo ⋅ Di Wang ⋅ Qinmengge Li ⋅ Lingxuan Kong ⋅ Kevin He
[ OpenReview] 
Poster
None
Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function
TUNG LE ⋅ Anh Nguyen ⋅ Viet Anh Nguyen
[ OpenReview] 
Poster
None
Weasel: Out-of-Domain Generalization for Web Agents via Importance-Diversity Data Selection
FATEMEH PESARAN ZADEH ⋅ Seyeon Choi ⋅ Xing Han Lù ⋅ Siva Reddy ⋅ Gunhee Kim
[ OpenReview] 
Poster
None
RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
jialiang zhu ⋅ Gongrui Zhang ⋅ Xiaolong Ma ⋅ Lin Xu ⋅ Miaosen Zhang ⋅ Ruiqi Yang ⋅ Song Wang ⋅ Kai Qiu ⋅ Zhirong Wu ⋅ Qi Dai ⋅ Ruichun Ma ⋅ Bei Liu ⋅ Yifan Yang ⋅ Chong Luo ⋅ Zhengyuan Yang ⋅ Linjie Li ⋅ Lijuan Wang ⋅ Weizhu Chen ⋅ Xin Geng ⋅ Baining Guo
[ OpenReview] 
Poster
None
T$^2$PO: Uncertainty-Guided Exploration Control for Stable Multi-Turn Agentic Reinforcement Learning
Haixin Wang ⋅ Hejie Cui ⋅ Chenwei Zhang ⋅ Xin Liu ⋅ Shuowei Jin ⋅ Shijie Geng ⋅ Xinyang Zhang ⋅ Nasser Zalmout ⋅ Zhenyu Shi ⋅ Yizhou Sun
[ OpenReview] 
Poster
None
Federated Learning with Unlabeled Clients: Personalization Can Happen in Low Dimensions
Hossein Zakerinia ⋅ Jonathan Scott ⋅ Christoph Lampert
[ OpenReview] 
Poster
None
Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
Yuqing Zhu ⋅ Matthew Howard
[ OpenReview] 
Poster
None
DISCO: Mitigating Bias in Deep Learning with Conditional Distance Correlation
Emre Kavak ⋅ Tom Nuno Wolf ⋅ Christian Wachinger
[ OpenReview] 
Poster
None
EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
Chao Gong ⋅ Depeng Wang ⋅ Zhipeng Wei ⋅ Ya Guo ⋅ Huijia Zhu ⋅ Jingjing Chen
[ OpenReview] 
Poster
None
Forward-KL Convergence of Time-Inhomogeneous Langevin Diffusions
Andreas Habring ⋅ Martin Zach
[ OpenReview] 
Poster
None
CoMem: Context Management with A Decoupled Long-Context Model
Yuwei Zhang ⋅ Chengyu Dong ⋅ Shuowei Jin ⋅ Changlong Yu ⋅ Hejie Cui ⋅ Hongye Jin ⋅ Xinyang Zhang ⋅ Hamed Bonab ⋅ Colin Lockard ⋅ Jianshu Chen ⋅ Zhenyu Shi ⋅ Jingbo Shang ⋅ Xian Li ⋅ Bing Yin
[ OpenReview] 
Poster
None
Quantifying the Effect of Noise in Language Generation
Aaron Li ⋅ Ian Zhang
[ OpenReview] 
Poster
None
PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models
Mingde Yao ⋅ Zhiyuan You ⋅ King-Man Tam ⋅ Menglu Wang ⋅ Tianfan Xue
[ OpenReview] 
Poster
None
LLMInertia: Adaptive Counter-Inertial Reasoning to Improve Evidence Faithfulness in Large Language Models
Xinxin You ⋅ Xien Liu ⋅ Chenwei Yan ⋅ Siqi Song ⋅ Chen Ning ⋅ Kaiyin Zhou ⋅ shaohui liu ⋅ Ji Wu
[ Poster]  [ OpenReview] 
Poster
None
Multilingual Safety Alignment via Representation-Space Separability
Dan Shi ⋅ Zhuowen Han ⋅ Deyi Xiong
[ OpenReview] 
Poster
None
From Parameters to Feature Space: Task Arithmetic for Backdoor Mitigation in Model Merging
Zhenqian Zhu ⋅ Yamin Hu ⋅ Yiya Diao ⋅ Weixiang Li ⋅ Haodong Li ⋅ Wenjian Luo
[ OpenReview] 
Poster
None
Large Language Models Develop Novel Social Biases Through Adaptive Exploration
Addison J. Wu ⋅ Ryan Liu ⋅ Xuechunzi Bai ⋅ Thomas Griffiths
[ OpenReview] 
Poster
None
Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
Zhenfeng Su ⋅ Kang Zhao ⋅ Han Bao ⋅ Tao Yuan ⋅ Zhongzhe Hu ⋅ Xianzhi Yu ⋅ Wenxuan Wang
[ OpenReview] 
Poster
None
Unsupervised Disentanglement Without Compromises : How Functional Orthogonality Enforces Identifiability
Mathieu Simon ⋅ Pascal Frossard ⋅ Christophe De Vleeschouwer
[ OpenReview] 
Poster
None
Do Neural Operators Forget Geometry? The Forgetting Hypothesis in Deep Operator Learning
Yanming Xia ⋅ Angelica Aviles-Rivero
[ OpenReview] 
Poster
None
Orthogonal Concept Erasure for Diffusion Models
Yuhao Sun ⋅ Lingyun Yu ⋅ Hao-Xiang Xu ⋅ Fengyuan Miao ⋅ Zhuoer Xu ⋅ Hongtao Xie
[ OpenReview] 
Poster
None
IsoCompute Playbook: Optimally Scaling Sampling Compute for LLM RL
Zhoujun Cheng ⋅ Yutao Xie ⋅ Yuxiao Qu ⋅ Amrith Setlur ⋅ Shibo Hao ⋅ Varad Pimpalkhute ⋅ Tongtong Liang ⋅ Feng Yao ⋅ Zhengzhong Liu ⋅ Eric Xing ⋅ Virginia Smith ⋅ Russ Salakhutdinov ⋅ Zhiting Hu ⋅ Taylor W. Killian ⋅ Aviral Kumar
[ OpenReview] 
Poster
None
Esoteric Language Models
Subham Sekhar Sahoo ⋅ Zhihan Yang ⋅ Yash Akhauri ⋅ Johnna Liu ⋅ Deepansha Singh ⋅ Zhoujun Cheng ⋅ Zhengzhong Liu ⋅ Eric Xing ⋅ John Thickstun ⋅ Arash Vahdat
[ OpenReview] 
Poster
None
Logit Distance Bounds Representational Similarity
Beatrix M. G. Nielsen ⋅ Emanuele Marconato ⋅ Luigi Gresele ⋅ Andrea Dittadi ⋅ Simon Buchholz
[ OpenReview] 
Poster
None
Lookahead-GCG: Improving Multi-Model Gradient-Based Jailbreaking Attacks via Nesterov Momentum
Rong Feng ⋅ Haohan Zhao ⋅ Shiqin Tang ⋅ Geng Liu ⋅ LAI Song ⋅ Meng Wang ⋅ Shuxin Zhuang ⋅ Yuqi Zha ⋅ Changyi Ma ⋅ Runsheng Yu
[ OpenReview] 
Poster
None
On the Collapse of Generative Paths: A Criterion and Correction for Diffusion Steering
Ziseok Lee ⋅ Minyeong Hwang ⋅ Sanghyun Jo ⋅ Wooyeol Lee ⋅ Jihyung Ko ⋅ Young Bin Park ⋅ Jae-Mun Choi ⋅ Eunho Yang ⋅ Kyungsu Kim
[ OpenReview] 
Poster
None
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning
Maggie Ziyu Huan ⋅ Yuetai Li ⋅ Tuney Zheng ⋅ Xiaoyu Xu ⋅ Seungone Kim ⋅ Minxin Du ⋅ Radha Poovendran ⋅ Graham Neubig ⋅ Xiang Yue
[ OpenReview] 
Poster
None
On the Robustness of Langevin Dynamics to Score Function Error
Daniel Cao ⋅ August Chen ⋅ Karthik Sridharan ⋅ Yuchen Wu
[ OpenReview] 
Poster
None
Euclean: Automated Geometry Problem Formalization with Unified Verification in Lean
Linbin Tang ⋅ Jingyan You ⋅ Zilin Kang ⋅ Hanzhang Liu ⋅ Sophia Zhang ⋅ Zenan Li ⋅ Chenrui Cao ⋅ Liangcheng Song ⋅ Jiaao Wu ⋅ Xian Zhang ⋅ Fan Yang
[ OpenReview] 
Poster
None
ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
Dongxun Jiang ⋅ Borui Jia ⋅ Yuxuan Wang ⋅ Dongdong Zhang
[ OpenReview] 
Poster
None
IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
Xiaohui Zhou ⋅ Yijie Wang ⋅ Hongzuo Xu ⋅ Weixuan Liang ⋅ Xiaoli Li ⋅ Guansong Pang
[ OpenReview] 
Poster
None
Forget by Uncertainty: Orthogonal Entropy Unlearning for Quantized Neural Networks
Tian Zhang ⋅ Yujia Tong ⋅ Junhao Dong ⋅ Ke Xu ⋅ Yuze Wang ⋅ Jingling Yuan
[ OpenReview] 
Poster
None
SC-FAGC: Size Constrained Fast Anchor-based Graph Clustering
Jiachen Liu
[ OpenReview] 
Poster
None
Emergent Biological Realism in RL-Trained DNA Language Models
Anton Thiel ⋅ Chris P Barnes ⋅ Angus Cunningham
[ OpenReview] 
Poster
None
Robust Signal Enhancement via Fractional Detail Views and Knowledge Guided Multi-view Fusion
Zikun Jin ⋅ Yuhua Qian ⋅ Xinyan Liang ⋅ Jiaqian Zhang ⋅ Haijun Geng
[ OpenReview] 
Poster
None
CombinationTS: A Modular Framework for Understanding Time-Series Forecasting Models
Xiaorui Wang ⋅ Fanda Fan ⋅ Chenxi Wang ⋅ Yuxuan Yang ⋅ Rui Tang ⋅ Kuoyu Gao ⋅ simiao pang ⋅ Yuanfeng Shang ⋅ Liu ⋅ Wanling Gao ⋅ Lei Wang ⋅ Jianfeng Zhan
[ OpenReview] 
Poster
None
Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and A Simple Remedy
Geon Lee ⋅ Sunwoo Kim ⋅ Kyungho Kim ⋅ Kijung Shin
[ OpenReview] 
Poster
None
From Representation to Action: A Unified Laplacian Framework for Spatial Representation and Path Planning
Junfeng Zuo ⋅ Yuhang He ⋅ Wenhao Zhang ⋅ Fang Fang ⋅ Si Wu
[ OpenReview] 
Poster
None
CoCoQuant: Breaking the Bandwidth Wall via Co-Optimized Communication and Computation Quantization
Haojie Duanmu ⋅ Jifeng Ding ⋅ Size Zheng ⋅ Xuegui Zheng ⋅ Jiangfei Duan ⋅ Xingcheng ZHANG ⋅ Li-Wen Chang ⋅ Xin Liu ⋅ Dahua Lin
[ OpenReview] 
Poster
None
Scene Graph Thinking: Reinforcing Structured Visual Reasoning for Multimodal Large Language Models
Zhiwei Yang ⋅ Yuanchen Wu ⋅ Nan Zhang ⋅ Yucong Meng ⋅ Ke Yan ⋅ Shouhong Ding
[ OpenReview] 
Poster
None
Who Gets Credit or Blame? Attributing Accountability in Modern AI Systems
Shichang Zhang ⋅ Hongzhe Du ⋅ Jiaqi Ma ⋅ Himabindu Lakkaraju
[ OpenReview] 
Poster
None
LSGQuant: Layer-Sensitivity Guided Quantization for One-Step Diffusion Real-World Video Super-Resolution
Tianxing Wu ⋅ Zheng Chen ⋅ Cirou Xu ⋅ Bowen Chai ⋅ Yong Guo ⋅ Yutong Liu ⋅ Linghe Kong ⋅ Yulun Zhang
[ OpenReview] 
Poster
None
Attend to Anything: Foundation Model for Unified Human Attention Modeling
Wenzhuo Zhao ⋅ Ronghao Xian ⋅ Keren Fu ⋅ Qijun Zhao
[ OpenReview] 
Poster
None
SGERA: Stein-Guided ECG-Report Alignment for ECG Representation Learning
Jian Chen ⋅ Yipeng Du ⋅ Wenhao Yuan ⋅ Shuai Wang ⋅ Jinfeng Xu ⋅ Zewei Liu ⋅ Running Zhao ⋅ Edith Ngai
[ OpenReview] 
Poster
None
Social Hippocampus Memory Learning
Liping Yi ⋅ Zhiming Zhao ⋅ Kewen Zhu ⋅ Xiang Li ⋅ Zhiwei Shang ⋅ Qinghua Hu
[ OpenReview] 
Poster
None
Riemannian Metric Matching for Scalable Geometric Modeling of Distributions
Jacob Bamberger ⋅ Adam Gosztolai ⋅ Pierre Vandergheynst ⋅ Michael Bronstein ⋅ Iolo Jones
[ OpenReview] 
Poster
None
Instruction Lens Score: Your Instruction Contributes a Powerful Object Hallucination Detector for Multimodal Large Language Models
Runhe Lai ⋅ Xinhua Lu ⋅ Yanqi Wu ⋅ Jinlun Ye ⋅ Weijiang Yu ⋅ Ruixuan Wang
[ Poster]  [ OpenReview] 
Poster
None
The Efficiency Gap in Byte Modeling
Celine Lee ⋅ Jing Nathan Yan ⋅ Chen Liang ⋅ Jiaxin Shi ⋅ Yin Zhang ⋅ Jeremiah Zhe Liu ⋅ Pengcheng Yin ⋅ Ed Chi ⋅ Fernando Pereira ⋅ Derek Cheng ⋅ Alexander Rush ⋅ Ruoxi Wang
[ OpenReview] 
Poster
None
Harnessing Spectrum Video for Subject-Level Few-Shot and Cross-Montage EEG Generalization
Wei Wang ⋅ Fang He ⋅ Yifan Li ⋅ Wanying Qu ⋅ Yawei Li ⋅ Quanying Liu ⋅ Yanwei Fu
[ OpenReview] 
Poster
None
Fine-to-Coarse Fairness-Informed Multi-View Clustering
Shengju Yu ⋅ Suyuan Liu ⋅ Wenhao SHAO ⋅ Siwei Wang ⋅ Dayu Hu ⋅ Yiu-ming Cheung
[ OpenReview] 
Poster
None
Reconstructing Template-Memorized Images from Natural Prompts
Sol Yarkoni ⋅ Mahmood Sharif ⋅ Roi Livni
[ OpenReview] 
Poster
None
FineFocus: Benchmarking and Improving Fine-Grained Text-to-Image Alignment via Paired Reinforcement Learning
Kaihang Pan ⋅ Wendong Bu ⋅ Yuruo Wu ⋅ Kai Shen ⋅ Yang Wu ⋅ Yun Zhu ⋅ Zehan Wang ⋅ liyunfei ⋅ ZhaoHang ⋅ Juncheng Li ⋅ Siliang Tang
[ OpenReview] 
Poster
None
Dynamic Stratified Contrastive Learning with Upstream Augmentation for MILP Branching
Tongkai Lu ⋅ Shuai Ma ⋅ Chongyang Tao
[ OpenReview] 
Poster
None
On the Convergence of Adaptive Gradient Methods for Nonconvex Optimization
Poster
None
Winformer: Transcending Pairwise Similarity for Time-series Generation
Haoyi Zhou ⋅ Xin Xue ⋅ Tianyu Chen ⋅ lanhao li ⋅ Lijun SUN ⋅ Jianxin Li
[ OpenReview] 
Poster
None
Learning Coupled Continuous-Time Latent Dynamics from Irregular Events
Jiankai Zuo ⋅ Yang Zhang ⋅ Yu Zhang ⋅ Jiarui Liang ⋅ YAYING ZHANG
[ OpenReview] 
Poster
None
DistFlow: A Fully Distributed RL Framework for Scalable and Efficient LLM Post-Training
zhixin wang ⋅ Jiaming Xu ⋅ Tianyi Zhou ⋅ Mingjun Zhang ⋅ Liming Liu ⋅ JiaruiHu ⋅ Dian Yang ⋅ TongYu Wang ⋅ Ping Zhang ⋅ Jinlong Hou ⋅ Siyuan Feng ⋅ Yuan Cheng ⋅ Yuan Qi
[ OpenReview] 
Poster
None
SMAC: Score-Matched Actor-Critics for Robust Offline-to-Online Transfer
Nathan de Lara ⋅ Florian Shkurti
[ OpenReview] 
Poster
None
SpecPrune-VLA: Accelerating Vision-Language-Action Models via Action-Aware Self-Speculative Pruning
Hanzhen Wang ⋅ Jiaming Xu ⋅ Yushun Xiang ⋅ Jiayi Pan ⋅ Yongkang Zhou ⋅ Yong-Lu Li ⋅ Guohao Dai
[ OpenReview] 
Poster
None
Multi-label learning with contrastive cluster self-supervision for 3D hierarchical semantic segmentation
Shuyu Cao ⋅ Chongshou Li ⋅ Jie Xu ⋅ Tianrui Li ⋅ Na Zhao
[ OpenReview] 
Poster
None
Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History
Serin Kim ⋅ Sangam Lee ⋅ Dongha Lee
[ OpenReview] 
Poster
None
Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
Zhenchao Sun ⋅ Shuai Ma ⋅ Ping Lu ⋅ Chongyang Tao
[ OpenReview] 
Poster
None
AI Engram: In Search of Memory Traces in Artificial Intelligence
Jea Kwon ⋅ Dong Kyum Kim ⋅ Jiwon Kim ⋅ Yonghyun Kim ⋅ Woong Kook ⋅ MEEYOUNG CHA
[ OpenReview] 
Poster
None
D²Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning
Ru Zhang ⋅ Renda Li ⋅ Ziyu Ma ⋅ Weijie Qiu ⋅ Chongyang Tao ⋅ Yong Wang ⋅ Xiangxiang Chu
[ OpenReview] 
Poster
None
Rethinking Low-Confidence Pseudo Labels: Influence-Aware Semi-Supervised Fine-Tuning for Hyperspectral Change Detection
Keyun Zhao ⋅ Guangchang Li ⋅ Yunpeng Bai ⋅ shao jiang ⋅ Ying Li
[ OpenReview] 
Poster
None
Utility Boundary of Dataset Distillation: Scaling and Coverage Laws
Zhengquan Luo ⋅ Zhiqiang Xu
[ OpenReview] 
Poster
None
AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning
Jiaru Zou ⋅ Ling Yang ⋅ Yunzhe Qi ⋅ Sirui Chen ⋅ Mengting Ai ⋅ Ke Shen ⋅ Jingrui He ⋅ Mengdi Wang
[ OpenReview] 
Poster
None
Scalable Training of 3D Gaussian Splatting via Out-of-Core Optimization
Chonghao Zhong ⋅ Shi Linfeng ⋅ ChenHua ⋅ Tiecheng Sun ⋅ Hao Zhao ⋅ Binhang Yuan ⋅ Chaojian Li
[ OpenReview] 
Poster
None
Auto-regressive In-context Demonstration Selection
Yunzhe Qi ⋅ Sirui Chen ⋅ Jiaru Zou ⋅ Jingrui He
[ OpenReview] 
Poster
None
Regret Pre-training: Bridging Prior and Posterior Views for Enhanced Knowledge Grounding
Mingkuan Zhao ⋅ Xiayu Sun ⋅ Wentao Hu ⋅ Suquan Chen ⋅ Jiaxuan Li ⋅ Xiaoyan Zhu ⋅ Xin Lai ⋅ Jiayin Wang
[ OpenReview] 
Poster
None
Interpretable Discovery of One-parameter Subgroups: A Modular Framework for Elliptical, Hyperbolic, and Parabolic Symmetries
Pavan Karjol ⋅ Vivek Kashyap ⋅ Rohan Venkatesh Kashyap ⋅ Prathosh AP
[ OpenReview] 
Poster
None
Online Learning with Recency: Algorithms for Sliding-window Streaming Multi-armed Bandits
Vladimir Braverman ⋅ Chen Wang ⋅ Liudeng Wang ⋅ Samson Zhou
[ OpenReview] 
Poster
None
SPEED: Sharpened-Teacher Distillation for Parallel Decoding of Diffusion Language Models
Qiuhong Shen ⋅ Xingyi Yang ⋅ Xinyin Ma ⋅ Gongfan Fang ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Copula-SVI: Vine-Copula Variational Inference for Instance-Level Correlation Capturing
Junxi Xiao ⋅ Qinliang Su
[ OpenReview] 
Poster
None
Routing and Reasoned Evaluation with Large Language Models
Guiyao Tie ⋅ Tianyao Luo ⋅ Xueyang Zhou ⋅ Chaoran Hu ⋅ Yunhong He ⋅ Junran Wu ⋅ Yuanfan Yao ⋅ Pan Zhou ⋅ Lichao Sun
[ OpenReview] 
Poster
None
AIR: Post-training Data Selection for Reasoning via Attention Head Influence
Jinrui Liu ⋅ Kai Hua ⋅ Xuanguang Pan ⋅ Ge Zhang ⋅ Yong Wang ⋅ Shuai Ma ⋅ Chongyang Tao
[ OpenReview] 
Poster
None
Distilling Task-Level Coordination Policies for Generalizable Multi-Agent Cooperation
Zimo Zhai ⋅ Manjie Xu ⋅ Wei Liang
[ OpenReview] 
Poster
None
CLoVE: Personalized Federated Learning through Clustering of Loss Vector Embeddings
Randeep Bhatia ⋅ Nikos Papadis ⋅ Murali Kodialam ⋅ T. Lakshman ⋅ Sayak Chakrabarty
[ OpenReview] 
Poster
None
Breaking the Block: Preserving Data Continuity to Train Superior SAEs for Instruct Models
Jiaming Li ⋅ Haoran Ye ⋅ Yukun Chen ⋅ Xinyue Li ⋅ Lei Zhang ⋅ Hamid Alinejad-Rokny ⋅ Jimmy Chih-Hsien Peng ⋅ Min Yang
[ OpenReview] 
Poster
None
Dismantling the Illusion of Vision-Language-Action Models Competence via Explicit Distributional Shifts
Xueyang Zhou ⋅ Yangming Xu ⋅ Guiyao Tie ⋅ Yongchao Chen ⋅ Chaoran Hu ⋅ Bo Tao ⋅ xingwei zhao ⋅ Xiang Xiang ⋅ Pan Zhou ⋅ Lichao Sun
[ OpenReview] 
Poster
None
Transferable Reinforcement Learning via Probabilistic Latent Embeddings and Dynamic Policy Adaptation for Sim-to-Real Deployment
Gengyue Han ⋅ Yiheng Feng
[ OpenReview] 
Poster
None
NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents
Jingzhe Ding ⋅ Shengda Long ⋅ puchangxin ⋅ Ge Zhang ⋅ zhou huan ⋅ Hongwan Gao ⋅ Xiang Gao ⋅ Chao He ⋅ Yue Hou ⋅ FEI HU ⋅ Zhaojian Li ⋅ Weiran Shi ⋅ Zaiyuan Wang ⋅ Daoguang Zan ⋅ Chenchen Zhang ⋅ Xiaoxu Zhang ⋅ Chen Qizhi ⋅ cheng ⋅ Bo Deng ⋅ Qingshui Gu ⋅ Kai Hua ⋅ Juntao Lin ⋅ Pai Liu ⋅ Mingchen Li ⋅ Minghao Li ⋅ Xuanguang Pan ⋅ Zifan Peng ⋅ Yujia Qin ⋅ Yong Shan ⋅ Zhewen Tan ⋅ Haoran Wang ⋅ Zihan Wang ⋅ Weihao Xie ⋅ Yishuo Yuan ⋅ Jiayu Zhang ⋅ Yunfei Zhao ⋅ He Zhu ⋅ LIYA ZHU ⋅ chenyangzou ⋅ Ming Ding ⋅ Jiaheng Liu ⋅ Jianpeng Jiao ⋅ Liam Liu ⋅ Qian Liu ⋅ Chongyang Tao ⋅ Jian Yang ⋅ Tong Yang ⋅ Zhaoxiang Zhang ⋅ Xinjie Chen ⋅ Wenhao Huang
[ OpenReview] 
Poster
None
A Generalist Pair-wise Progress Critic Model for Vision-Language-Action Robots
Qi Zhang ⋅ shaopeng zhai ⋅ Shengzhe Zhang ⋅ Litao Liu ⋅ TianyiZhang ⋅ huang ⋅ Ming Zhou
[ OpenReview] 
Poster
None
Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
Jiaming Li ⋅ Longze Chen ⋅ Ze Gong ⋅ Yukun Chen ⋅ Lu Wang ⋅ Wanwei He ⋅ Run Luo ⋅ Minzheng Wang ⋅ Lei Zhang ⋅ Haoran Ye ⋅ Min Yang
[ OpenReview] 
Poster
None
SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering
Jan Melechovsky ⋅ Ambuj Mehrish ⋅ Abhinaba Roy ⋅ Dorien Herremans
[ OpenReview] 
Poster
None
PICACO: Pluralistic In-Context Value Alignment via Total Correlation Optimization
Han Jiang ⋅ Dongyao Zhu ⋅ Xiaoyuan Yi ⋅ Ziang Xiao ⋅ Zhihua Wei ⋅ Xing Xie
[ OpenReview] 
Poster
None
Beyond Independence: Learning Correlated Views for Variational Incomplete Multi-View Clustering
Zheming Xu ⋅ Aiyue Tang ⋅ Shidi Chen ⋅ Xuechao Zou ⋅ Congyan Lang ⋅ Rogelio A. Mancisidor ⋅ Michael Kampffmeyer
[ OpenReview] 
Poster
None
TWLA: Breaking the Barrier to W1.58A4 Post-Training Quantization for LLMs
Zhixiong Zhao ⋅ Zukang Xu ⋅ Zhixuan Chen ⋅ Xing Hu ⋅ Zhe jiang ⋅ Dawei Yang
[ Poster]  [ OpenReview] 
Poster
None
PatternKV: Flattening KV Representation Expands Quantization Headroom
Ji Zhang ⋅ Yiwei Li ⋅ Shaoxiong Feng ⋅ Peiwen Yuan ⋅ Xinglin Wang ⋅ Yueqi Zhang ⋅ Jiayi Shi ⋅ Chuyi Tan ⋅ Boyuan Pan ⋅ Yao Hu ⋅ Kan Li
[ OpenReview] 
Poster
None
Black-Box Assisted Regression: Phase Transitions and Minimax Optimality
Yan Zhou
[ Poster]  [ OpenReview] 
Poster
None
On the Plasticity and Stability for Post-Training Large Language Models
Wenwen Qiang ⋅ Ziyin Gu ⋅ Jiahuan Zhou ⋅ Jie Hu ⋅ Jingyao Wang ⋅ Changwen Zheng ⋅ Hui Xiong
[ Poster]  [ OpenReview] 
Poster
None
Bridging Scaling Laws to On-Policy Reinforcement Learning via Adaptive Batch Scaling
Jongchan Park
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
UniSVQ: 2-bit Unified Scalar-Vector Quantization
Haoyu Wang ⋅ Haiyan Zhao ⋅ Xingyu Yu ⋅ Zhangyang Yao ⋅ Xu Han ⋅ Zhiyuan Liu ⋅ Maosong Sun
[ OpenReview] 
Poster
None
Semantic Editing with Coupled Stochastic Differential Equations
Jianxin Zhang ⋅ Clay Scott
[ OpenReview] 
Poster
None
Self-Supervised Dynamical System Representations for Physiological Time-Series
Yenho Chen ⋅ Maxwell Xu ⋅ James Rehg ⋅ Christopher Rozell
[ OpenReview] 
Poster
None
CoCoEmo: Composable and Controllable Human-Like Emotional TTS via Activation Steering
Siyi Wang ⋅ Shihong Tan ⋅ Siyi Liu ⋅ Hong Jia ⋅ Gongping Huang ⋅ James Bailey ⋅ Ting Dang
[ OpenReview] 
Poster
None
Breaking the Self-Confirming Loop: Diagnosing and Mitigating Systemic Reward Bias in Self-Rewarding RL
Chuyi Tan ⋅ Peiwen Yuan ⋅ Xinglin Wang ⋅ Yiwei Li ⋅ Shaoxiong Feng ⋅ Yueqi Zhang ⋅ Jiayi Shi ⋅ Ji Zhang ⋅ Boyuan Pan ⋅ Yao Hu ⋅ Kan Li
[ OpenReview] 
Poster
None
Learning More from Less: Unlocking Internal Representations for Benchmark Compression
Yueqi Zhang ⋅ Jin Hu ⋅ Shaoxiong Feng ⋅ Peiwen Yuan ⋅ Xinglin Wang ⋅ Yiwei Li ⋅ Jiayi Shi ⋅ Chuyi Tan ⋅ Ji Zhang ⋅ Boyuan Pan ⋅ Yao Hu ⋅ Kan Li
[ OpenReview] 
Poster
None
Active Learning with Low-Rank Structure for Data Selection
Vincent Cohen-Addad ⋅ Sasidhar Kunapuli ⋅ Vahab Mirrokni ⋅ Mahdi Nikdan ⋅ David Woodruff ⋅ Samson Zhou
[ OpenReview] 
Poster
None
Unlocking the Potential of Continual Model Merging: An ODE Perspective
Lihong Lin ⋅ Haidong Kang
[ OpenReview] 
Poster
None
Experience Augmented Policy Optimization for LLM Reasoning
Jinda Lu ⋅ Kexin Huang ⋅ Junkang Wu ⋅ Shuo Yang ⋅ Jinghan Li ⋅ Chiyu Ma ⋅ Shaohang Wei ⋅ Xiang Wang ⋅ Guoyin Wang ⋅ Jingren Zhou
[ OpenReview] 
Poster
None
Automatic Pruning Discovery for Large Language Models
Haidong Kang ⋅ Lihong Lin ⋅ Enneng Yang ⋅ Hong-Ning Dai ⋅ Hao Wang
[ OpenReview] 
Poster
None
FiRE: Fine-grained Ranking Evaluation for Machine Translation
Wenyang Gao ⋅ Yinghao Yang ⋅ Xi Jin ⋅ Jing Li ⋅ Yue Zhang
[ OpenReview] 
Poster
None
Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals
Shuo Yang ⋅ Jinda Lu ⋅ Chiyu Ma ⋅ Kexin Huang ⋅ Haoming Meng ⋅ Qihui Zhang ⋅ Yuyang Liu ⋅ Bolin Ding ⋅ Guoyin Wang ⋅ Li Yuan ⋅ Jingren Zhou
[ Poster]  [ OpenReview] 
Poster
None
Solving Spatial-Spectral Fusion with Latent Spectral Operators
Wei Li ⋅ jieyuan pei ⋅ Junnan Xu ⋅ Xuanfeng Ding ⋅ Junwei Zhu ⋅ wanjun chen ⋅ Jianwei Zheng
[ OpenReview] 
Poster
None
Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models
Kaiyun Yang ⋅ Ruilin Yang ⋅ Zhimin Yao ⋅ Jikai Wang ⋅ Wei Ge
[ OpenReview] 
Poster
None
ArcDAE: Asymmetric Rectified Contrastive Diffusion Autoencoder for Unified Representation Learning
GE GAO ⋅ Shuo Chen ⋅ Di Xiong ⋅ Zeke Xie ⋅ Jian Yang
[ OpenReview] 
Poster
None
MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
Yulong Huang ⋅ Xiang Liu ⋅ Hongxiang Huang ⋅ Xiaopeng LIN ⋅ Zunchang LIU ⋅ Xiaowen Chu ⋅ Zeke Xie ⋅ Bojun Cheng
[ OpenReview] 
Poster
None
RelaxFlow: Text-Driven Amodal 3D Generation
Jiayin Zhu ⋅ Guoji Fu ⋅ Xiaolu Liu ⋅ Qiyuan He ⋅ Yicong Li ⋅ Angela Yao
[ OpenReview] 
Poster
None
DSGCR: Decomposed Spectral Geometry-Aware Cross-Modal Semantic Representation for 3D Visual Grounding
静 他 ⋅ Licheng Jiao ⋅ Lingling Li ⋅ Xiaoqiang Lu ⋅ Xu Liu ⋅ Wenping Ma ⋅ Fang Liu ⋅ Long Sun
[ OpenReview] 
Poster
None
Lightning Unified Video Editing via In-Context Sparse Attention
Shitong Shao ⋅ zikai ZHOU ⋅ Haopeng Li ⋅ Yingwei Song ⋅ Wenliang Zhong ⋅ Lichen Bai ⋅ Zeke Xie
[ OpenReview] 
Poster
None
Approximating Drift-Diffusion Models for User Decisions under Nudging and External Information
Gustavo Grivol ⋅ Alexander Tuzhilin
[ OpenReview] 
Poster
None
Accurate Large-scale Uncertainty Quantification using Stochastic Gradient Markov Chain Monte Carlo
Yu Wang ⋅ Jie Ding ⋅ Jonathan Huggins
[ OpenReview] 
Poster
None
Optimizing Few-Step Generation with Adaptive Matching Distillation
Lichen Bai ⋅ zikai ZHOU ⋅ Shitong Shao ⋅ Wenliang Zhong ⋅ Shuo Yang ⋅ Shuo Chen ⋅ Bojun Cheng ⋅ Zeke Xie
[ OpenReview] 
Poster
None
LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
Jiarui Wang ⋅ Huiyu Duan ⋅ Ziheng Jia ⋅ Zicheng Zhang ⋅ Yu Zhao ⋅ Juntong Wang ⋅ Guangtao Zhai ⋅ Xiongkuo Min
[ OpenReview] 
Poster
None
One-Way Policy Optimization for Self-Evolving LLMs
Shuo Yang ⋅ Jinda Lu ⋅ Kexin Huang ⋅ Chiyu Ma ⋅ Shaohang Wei ⋅ Yuyang Liu ⋅ Guoyin Wang ⋅ Jingren Zhou ⋅ Li Yuan
[ Poster]  [ OpenReview] 
Poster
None
UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models
Van-Tuan Tran ⋅ Hong-Hanh Nguyen-Le ⋅ Merim Dzaferagic ⋅ Marco Ruffini
[ OpenReview] 
Poster
None
Dynamic Compression Flows for Neuroscience Data
Ganchao Wei ⋅ Daniela de Albuquerque ⋅ Miles Martinez ⋅ Shiyang Pan ⋅ John Pearson
[ OpenReview] 
Poster
None
EpiCoCo: De Novo Epitope Generation via MHC-Context Co-Modeling and Contrastive Affinity Guidance
Haoyang Luan ⋅ Gufeng Yu ⋅ Letian Chen ⋅ Zhenran Xiao ⋅ Yueshan Huang ⋅ Junkun Guo ⋅ Yang Yang
[ OpenReview] 
Poster
None
Noisy-Space Policy Gradient for Diffusion Policies in Offline Reinforcement Learning
Mahmoud Selim ⋅ Cristina Cipriani ⋅ Karl Johansson
[ OpenReview] 
Poster
None
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation
Haoran Zhang ⋅ Yafu Li ⋅ Xuyang Hu ⋅ Dongrui Liu ⋅ Zhilin Wang ⋅ Bo Li ⋅ Yu Cheng
[ OpenReview] 
Poster
None
Joint-Space Empowerment as a Theory of Dexterous Motor Coordination
James Heald ⋅ Vittorio Caggiano ⋅ Vikash Kumar ⋅ Maneesh Sahani
[ OpenReview] 
Poster
None
Enhancing Multi-Modal LLMs Reasoning via Difficulty-Aware Group Normalization
Jinghan Li ⋅ Junfeng Fang ⋅ Jinda Lu ⋅ Yuan Wang ⋅ Xiaoyan Guo ⋅ Tianyu Zhang ⋅ Xiang Wang ⋅ Xiangnan He
[ OpenReview] 
Poster
None
Mosaic: Runtime-Efficient Multi-Agent Embodied Planning
Kunjal Panchal ⋅ Saayan Mitra ⋅ Sunav Choudhary ⋅ Victor Bursztyn ⋅ Somdeb Sarkhel ⋅ Hui Guan
[ OpenReview] 
Poster
None
MAS-Architect: Declarative Multi-Agent System Design via Separation of Concerns
Jing Huang ⋅ Lidong Zhang ⋅ Mutian Bao ⋅ Yadong Li ⋅ Xingzhong Xu ⋅ Jinjian Zhang ⋅ Jie Liu ⋅ Ming Kong ⋅ Qiang Zhu
[ OpenReview] 
Poster
None
Characterizing, Evaluating, and Optimizing Complex Reasoning
Haoran Zhang ⋅ Yafu Li ⋅ Zhi Wang ⋅ Zhilin Wang ⋅ Shunkai Zhang ⋅ Xiaoye Qu ⋅ Yu Cheng
[ OpenReview] 
Poster
None
SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding
Shenggui Li ⋅ Chao Wang ⋅ YIKAI ZHU ⋅ Yubo Wang ⋅ Fan Yin ⋅ Shuai Shi ⋅ YefeiChen ⋅ Xiaomin Dong ⋅ Qiaoling Chen ⋅ Jin Pan ⋅ JiLi ⋅ Yineng Zhang ⋅ Lei Yu ⋅ Yonggang Wen ⋅ Ivor Tsang ⋅ Tianwei Zhang
[ OpenReview] 
Poster
None
DSB: Dynamic Sliding Block Scheduling for Diffusion LLMs
Lizhuo Luo ⋅ Shenggui Li ⋅ Yonggang Wen ⋅ Tianwei Zhang
[ OpenReview] 
Poster
None
Making Models Unmergeable via Scaling-Sensitive Loss Landscape
Minwoo Jang ⋅ Hoyoung Kim ⋅ Jabin Koo ⋅ Jungseul Ok
[ OpenReview] 
Poster
None
Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences
Jabin Koo ⋅ Hoyoung Kim ⋅ Minwoo Jang ⋅ Jungseul Ok
[ OpenReview] 
Poster
None
Maximum-Likelihood Learning of Latent Dynamics Without Reconstruction
Samo Hromadka ⋅ Kai Biegun ⋅ Lior Fox ⋅ James Heald ⋅ Maneesh Sahani
[ OpenReview] 
Poster
None
PACE: Proactive Agent-Level Admission Control for Efficient Agentic Batch Inference
Qiaoling Chen ⋅ Zhisheng Ye ⋅ Tian Tang ⋅ Peng Sun ⋅ Boyu Tian ⋅ Guoteng Wang ⋅ Shenggui Li ⋅ Zhenhua Han ⋅ Yonggang Wen ⋅ Tianwei Zhang
[ OpenReview] 
Poster
None
Position: Beyond Reasoning Zombies — AI Reasoning Requires Process Validity
Rachel Lawrence ⋅ Jacqueline Maasch
[ OpenReview] 
Poster
None
Bounded Hyperbolic Tangent: A Stable and Efficient Alternative to Pre-Layer Normalization in Large Language Models
Hoyoon Byun ⋅ Youngjun Choi ⋅ Taero Kim ⋅ Sungrae Park ⋅ Kyungwoo Song
[ OpenReview] 
Poster
None
Certified Circuits: Stability Guarantees for Mechanistic Circuits
Alaa Anani ⋅ Tobias Lorenz ⋅ Bernt Schiele ⋅ Mario Fritz ⋅ Jonas Fischer
[ OpenReview] 
Poster
None
BuildArena: A Physics‑Aligned Interactive Benchmark of LLMs for Engineering Construction
Tian Xia ⋅ Tianrun Gao ⋅ Wenhao Deng ⋅ Long Wei ⋅ Xiaowei Qian ⋅ Chenglei Yu ⋅ Tailin Wu
[ OpenReview] 
Poster
None
Budget-Feasible Mechanisms for Submodular Welfare Maximization in Procurement Auctions
Shuang Cui ⋅ He Huang ⋅ Yu-e Sun ⋅ Chen Xue
[ OpenReview] 
Poster
None
Theoretical Characterization of Generalization in Knowledge Distillation
Xiangchao Li ⋅ Xiao Han ⋅ Qing Yang ⋅ Xin Tong
[ OpenReview] 
Poster
None
Learn from Your Mistakes: Tree-like Self-Play on Vulnerability Nodes for Secure Code LLMs
Wenqi Chen ⋅ Ziyan Zhang ⋅ Bin Wang ⋅ Lin Liu ⋅ Hengheng Zhang ⋅ Zhengsu Chen
[ OpenReview] 
Poster
None
NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs
Shuaidi Wang ⋅ Zhan Zhuang ⋅ HUANG Ruping ⋅ Yu Zhang
[ OpenReview] 
Poster
None
VJEPA: Variational Joint Embedding Predictive Architectures as Probabilistic World Models
Yongchao Huang
[ OpenReview] 
Poster
None
You Need Better Attention Priors
Elon Litman ⋅ Gabe Guo
[ OpenReview] 
Poster
None
Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
Ziang Gan ⋅ Qi Zhu ⋅ Libao Zhang
[ OpenReview] 
Poster
None
``Someone Hid It!'': Query-Agnostic Black-Box Attacks on LLM-Based Retrieval
Jiate Li ⋅ Defu Cao ⋅ Li Li ⋅ Wei Yang ⋅ Yuehan Qin ⋅ Chenxiao Yu ⋅ Tiannuo Yang ⋅ Ryan A Rossi ⋅ Yan Liu ⋅ Xiyang Hu ⋅ Yue Zhao
[ OpenReview] 
Poster
None
From Lyapunov Analysis to Algorithm Design in two-sided PL Minimax Optimization
Mansi Rankawat ⋅ Michael Muehlebach ⋅ Simon Lacoste-Julien ⋅ Damien Scieur
[ OpenReview] 
Poster
None
Position: We Need A Unified Definition of Hallucination (It’s The World Model, Stupid!)
Emmy Liu ⋅ Varun Gangal ⋅ Chelsea Zou ⋅ Michael Yu ⋅ Xiaoqi Huang ⋅ Alex Chang ⋅ Zhuofu Tao ⋅ Karanpartap Singh ⋅ Sachin Kumar ⋅ Steven Feng
[ OpenReview] 
Poster
None
Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo
Ke Wang ⋅ ZEHAO Yu ⋅ Luwei Wang ⋅ Yongchao Huang
[ OpenReview] 
Poster
None
SafeCompass: Dynamic Chain-of-Thought Steering via Inference-Time Safety Signals
Zeyang Zhang ⋅ HAOTIAN XU ⋅ Linbao Li ⋅ Qi Sun ⋅ Xuebo Liu ⋅ YU LI ⋅ Cheng Zhuo
[ OpenReview] 
Poster
None
LAST: Bridging Vision-Language and Action Manifolds via Gromov-Wasserstein Alignment
Huaihai Lyu ⋅ Chaofan Chen ⋅ Yuheng Ji ⋅ Xiansheng Chen ⋅ Pengwei Wang ⋅ Shanghang Zhang ⋅ Changsheng Xu
[ OpenReview] 
Poster
None
SkillNet: Hierarchical Skill Modeling for Compositional Generalization in Vision-Language Action Models
Senwei Xie ⋅ Yuntian Zhang ⋅ Zhenzhou Tan ⋅ Ruiping Wang ⋅ Pengwei Wang ⋅ Shanghang Zhang ⋅ Xilin Chen
[ OpenReview] 
Poster
None
Predicting What Matters: Robust Generalist Robot Policy Learning via Future Semantic Mask
Yunfan Lou ⋅ Xiaowei Chi ⋅ Xiaojie Zhang ⋅ Zezhong Qian ⋅ Chengxuan Li ⋅ Rongyu Zhang ⋅ yaoxu lyu ⋅ Guoyu Song ⋅ Chuyao Fu ⋅ Haoxuan Xu ⋅ Pengwei Wang ⋅ Shanghang Zhang
[ OpenReview] 
Poster
None
Exploration Hacking: LLMs Can Learn to Resist RL Training
Eyon Jang ⋅ Damon Falck ⋅ Joschka Cedric Braun ⋅ Nathalie Kirch ⋅ Achyutha Menon ⋅ Perusha Moodley ⋅ Scott Emmons ⋅ Roland S. Zimmermann ⋅ David Lindner
[ OpenReview] 
Poster
None
Improved Convergence of Score-Based Diffusion Models via Prediction-Correction
Poster
None
XR-1: Towards Versatile Vision-Language-Action Models via Learning Unified Vision-Motion Representations
Shichao Fan ⋅ Kun Wu ⋅ Zhengping Che ⋅ Xinhua Wang ⋅ Di Wu ⋅ Fei Liao ⋅ Ning Liu ⋅ Yixue Zhang ⋅ Zhen Zhao ⋅ Zhiyuan Xu ⋅ Meng Li ⋅ Qingjie Liu ⋅ Shanghang Zhang ⋅ Min Wan ⋅ Jian Tang
[ OpenReview] 
Poster
None
Attentive Multi-Layer Fusion for Vision Transformers
Laure Ciernik ⋅ Marco Morik ⋅ Lukas Thede ⋅ Luca Eyring ⋅ Shinichi Nakajima ⋅ Zeynep Akata ⋅ Lukas Muttenthaler
[ OpenReview] 
Poster
None
LASER: Learning Active Sensing for Continuum Field Reconstruction
Huayu Deng ⋅ Jinghui Zhong ⋅ Xiangming Zhu ⋅ Yunbo Wang ⋅ Xiaokang Yang
[ OpenReview] 
Poster
None
UCPO: Uncertainty-Aware Policy Optimization
Xianzhou Zeng ⋅ Jing Huang ⋅ Chunmei Xie ⋅ Gongrui Nan ⋅ Siye Chen ⋅ Mengyu Lu ⋅ Weiqi Xiong ⋅ Qixuan Zhou ⋅ Junhao Zhang ⋅ Qiang Zhu ⋅ Yadong Li ⋅ Xingzhong Xu
[ OpenReview] 
Poster
None
Long-term Fairness with Selective Labels
Giovani Valdrighi ⋅ Isabel Valera ⋅ Marcos M. Raimundo
[ OpenReview] 
Poster
None
SPADA: A Verifiable Test-Driven Agent for Controllable Parametric CAD Assembly Generation
Keyou Zheng ⋅ Xuyang Su ⋅ Jiewu Leng
[ OpenReview] 
Poster
None
Compute When Worth It: Risk Control for Reasoning on a Compute Budget
Xi Wang ⋅ Anushri Suresh ⋅ Alvin Zhang ⋅ Rishi More ⋅ William Jurayj ⋅ Mehrdad Farajtabar ⋅ Daniel Khashabi ⋅ Eric Nalisnick
[ OpenReview] 
Poster
None
A Regret Minimization Framework on Preference Learning in Large Language Models
Suhwan Kim ⋅ Taehyun Cho ⋅ Youngsoo Jang ⋅ Geon-Hyeong Kim ⋅ Yu Jin Kim ⋅ Moontae Lee ⋅ Jungwoo Lee
[ Poster]  [ OpenReview] 
Poster
None
Unveiling the Role of Data Uncertainty in Tabular Deep Learning
Nikolay Kartashev ⋅ Ivan Rubachev ⋅ Artem Babenko
[ OpenReview] 
Poster
None
Tilt Matching for Scalable Sampling and Fine-Tuning
Peter Potaptchik ⋅ Lee Kit ⋅ Michael Albergo
[ OpenReview] 
Poster
None
Nonparametric Data Attribution for Diffusion Models
Yutian Zhao ⋅ Chao Du ⋅ Xiaosen Zheng ⋅ Tianyu Pang ⋅ Min Lin
[ OpenReview] 
Poster
None
Vector Linking via Cross-Model Local Isometric Consistency
Ziying Chen ⋅ Yang Cao ⋅ He Sun ⋅ Beining Yang ⋅ Tianjian Yang
[ OpenReview] 
Poster
None
T-GINEE: A Tensor-Based Multi-Graph Representation Learning
Maolin Wang ⋅ Xuhui Chen ⋅ ZiTing Mai ⋅ Zhiqi Li ⋅ Tianshuo Wei ⋅ Yutian Xiao ⋅ Wenlin Zhang ⋅ Wanyu Wang ⋅ Ruocheng Guo ⋅ Haoxuan Li ⋅ Zenglin Xu ⋅ Xiangyu Zhao
[ OpenReview] 
Poster
None
Predictive Prefetching for Retrieval-Augmented Generation
Wuyang Zhang ⋅ Shichao Pei
[ OpenReview] 
Poster
None
FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents
Qizheng Li ⋅ Yifei Zhang ⋅ Xiao Yang ⋅ Xu Yang ⋅ Zhuo Wang ⋅ Bowen Xian ⋅ Weiqing Liu ⋅ Jiang Bian
[ OpenReview] 
Poster
None
CoGeoAD: Hierarchical Color-Geometric Fusion with Multi-View Attention for Zero-Shot 3D Anomaly Detection
Ke Xu ⋅ Xinle Wang ⋅ Yanning Hou ⋅ Xueliang Ma ⋅ Juan Xie ⋅ Jianfeng Qiu
[ OpenReview] 
Poster
None
FAB: A First-Order AB-based Gradient Algorithm for Distributed Bilevel Optimization over Time-Varying Directed Graphs
Yaoshuai Ma ⋅ Xiao Wang ⋅ Wei Yao ⋅ Jin Zhang
[ OpenReview] 
Poster
None
Tightening the Score Matching Gap for Diffusion Models
Benjamin Dupuis ⋅ Tyler Farghly ⋅ Maxime Haddouche ⋅ Alain Oliviero Durmus ⋅ Umut Simsekli
[ OpenReview] 
Poster
None
FormAct: Agentic Source Editing for Rich-Format Document Generation
Eugene Yu ⋅ Xingxing Zhang ⋅ Yuan Xia ⋅ Tao Ge ⋅ XWang ⋅ FNU Kartik ⋅ Vishwas Suryanarayanan ⋅ Cheng Yang ⋅ Amanda Jiang ⋅ Jiayu Ding ⋅ Xiangyu Wong ⋅ Tengchao Lv ⋅ Lei Cui ⋅ Si-Qing Chen ⋅ Furu Wei ⋅ Sujian Li
[ OpenReview] 
Poster
None
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration
Binyu Zhao ⋅ Wei ZHANG ⋅ Xingrui Yu ⋅ Zhaonian Zou ⋅ Ivor Tsang
[ OpenReview] 
Poster
None
Attributed Network Alignment: Statistical Limits and Efficient Algorithm
Dong Huang ⋅ Chenyang Tian ⋅ Pengkun Yang
[ OpenReview] 
Poster
None
NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs
Li Lin ⋅ Xinyu Hu ⋅ Xiaojun Wan
[ OpenReview] 
Poster
None
EvoCF: Multi-Agent Collaboration via Agentic Memory-Driven Evolutionary Counterfactual Planning
Haotian Chi ⋅ Zeyu Feng ⋅ Xingrui Yu ⋅ Linbo Luo ⋅ Yew Soon ONG ⋅ Ivor Tsang ⋅ Hechang Chen ⋅ Yi Chang ⋅ Haiyan Yin
[ OpenReview] 
Poster
None
Not All Prefills Are Equal: PPD Disaggregation for Multi-turn LLM Serving
Zongze Li ⋅ Jingyu Liu ⋅ Zach Xu ⋅ Yineng Zhang ⋅ Tahseen Rabbani ⋅ Ce Zhang
[ OpenReview] 
Poster
None
PCGS: Deblurring 3D Gaussian Splatting with Patch Comparison
Yilong Li ⋅ Bo Pang ⋅ Zhongtao Wang ⋅ Mai Su ⋅ Yisong Chen ⋅ Chengwei Pan ⋅ Meng GAI ⋅ Fei Zhu ⋅ Guoping Wang
[ OpenReview] 
Poster
None
Auditing Sybil: Explaining Deep Lung Cancer Risk Prediction Through Generative Interventional Attributions
Bartlomiej Sobieski ⋅ Jakub Grzywaczewski ⋅ Karol Dobiczek ⋅ Mateusz Wójcik ⋅ Tomasz Bartczak ⋅ Szatkowski Patryk ⋅ Przemysław Bombiński ⋅ Matthew Tivnan ⋅ Przemysław Biecek
[ OpenReview] 
Poster
None
Capacity-Agnostic Parameter Isolation for Continual Graph Learning
Ye Xiao ⋅ Ruikun Li ⋅ Zhenyu Yang ⋅ Andrey Vasnev ⋅ Junbin Gao
[ OpenReview] 
Poster
None
LaRA-Fusion: Latent-Robust Adaptation via Dual-Loop Constraints for Infrared and Visible Image Fusion
Yaru Su ⋅ Chaowei Huang ⋅ Huangbiao Xu ⋅ Xiao Ke
[ OpenReview] 
Poster
None
KAST-BAR: Knowledge-Anchored Semantically-Dynamic Topology Brain Autoregressive Modeling for Universal Neural Interpretation
Haoning Wang ⋅ Wenchao Yang ⋅ Shuai Shen ⋅ Yang Li
[ Poster]  [ OpenReview] 
Poster
None
SpecMD: A Comprehensive Study On Speculative Expert Prefetching
Duc Hoang ⋅ Mohammad Samragh ⋅ Ajay Jaiswal ⋅ Minsik Cho
[ OpenReview] 
Poster
None
$\texttt{Multi}^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments
Sangeun Park ⋅ Minhae Kwon
[ OpenReview] 
Poster
None
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
Menglin Xia ⋅ Xuchao Zhang ⋅ Shantanu Dixit ⋅ Paramaguru Harimurugan ⋅ Rujia Wang ⋅ Victor Ruehle ⋅ Robert A Sim ⋅ Chetan Bansal ⋅ Saravanakumar Rajmohan
[ OpenReview] 
Poster
None
Graph-GRPO: Training Graph Flow Models with Reinforcement Learning
Baoheng Zhu ⋅ Deyu Bo ⋅ Delvin Zhang ⋅ Xiao Wang
[ OpenReview] 
Poster
None
Position: *Beyond Text* The Text-Centric Bias in Foundation Models Must Be Revisited for a Speech-First Future
Deepak Piskala
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution
Hongbo Wang ⋅ Huaibo Huang ⋅ Pin Wang ⋅ Jinhua Hao ⋅ Chao Zhou ⋅ Ran He
[ Poster]  [ OpenReview] 
Poster
None
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
Qi Liu ⋅ Xinhao Zheng ⋅ Renqiu Xia ⋅ Xingzhi Qi ⋅ Qinxiang Cao ⋅ Junchi Yan
[ OpenReview] 
Poster
None
LiveOIBench: Can Large Language Models Outperform Human Contestants in Informatics Olympiads?
Kaijian Zou ⋅ Feiyang Xiong ⋅ Yunxiang Zhang ⋅ Xinliang Frederick Zhang ⋅ Yueqi Ren ⋅ Shitanshu Bhushan ⋅ Ayoung Lee ⋅ Jirong Yang ⋅ Lu Wang
[ OpenReview] 
Poster
None
SAOT: Self-Supervised Continual Graph Learning with Structure-Aware Optimal Transport
Yuting Zhang ⋅ Zhitao Xiao ⋅ Zhitao Xiao ⋅ Lei Geng ⋅ Yanwei Pang ⋅ Xiao Wang
[ OpenReview] 
Poster
None
Discriminative Mixture-of-Experts on Graphs with Reliable Expert Fusion
Haoyue Deng ⋅ Menghui Wang ⋅ Yunlong Zhou ⋅ Ziwei Zhang ⋅ Ran Zhang ⋅ Chunming Hu ⋅ Xiao Wang
[ OpenReview] 
Poster
None
Autoregressive Boltzmann Generators
Danyal Rehman ⋅ Charlie Tan ⋅ Yoshua Bengio ⋅ Joey Bose ⋅ Alexander Tong
[ OpenReview] 
Poster
None
ALSO: Adversarial Online Strategy Optimization for Social Agents
Xiang Li ⋅ Liping Yi ⋅ Mingze Kong ⋅ Min Zhang ⋅ Zhongxiang Dai ⋅ Qinghua Hu
[ Poster]  [ OpenReview] 
Poster
None
Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models
Siyan Zhao ⋅ Zhihui Xie ⋅ Mengchen Liu ⋅ Jing Huang ⋅ Guan Pang ⋅ Feiyu Chen ⋅ Aditya Grover
[ OpenReview] 
Poster
None
Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings
Jean-Baptiste Fermanian ⋅ Batiste Le Bars ⋅ Aurélien Bellet
[ OpenReview] 
Poster
None
Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
Jue Gong ⋅ Zihan Zhou ⋅ Jingkai Wang ⋅ Xiaohong Liu ⋅ Yulun Zhang ⋅ Xiaokang Yang
[ OpenReview] 
Poster
None
Robustifying Vision-Language Models via Test-Time Prompt Adaptation
Xingyu Zhu ⋅ Huanshen Wu ⋅ Shuo Wang ⋅ Beier Zhu ⋅ Jiannan Ge ⋅ Jiaheng Zhang ⋅ Long Chen
[ OpenReview] 
Poster
None
BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
Dionizije Fa ⋅ Marko Culjak ⋅ Bruno Pandža ⋅ Mateo Čupić
[ OpenReview] 
Poster
None
Can Simple Denoising Improve Uniform State Diffusion Models?
Huaisheng Zhu ⋅ Zhengyu Chen ⋅ Shijie Zhou ⋅ Zhihui Xie ⋅ Yige Yuan ⋅ Shiqi Chen ⋅ Zhimeng Guo ⋅ Siyuan Xu ⋅ Hangfan Zhang ⋅ Teng Xiao ⋅ Vasant Honavar
[ OpenReview] 
Poster
None
What Makes a Desired Graph for Relational Deep Learning?
Yao Cheng ⋅ Siqiang Luo
[ OpenReview] 
Poster
None
FunCQNet: A Functional Censored Quantile Neural Network for Predicting Long-Term Post-Transplant Kidney Survival
Jiaqi Men ⋅ Hua Liu ⋅ Yiming Tang ⋅ Jinhong You ⋅ Jianghu Dong ⋅ Jiguo Cao
[ OpenReview] 
Poster
None
ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
Yanlin Qi ⋅ Xinhang Chen ⋅ Huiqiang Jiang ⋅ Qitong Wang ⋅ Botao Peng ⋅ Themis Palpanas
[ OpenReview] 
Poster
None
Optimizing Agentic Reasoning with Retrieval via Synthetic Semantic Information Gain Reward
Senkang Hu ⋅ Yong Dai ⋅ Yuzhi Zhao ⋅ Yihang Tao ⋅ Yu Guo ⋅ Zhengru Fang ⋅ Sam Kwong ⋅ Yuguang Fang
[ OpenReview] 
Poster
None
Predicting Future KV Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction
Ziyao Tang ⋅ Pengkun Jiao ⋅ Xinhang Chen ⋅ LiuWei Liu ⋅ Shiyong Li ⋅ Jingjing Chen
[ OpenReview] 
Poster
None
OmniVideo-R1: Reinforcing Audio-visual Reasoning with Query Intention and Modality Attention
Zhangquan Chen ⋅ Jiale Tao ⋅ Ruihuang Li ⋅ Yihao Hu ⋅ Ruitao Chen ⋅ Zhantao Yang ⋅ Xinlei Yu ⋅ Haodong Jing ⋅ Manyuan Zhang ⋅ Shuai Shao ⋅ Biao Wang ⋅ Qinglin Lu ⋅ Ruqi Huang
[ OpenReview] 
Poster
None
Echoes within the Reasoning: Stealth and Effective Watermarking via Chain of Thought
Jiacheng Lu ⋅ Yiming Li ⋅ Tao Song ⋅ Weijian Wang ⋅ Wenjie Qu ⋅ Haibing Guan ⋅ Jiaheng Zhang
[ OpenReview] 
Poster
None
Lookahead Path Likelihood Optimization for Diffusion LLMs
Xuejie Liu ⋅ Vit Chun Yap ⋅ Yitao Liang ⋅ Anji Liu
[ OpenReview] 
Poster
None
Eating for a Sustainable Planet: Personalized Sustainable Diet Recommendation via Constraint-Aware Decision-Making Modeling
Ying Jin ⋅ Weiqing Min ⋅ Mingyu Huang ⋅ Shuqiang Jiang
[ OpenReview] 
Poster
None
AutoMat: Physics-Guided Agentic Reasoning for Solving Ill-Posed Inverse Microscopy Problems
Yaotian Yang ⋅ Yiwen Tang ⋅ Yizhe Chen ⋅ Xiao Chen ⋅ Jiangjie Qiu ⋅ Hao Xiong ⋅ Haoyu Yin ⋅ Zhiyao Luo ⋅ Yifei Zhang ⋅ Sijia Tao ⋅ Wentao Li ⋅ Qinghua Zhang ⋅ Yuqiang Li ⋅ Wanli Ouyang ⋅ Bin Zhao ⋅ Xiaonan Wang ⋅ Fei Wei
[ OpenReview] 
Poster
None
MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
Jialin Song ⋅ Xiaodong Liu ⋅ Weiwei Yang ⋅ Wuyang Chen ⋅ Mingqian Feng ⋅ Xuekai Zhu ⋅ Jianfeng Gao
[ Poster]  [ OpenReview] 
Poster
None
Privately Fine-Tuned LLMs Preserve Temporal Dynamics in Tabular Data
Lucas Rosenblatt ⋅ Peihan Liu ⋅ Ryan McKenna ⋅ Natalia Ponomareva
[ OpenReview] 
Poster
None
AliMark: Enhancing Robustness of Sentence-Level Watermarks Against Text Paraphrasing
Yuexin Li ⋅ Wenjie Qu ⋅ Linyu Wu ⋅ Yulin Chen ⋅ Yufei He ⋅ Tri Cao ⋅ Bryan Hooi ⋅ Jiaheng Zhang
[ OpenReview] 
Poster
None
Rare Event Analysis of Large Language Models
Jake McAllister Dorman ⋅ Edward Gillman ⋅ Dominic C Rose ⋅ Jamie Mair ⋅ Juan Garrahan
[ OpenReview] 
Poster
None
Post-Hoc Merging is Not Enough: Many-Shot Model Merging with Loss-Gap Balancing
Kyungjin Im ⋅ Chanin Eom ⋅ Miru Kim ⋅ Minhae Kwon
[ OpenReview] 
Poster
None
GICDM: Mitigating Hubness for Reliable Distance-Based Generative Model Evaluation
Nicolas Salvy ⋅ Hugues Talbot ⋅ Thirion Bertrand
[ OpenReview] 
Poster
None
Geometrically Constrained Stenosis Editing in Coronary Angiography via Entropic Optimal Transport
Jialin Li ⋅ Zhuo Zhang ⋅ Cao Yue ⋅ Shuai Xiao ⋅ Guipeng Lan ⋅ Jiabao Wen ⋅ Jiachen Yang
[ Poster]  [ OpenReview] 
Poster
None
Toward Safe Quantization-Aware Fine-tuning: Understanding and Mitigating Safety Alignment Degradation
Yuning Yang ⋅ Guowei Peng ⋅ Xiurui Xie ⋅ Minrui Jiang ⋅ Shuang Liang ⋅ Guisong Liu
[ OpenReview] 
Poster
None
TriForces: Augmenting Atomistic GNNs for Transferable Representations
Ali Ramlaoui ⋅ Alexandre Duval ⋅ Hannah Bull ⋅ Victor Schmidt ⋅ Hugues Talbot ⋅ Fragkiskos Malliaros ⋅ Joseph Musielewicz
[ OpenReview] 
Poster
None
Enhancing Conformal Prediction via Class Similarity
Ariel Fargion ⋅ Lahav Dabah ⋅ Tom Tirer
[ OpenReview] 
Poster
None
LocalV: Exploiting Information Locality for IP-level Verilog Generation
Hanqi Lyu ⋅ Di Huang ⋅ Yaoyu Zhu ⋅ Kangcheng Liu ⋅ Bohan Dou ⋅ Chongxiao Li ⋅ Pengwei Jin ⋅ Shuyao Cheng ⋅ Rui Zhang ⋅ Zidong Du ⋅ Qi Guo ⋅ Xing Hu ⋅ Yunji Chen
[ OpenReview] 
Poster
None
Stop When Further Reasoning Won’t Help: Attention-State Adaptive Generation in Reasoning Models
Jiakai Li ⋅ KE QIN ⋅ Rongzheng Wang ⋅ Yizhuo Ma ⋅ Qizhi Chen ⋅ Muquan Li ⋅ Shuang Liang
[ OpenReview] 
Poster
None
Is Code Better Than Language for Algorithmic Reasoning?
Terry Tong ⋅ Yu Feng ⋅ Surbhi Goel ⋅ Dan Roth
[ OpenReview] 
Poster
None
Adversarial Attack and Defense for Denoising Diffusion Sampling
Zhao-Rong Lai ⋅ Xiwen Yuan ⋅ Jian Weng
[ OpenReview] 
Poster
None
SHERPA: Fine-tuning Segment Anything Models with Task-relevant Guidance
Jingcheng Xie ⋅ Yinda Chen ⋅ Xiaoyu Liu ⋅ Haoyuan Shi ⋅ Zhiwei Xiong
[ OpenReview] 
Poster
None
Diversity-Aware Recursive Feature Multiple Kernel Learning
nan cao ⋅ Xu Zhao ⋅ Teng Zhang
[ OpenReview] 
Poster
None
FAIR-Calib: Frontier-Aware Instability-Reweighted Calibration for Post-Training Quantization of Diffusion Large Language Models
Haoyu Huang ⋅ Linlin Yang ⋅ Sheng Xu ⋅ Boyu Liu ⋅ Guodong Guo ⋅ Zhongqian Fu ⋅ Hang Zhou ⋅ Baochang Zhang
[ OpenReview] 
Poster
None
Image-to-Brain Signal Generation for Visual Prosthesis with CLIP Guided Multimodal Diffusion Models
Ganxi Xu ⋅ Zhao-Rong Lai ⋅ Yuting Tang ⋅ Yonghao Song ⋅ Guoxu Zhou ⋅ Boyu Wang ⋅ Jian Zhu ⋅ Jinyi Long
[ OpenReview] 
Poster
None
PADA-Coder: Improving Plan-Following Code Generation via Perturbation-Verified Attention Distillation and Dynamic Alignment
Yihong Huang ⋅ KE QIN ⋅ Rongzheng Wang ⋅ Muquan Li ⋅ Jiakai Li ⋅ Xiurui Xie ⋅ Shuang Liang
[ OpenReview] 
Poster
None
SURGE: Surrogate Gradient Adaptation in Binary Neural Networks
Haoyu Huang ⋅ Boyu Liu ⋅ Linlin Yang ⋅ Yanjing Li ⋅ Yuguang Yang ⋅ Xuhui Liu ⋅ Canyu Chen ⋅ Zhongqian Fu ⋅ Baochang Zhang
[ OpenReview] 
Poster
None
Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares
Xiyu Zhu ⋅ Wei Wang ⋅ Kui Jiang ⋅ Zhengguo Li
[ Poster]  [ OpenReview] 
Poster
None
Learning multi-modal generative models with permutation-invariant encoders and tighter variational objectives
Poster
None
Spectral Bridge Variational Inference: Dynamic LoRA via Bures-Wasserstein Gradient Flows
Yuhang Xi ⋅ Yu-Feng Yu ⋅ Chuan-Xian Ren ⋅ Zhao-Rong Lai
[ OpenReview] 
Poster
None
Unbiased Dynamic Pruning for Efficient Group-Based Policy Optimization
Haodong Zhu ⋅ Ren Yangyang ⋅ Yanjing Li ⋅ Mingbao Lin ⋅ Linlin Yang ⋅ Xuhui Liu ⋅ Xiantong Zhen ⋅ haiguang liu ⋅ Baochang Zhang
[ OpenReview] 
Poster
None
LLM Watermark Evasion via Bias Inversion
Jeongyeon Hwang ⋅ Sangdon Park ⋅ Jungseul Ok
[ OpenReview] 
Poster
None
Nonconvex Low-Rank Tensor Representation with Deep Priors for Multiview Subspace Clustering
Yao Fu ⋅ Dong Hu ⋅ Zhi Wang
[ OpenReview] 
Poster
None
Submodular Optimization for Minimal Augmentation in Robust Language Model Alignment
CHING-CHIA KAO ⋅ Chia-Mu Yu ⋅ Chun-Shien Lu ⋅ Chu-song Chen
[ OpenReview] 
Poster
None
The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance
Chang Ma ⋅ Jun Li ⋅ Kang Wei ⋅ Yipeng Zhou ⋅ Ming Ding ⋅ Yiyang Ni
[ OpenReview] 
Poster
None
NanoFLUX: Distillation-Driven Compression of Large Text-to-Image Generation Models for Mobile Devices
Ruchika Chavhan ⋅ Malcolm Chadwick ⋅ Alberto Gil Couto Pimentel Ramos ⋅ Luca Morreale ⋅ Mehdi Noroozi ⋅ Abhinav Mehrotra
[ OpenReview] 
Poster
None
Beyond the Bellman Recursion: A Pontryagin-Guided Framework for Non-Exponential Discounting
Hojin Ko ⋅ Jeonggyu Huh
[ OpenReview] 
Poster
None
C$^{2}$R: Cross-sample Consistency Regularization Mitigates Feature Splitting and Absorption in Sparse Autoencoders
Haoran Jin ⋅ Xiting Wang ⋅ Shijie Ren ⋅ Hong Xie ⋅ Defu Lian
[ OpenReview] 
Poster
None
Semi-Supervised Gaze Estimation via Disentangled Subspace Contrastive Learning
Qida Tan ⋅ Hongyu Yang ⋅ Wenchao Du
[ OpenReview] 
Poster
None
Near-optimal and Efficient First-Order Algorithm for Multi-Task Learning with Shared Linear Representation
Shihong Ding ⋅ Fangyu Du ⋅ Cong Fang
[ OpenReview] 
Poster
None
Words & Weights: Streamlining Multi-Turn Interactions via Co-Adaptation
Chenxing Wei ⋅ Hong Wang ⋅ Ying He ⋅ Zhongxiang Dai ⋅ Bo Jiang ⋅ Fei Yu ⋅ Yao Shu
[ OpenReview] 
Poster
None
Trajectory-Stabilized Inference for Diffusion-Based Video Inpainting
Zhanhe Zhang ⋅ Jiahua Li ⋅ Kun Wei ⋅ Xu Yang ⋅ Cheng Deng
[ OpenReview] 
Poster
None
Self-supervised Hierarchical Visual Reasoning with World Model
Yuanfei Xu ⋅ Lin Liu ⋅ Wengang Zhou ⋅ Mingxiao Feng ⋅ Houqiang Li
[ OpenReview] 
Poster
None
Approximation Theory for Lipschitz Continuous Transformers
Takashi Furuya ⋅ Davide Murari ⋅ Carola-Bibiane Schönlieb
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
CausalArmor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution
Minbeom Kim ⋅ Mihir Parmar ⋅ Phillip Wallis ⋅ Lesly Miculicich ⋅ Kyomin Jung ⋅ Krishnamurthy Dvijotham ⋅ Long T. Le ⋅ Tomas Pfister
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
On the Generalization Gap in Self-Evolving Language Model Reasoning
Zhenting Qi ⋅ Susanna Maria Baby ⋅ Stefanie Baby ⋅ Kan Yuan ⋅ Da-Cheng Juan ⋅ Tu Vu ⋅ Andrew Tomkins ⋅ Cyrus Rashtchian
[ OpenReview] 
Poster
None
ARLArena: Demystifying Policy Gradient Stability in Agentic Reinforcement Learning
Xiaoxuan Wang ⋅ Han Zhang ⋅ Haixin Wang ⋅ Yidan Shi ⋅ Ruoyan Li ⋅ Kaiqiao Han ⋅ Chenyi Tong ⋅ Haoran Deng ⋅ Alexander Taylor ⋅ Renliang Sun ⋅ Yanqiao Zhu ⋅ Jason Cong ⋅ Yizhou Sun ⋅ Wei Wang
[ OpenReview] 
Poster
None
Spectral Gradient Descent Mitigates Anisotropy-Driven Misalignment: A Case Study in Phase Retrieval
Guillaume Braun ⋅ Han Bao ⋅ Wei Huang ⋅ Masaaki Imaizumi
[ OpenReview] 
Poster
None
Posterior Concentration of Physics-Informed Neural Networks for Elliptic PDEs
Yuxuan Zhao ⋅ Yulong Lu
[ OpenReview] 
Poster
None
Merge to Remember: Sharpness-Aware Isotropic Merging for Continual Learning
Qun Yang ⋅ Enneng Yang ⋅ Li Shen ⋅ Wei Chen ⋅ Long Lan
[ OpenReview] 
Poster
None
PolyFlow: Safe and Efficient Polytope-Constrained Flow Matching with Constraint Embedding and Projection-free Update
Jianming Ma ⋅ Qiyue Yang ⋅ Yang Zhang ⋅ Liyun Yan ⋅ Zhanxiang Cao ⋅ Yazhou Zhang ⋅ Yue Gao
[ OpenReview] 
Poster
None
Reusing Trajectories in Policy Gradients Enables Fast Convergence
Alessandro Montenegro ⋅ Federico Mansutti ⋅ Marco Mussi ⋅ Matteo Papini ⋅ Alberto Maria Metelli
[ OpenReview] 
Poster
None
Resolving the Timestep Scaling Paradox in Spiking Neural Networks with a Timestep-Scalable Neuron Model
Binghao Ye ⋅ Wenjuan Li ⋅ Dengfeng Xue ⋅ Bing Li ⋅ Weiming Hu ⋅ Dong Liang ⋅ Kun Shang
[ OpenReview] 
Poster
None
Inducing Overthink: Hierarchical Genetic Algorithm-based DoS Attack on Black-Box Reasoning Models
Shuqiang Wang ⋅ Wei Cao ⋅ Jiaqi Weng ⋅ Jialing Tao ⋅ Licheng Pan ⋅ Hui Xue' ⋅ Zhixuan Chu
[ OpenReview] 
Poster
None
FRISM: Fine-Grained Reasoning Injection via Subspace-Level Model Merging for Vision–Language Models
Chenyu Huang ⋅ Peng Ye ⋅ Xudong Tan ⋅ Jinhan Mu ⋅ Shenghe Zheng ⋅ Li Shen ⋅ Tao Chen
[ OpenReview] 
Poster
None
SpeedVFI: One-step Diffusion for Efficient Video Frame Interpolation
Ganggui Ding ⋅ Xiaogang Xu ⋅ Hao Chen ⋅ Chunhua Shen
[ OpenReview] 
Poster
None
RedVisor: Reasoning-Aware Prompt Injection Defense via Zero-Copy KV Cache Reuse
Mingrui Liu ⋅ Sixiao Zhang ⋅ Cheng Long ⋅ Kwok Yan Lam
[ OpenReview] 
Poster
None
Latent Guided Sampling for Combinatorial Optimization
Sobihan Surendran ⋅ Adeline Fermanian ⋅ Sylvain Le Corff
[ OpenReview] 
Poster
None
Federated Multi-view Clustering for Remote Sensing Data
Renxiang Guan ⋅ Xiang Yang ⋅ Hao Yu ⋅ Siwei Wang ⋅ Suyuan Liu ⋅ Wenjing Yang ⋅ Jun-Jie Huang ⋅ Ao Li ⋅ Xinwang Liu ⋅ Yuhua Tang
[ OpenReview] 
Poster
None
Explaining Data Mixing Scaling Laws
Rui Dai ⋅ SHURAN ZHENG
[ OpenReview] 
Poster
None
Gradient Smoothing: Coupling Layer-wise Updates for Improved Optimization
Haoming Meng ⋅ Anton Sugolov ⋅ Vardan Papyan
[ OpenReview] 
Poster
None
KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem
Seongjin Cha ⋅ Gyuwan Kim ⋅ Dongsu Han ⋅ Tao Yang ⋅ Insu Han
[ OpenReview] 
Poster
None
SemBind: Binding Diffusion Watermarks to Semantics Against Black-Box Forgery Attacks
Xin Zhang ⋅ Zijin Yang ⋅ Kejiang Chen ⋅ Linfeng Ma ⋅ Weiming Zhang ⋅ Nenghai Yu
[ OpenReview] 
Poster
None
BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models
Junyu Chen ⋅ Jungang Li ⋅ Jing Xiong ⋅ Wenjie Wang ⋅ Qingyao Yang ⋅ He Xiao ⋅ Zhen Li ⋅ Taiqiang Wu ⋅ Mengzhao Chen ⋅ Zhen Peng ⋅ Chaofan Tao ⋅ Long Shi ⋅ Hongxia Yang ⋅ Ngai Wong
[ OpenReview] 
Poster
None
MindZero: Learning Online Mental Reasoning With Zero Annotations
Shunchi Zhang ⋅ Jin Lu ⋅ Chuanyang Jin ⋅ Yichao Zhou ⋅ Zhining Zhang ⋅ Tianmin Shu
[ OpenReview] 
Poster
None
Cross-View Lewis Weight Fusion Empowering Exemplar Replay for Federated Class-Incremental Learning
Zhuang Qi ⋅ Yingpeng Tang ⋅ Lei Meng ⋅ Xiaoxiao Li ⋅ Han Yu ⋅ Xiangxu Meng
[ OpenReview] 
Poster
None
ProtoKV: Streaming Video Understanding under Delayed Evidence with Summary-State Memory
Ngoc Minh Le Tu ⋅ Jinyeong Lim ⋅ Dongsu Han
[ OpenReview] 
Poster
None
Efficient Bilevel Optimization for CKA-Guided MoE Upcycling
Zhiyuan Yu ⋅ Enneng Yang ⋅ Hao Jiang ⋅ Guojie Zhu ⋅ Feihong He ⋅ Peng Wang ⋅ Li Shen
[ OpenReview] 
Poster
None
UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis
Junzhi Ning ⋅ Wei Li ⋅ Cheng Tang ⋅ Jiashi Lin ⋅ Chenglong Ma ⋅ Chaoyang Zhang ⋅ Jiyao Liu ⋅ Ying Chen ⋅ Shujian Gao ⋅ Lihao Liu ⋅ Yuandong Pu ⋅ Huihui Xu ⋅ Chenhui Gou ⋅ Ziyan Huang ⋅ Yi Xin ⋅ Qi Qin ⋅ Zhongying Deng ⋅ Diping Song ⋅ Bin Fu ⋅ Guang Yang ⋅ Ji Yuanfeng ⋅ Tianbin Li ⋅ Yanzhou Su ⋅ Jin Ye ⋅ SHIXIANG TANG ⋅ Ming Hu ⋅ Junjun He
[ OpenReview] 
Poster
None
Optimization with Access to Auxiliary Information
Poster
None
TQL: Scaling Q-Functions with Transformers by Preventing Attention Collapse
Perry Dong ⋅ Kuo-Han Hung ⋅ Alexander Swerdlow ⋅ Dorsa Sadigh ⋅ Chelsea Finn
[ OpenReview] 
Poster
None
Efficient Diffusion Models via Time Step Optimization with Consistent Training and Inference Constraints
Zihao Cheng ⋅ Binrui Wu ⋅ Yuesen Liao ⋅ Weizhong Zhang
[ OpenReview] 
Poster
None
Intrinsic Gradient Suppression for Label-Noise Prompt Tuning in Vision–Language Models
Jia-yu Li ⋅ Jiaxin Qi ⋅ Sheng Zhou ⋅ Jianqiang Huang ⋅ Xian-Sheng Hua
[ OpenReview] 
Poster
None
GradientStabilizer: Fix the Norm, Not the Gradient
Tianjin Huang ⋅ Zhangyang “Atlas” Wang ⋅ Haotian Hu ⋅ Zhenyu Zhang ⋅ Gaojie Jin ⋅ Xiang Li ⋅ Li Shen ⋅ Jiaxing Shang ⋅ Tianlong Chen ⋅ Ke Li ⋅ Lu Liu ⋅ Qingsong Wen ⋅ Shiwei Liu
[ OpenReview] 
Poster
None
Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing
Egor Serov ⋅ Ilya Kuleshov ⋅ Alexey Zaytsev
[ OpenReview] 
Poster
None
SCNS: Continual Personalization of Diffusion Models via Submodular Concept Neuron Selection
Zijie Peng ⋅ Enneng Yang ⋅ Yifei Cheng ⋅ Hongliang Yuan ⋅ Fei Ma ⋅ Xiaochun Cao ⋅ Li Shen
[ OpenReview] 
Poster
None
Surgery: Mitigating Harmful Fine-Tuning for Large Language Models via Attention Sink
Guozhi Liu ⋅ Weiwei Lin ⋅ Tiansheng Huang ⋅ Ruichao Mo ⋅ Qi Mu ⋅ Xiumin Wang ⋅ Li Shen
[ OpenReview] 
Poster
None
Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
Mengxuan Wang ⋅ Yuxin Chen ⋅ Gang Xu ⋅ Tao He ⋅ hongjie jiang ⋅ Ming Li
[ OpenReview] 
Poster
None
Diffeomorphism-Equivariant Neural Networks
Josephine Elisabeth Oettinger ⋅ Zakhar Shumaylov ⋅ Johannes Bostelmann ⋅ Jan Lellmann ⋅ Carola-Bibiane Schönlieb
[ OpenReview] 
Poster
None
Learning Generalized Trackers with Elastic Token Budgets
Yinchao Ma ⋅ Jianpeng Yang ⋅ Yuyang Tang ⋅ Jie Xiao ⋅ Dengqing Yang ⋅ Tianzhu Zhang
[ OpenReview] 
Poster
None
4DPC$^2$hat: Towards Dynamic Point Cloud Understanding with Failure-Aware Bootstrapping
Xindan Zhang ⋅ Weilong Yan ⋅ YUFEI SHI ⋅ Xuerui Qiu ⋅ Tao He ⋅ Ying Li ⋅ Ming Li ⋅ Hehe Fan
[ OpenReview] 
Poster
None
Graph Neural Networks Are Not Continuous Across Graph Resolutions
Christian Koke ⋅ Abhishek Saroha ⋅ Yuesong Shen ⋅ Marvin Eisenberger ⋅ Bastian Rieck ⋅ Michael Bronstein ⋅ Daniel Cremers
[ OpenReview] 
Poster
None
Scaling Laws of Global Weather Models
Yuejiang Yu ⋅ Langwen Huang ⋅ Alexandru Calotoiu ⋅ Torsten Hoefler
[ OpenReview] 
Poster
None
Mind Your Margin and Boundary: Are Your Distilled Datasets Truly Robust?
Muquan Li ⋅ Yingyi Ma ⋅ Yihong Huang ⋅ Hang Gou ⋅ KE QIN ⋅ Ming Li ⋅ Yuan-Fang Li ⋅ Tao He
[ OpenReview] 
Poster
None
InertialAR: Autoregressive 3D Molecule Generation with Inertial Frames
Haorui Li ⋅ weitao du ⋅ Yuqiang Li ⋅ Hongyu Guo ⋅ Shengchao Liu
[ OpenReview] 
Poster
None
AdaGC: Enhancing LLM Pretraining Stability via Adaptive Gradient Clipping
Guoxia Wang ⋅ Shuai Li ⋅ Congliang Chen ⋅ Jinle Zeng ⋅ Jiabin Yang ⋅ Dianhai Yu ⋅ Yanjun Ma ⋅ Li Shen
[ OpenReview] 
Poster
None
OVLR: Efficient, Scalable, and Robust Training via Output-Level Variance-Reduced Likelihood Ratio
Minhao Zou ⋅ Tao Ren ⋅ Jinyang Jiang ⋅ Rui Tao ⋅ Zehao Li ⋅ Jiale Fu ⋅ Hui Shao ⋅ Xianhua Liu ⋅ Yijie Peng
[ OpenReview] 
Poster
None
Motion-Residual Conflict-Aware Time Reversal for Generative Inbetweening
Zhenbang Zhang ⋅ Zihui Cui ⋅ Haythem El-Messiry ⋅ Renmin Han ⋅ Zhiqiang Xu
[ OpenReview] 
Poster
None
IDRBench: Understanding the Capability of Large Language Models on Interdisciplinary Research
Yuanhao Shen ⋅ Daniel de Sousa ⋅ Ricardo de Andrade Nascimento ⋅ Hongyu Guo ⋅ Xiaodan Zhu
[ OpenReview] 
Poster
None
PerturbDiff: Functional Diffusion for Single-Cell Perturbation Modeling
Xinyu Yuan ⋅ Xixian Liu ⋅ Ya Shi Zhang ⋅ Zuobai Zhang ⋅ Hongyu Guo ⋅ Jian Tang
[ OpenReview] 
Poster
None
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
Saksham Jain ⋅ Alex Luedtke
[ OpenReview] 
Poster
None
Deep Ensemble Clustering for Visual Representation Learning
Yuwei Wang ⋅ Guikun Chen ⋅ Xiruo Jiang ⋅ Yazhou Yao ⋅ Di Liu ⋅ Xiangbo Shu ⋅ Fumin Shen ⋅ Wenguan Wang
[ OpenReview] 
Poster
None
Beyond VLM-Based Rewards: Diffusion-Native Latent Reward Modeling
Gongye Liu ⋅ Bo Yang ⋅ Zhi Yida ⋅ Zhizhou Zhong ⋅ Lei Ke ⋅ Didan Deng ⋅ Han Gao ⋅ Yongxiang Huang ⋅ Kaihao Zhang ⋅ Hongbo Fu ⋅ Wenhan Luo
[ OpenReview] 
Poster
None
Sparks of Cooperative Reasoning: LLMs as Strategic Hanabi Agents
Mahesh Ramesh ⋅ Kaousheik Jayakumar ⋅ Aswinkumar Ramkumar ⋅ Pavan Thodima ⋅ Aniket Rege ⋅ Emmanouil-Vasileios Vlatakis-Gkaragkounis
[ OpenReview] 
Poster
None
Beyond Explicit Edges: Robust Reasoning over Noisy and Sparse Knowledge Graphs
Hang Gao ⋅ Dimitris Metaxas
[ OpenReview] 
Poster
None
An Approximation Algorithm for Graph Label Selection
Josia John ⋅ Simon Meierhans ⋅ Maximilian Probst Gutenberg
[ OpenReview] 
Poster
None
New Wide-Net-Casting Jailbreak Attacks Risk Large Models
Qiuchi Xiang ⋅ Haoxuan Qu ⋅ Hossein Rahmani ⋅ Jun Liu
[ OpenReview] 
Poster
None
VecDesigner: Exploring Visual Guidance and Structural Consistency for Semantic Typography
Liu Yu ⋅ Xingjiao Wu ⋅ Ziang Liu ⋅ Jiabao Zhao ⋅ Daoguo Dong ⋅ Liang He
[ OpenReview] 
Poster
None
Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
Xiaodong Lu ⋅ Xiaohan Wang ⋅ Jiajun Chai ⋅ Guojun Yin ⋅ Wei Lin ⋅ Zhijun Chen ⋅ Yu Luo ⋅ Fuzhen Zhuang ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview] 
Poster
None
Detecting Errors in AI-Generated Annotations: When and Why Semantic Neighbors Help
Na Di ⋅ Ling Li ⋅ Zhe Tang ⋅ Hao Cheng ⋅ Jinlong Pang ⋅ Jiaheng Wei ⋅ Zhaowei Zhu
[ OpenReview] 
Poster
None
HypRAG: Hyperbolic Dense Retrieval for Retrieval Augmented Generation
Hiren Madhu ⋅ Ngoc Bui ⋅ Ali Maatouk ⋅ Leandros Tassiulas ⋅ Smita Krishnaswamy ⋅ Menglin Yang ⋅ Sukanta Ganguly ⋅ Kiran Srinivasan ⋅ ZHITAO YING
[ OpenReview] 
Poster
None
PanoWorld-X: Generating Explorable Panoramic Worlds via Sphere-Aware Video Diffusion
Yuyang Yin ⋅ Hao-Xiang Guo ⋅ Fangfu Liu ⋅ Mengyu Wang ⋅ Hanwen Liang ⋅ Eric Li ⋅ Yikai Wang ⋅ Xiaojie Jin ⋅ Yao Zhao ⋅ Yunchao Wei
[ OpenReview] 
Poster
None
R2R2: Robust Representation for Intensive Experience Reuse via Redundancy Reduction in Self-Predictive Learning
Sanghyeob Song ⋅ Donghyeok Lee ⋅ Jinsik Kim ⋅ Sungroh Yoon
[ OpenReview] 
Poster
None
Robust Self-reflective Hashing for Cross-modal Retrieval with Noisy Label
Hao Sun ⋅ Qibing Qin ⋅ Lei Huang
[ OpenReview] 
Poster
None
Dynamic Thinking-Token Selection for Efficient Reasoning in Large Reasoning Models
zhenyuan guo ⋅ Tong Chen ⋅ Wenlong Meng ⋅ Chen GONG ⋅ Xin Yu ⋅ Chengkun Wei ⋅ Wenzhi CHEN
[ OpenReview] 
Poster
None
WAVE: Window-Aware Vocabulary-Efficient Early-Exit for Training-Free LLM Acceleration
Seonggeun Kim ⋅ Gilha lee ⋅ Hyun Kim
[ OpenReview] 
Poster
None
Semi-Supervised Learning for Molecular Graphs via Ensemble Consensus
Rasmus Tirsgaard ⋅ Laurits Fredsgaard ⋅ Marisa Wodrich ⋅ Mikkel Jordahn ⋅ Mikkel Schmidt
[ OpenReview] 
Poster
None
Refining Dual Spectral Sparsity in Transformed Tensor Singular Values
Andong Wang ⋅ Yuning Qiu ⋅ Haonan Huang ⋅ Zhong Jin ⋅ Guoxu Zhou ⋅ Qibin Zhao
[ OpenReview] 
Poster
None
Evolving Interdependent Operators with Large Language Models for Multi-Objective Combinatorial Optimization
Junhao Qiu ⋅ Xin Chen ⋅ LiangGE ⋅ Liyong Lin ⋅ Zhichao Lu ⋅ Qingfu Zhang
[ OpenReview] 
Poster
None
Training AI Co-Scientists Using Rubric Rewards
Shashwat Goel ⋅ Rishi Hazra ⋅ Dulhan Jayalath ⋅ Timon Willi ⋅ Parag Jain ⋅ Shen ⋅ Ilias Leontiadis ⋅ Francesco Barbieri ⋅ Yoram Bachrach ⋅ Jonas Geiping ⋅ Chenxi Whitehouse
[ OpenReview] 
Poster
None
Conditional Clifford-Steerable CNNs for PDE Modeling
Bálint Szarvas ⋅ Maksim Zhdanov
[ OpenReview] 
Poster
None
Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning
Qingdong He ⋅ Xueqin Chen ⋅ Chaoyi Wang ⋅ Yanjie Pan ⋅ Xiaobin Hu ⋅ Zhenye Gan ⋅ Chengjie Wang ⋅ Xiangtai Li ⋅ Weijian Cao ⋅ Yabiao Wang
[ OpenReview] 
Poster
None
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
Tan Pan ⋅ Shuhao Mei ⋅ Yixuan Sun ⋅ Kaiyu Guo ⋅ Chen Jiang ⋅ Zhaorui Tan ⋅ Mengzhu Li ⋅ LIMEI HAN ⋅ Xiang Zou ⋅ Yuan Cheng ⋅ Mahsa Baktashmotlagh
[ OpenReview] 
Poster
None
The Quality-Utility Paradox: Why High-Reward Data Impairs Small Model Reasoning
Haolong Qian ⋅ Xianliang Yang ⋅ Ma yinuo ⋅ Lirong Che ⋅ Feng Lu ⋅ Ye Guo ⋅ Lei Song ⋅ Jiang Bian ⋅ Chun Yuan
[ OpenReview] 
Poster
None
Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks
Yunqi Xue ⋅ Zhijiang Li ⋅ Phil Torr ⋅ Jindong Gu
[ OpenReview] 
Poster
None
Beyond Independent Genes: Learning Module-Inductive Representations for Gene Perturbation Prediction
Jiafa Ruan ⋅ Zongxin Yang ⋅ Ruijie Quan ⋅ Liyang Xu ⋅ Yi Yang
[ OpenReview] 
Poster
None
GaussTrace: Provenance Analysis of 3D Gaussian Splatting Models with Evidence-based LLM Reasoning
Haoliang Han ⋅ Ziyuan Luo ⋅ Renjie Wan
[ OpenReview] 
Poster
None
RaGEP: Rank-aware Geometric Expert Pruning for Mixture-of-Experts Language Models
Wentao Hu ⋅ Zeyu Zhu ⋅ Mingkuan Zhao ⋅ Zhenhua An ⋅ Yanbo Zhai ⋅ Shanhong yu ⋅ Huilin Zhou ⋅ Xin Lai ⋅ Xiaoyan Zhu ⋅ Jiayin Wang
[ OpenReview] 
Poster
None
The Two-Hump Problem: Bridging the Difficulty Gap in Mathematical Reinforcement Learning
Lucas Fagan ⋅ Michele Tarquini ⋅ Ali Shehper ⋅ Maksymilian Manko ⋅ Angus Gruen ⋅ Coco Huang ⋅ Giorgi Butbaia ⋅ Davide Passaro ⋅ Sergei Gukov
[ OpenReview] 
Poster
None
SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning
Poster
None
Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative Algebra
Giorgi Butbaia ⋅ Paul Orland ⋅ Coco Huang ⋅ Davide Passaro ⋅ Lucas Fagan ⋅ Michele Tarquini ⋅ Hailong Dao ⋅ David Eisenbud ⋅ Ali Shehper ⋅ Sergei Gukov
[ OpenReview] 
Poster
None
SurvDiff: A Diffusion Model for Generating Synthetic Data in Survival Analysis
Marie Brockschmidt ⋅ Maresa Schröder ⋅ Stefan Feuerriegel
[ OpenReview] 
Poster
None
Proxy Compression for Language Modeling
Lin Zheng ⋅ Li Xinyu ⋅ Qian Liu ⋅ Xiachong Feng ⋅ Lingpeng Kong
[ OpenReview] 
Poster
None
EvReflection: Event-Driven Micro-Dynamics for Reflection Removal
Jiaxiao Wang ⋅ Dachun Kai ⋅ Huyue Zhu ⋅ Quanquan Hu ⋅ Zhenyang Xu ⋅ Xiaoyan Sun
[ OpenReview] 
Poster
None
A Deep Learning Model of Mental Rotation Informed by Interactive VR Experiments
Raymond Khazoum ⋅ Daniela Fernandes ⋅ Aleksandr Krylov ⋅ Qin Li ⋅ Stephane Deny
[ OpenReview] 
Poster
None
Active Tabular Augmentation via Policy-Guided Diffusion Inpainting
Zheyu Zhang ⋅ Shuo Yang ⋅ Bardh Prenkaj ⋅ Gjergji Kasneci
[ OpenReview] 
Poster
None
Exploiting Hankel-Toeplitz Structures for Fast Computation of Kernel Precision Matrices
Poster
None
TGPO: Efficient Policy Optimization through Sequence Anchor and Information Gating
Hang Ding ⋅ Dongqi Liu ⋅ Qiming Feng ⋅ Jian Li ⋅ Tong Lei ⋅ Jiafu Wu ⋅ Shuo Wang ⋅ Weijian Cao ⋅ Chengjie Wang ⋅ Yabiao Wang
[ OpenReview] 
Poster
None
AdaRoPE: Not All Attention Heads Should Rotate and Scale Equally
Shaowen Wang ⋅ Yuke Zheng ⋅ Tansheng Zhu ⋅ Shuang Chen ⋅ Shaofan Liu ⋅ Suncong Zheng ⋅ Li Jian
[ OpenReview] 
Poster
None
Rewiring Experts on the Fly: Continuous Rerouting for Better Online Adaptation in Mixture-of-Expert models
Guinan Su ⋅ Yanwu Yang ⋅ Li Shen ⋅ Lu Yin ⋅ Shiwei Liu ⋅ Jonas Geiping
[ OpenReview] 
Poster
None
Time-CoT: Hierarchical Reasoning with Temporal Semantic Codes for Multivariate Time Series Classification
Kun Zeng ⋅ Wu Binquan ⋅ Qianli Ma
[ OpenReview] 
Poster
None
OOVDet: Low-Density Prior Learning for Zero-Shot Out-of-Vocabulary Object Detection
Binyi Su ⋅ chenghao huang ⋅ Chenhaiyong
[ OpenReview] 
Poster
None
Scheduling LLM Inference with Uncertainty-Aware Output Length Predictions
haoyu zheng ⋅ Yongqiang Zhang ⋅ Fangcheng Fu ⋅ Xiaokai Zhou ⋅ Hao Luo ⋅ Hongchao Zhu ⋅ Yuanyuan Zhu ⋅ Hao Wang ⋅ Xiao Yan ⋅ Jiawei Jiang
[ OpenReview] 
Poster
None
Efficient Parallel Samplers for Recurrent-Depth Models
Jonas Geiping ⋅ Xinyu Yang ⋅ Guinan Su
[ OpenReview] 
Poster
None
See the Emotion: A Facial Emoji Proxy Modeling for EEG Emotion Recognition
Jingjing Hu ⋅ Dan Guo ⋅ Haofan Cheng ⋅ Zeng ying ⋅ Zhan Si ⋅ Jinxing Zhou ⋅ Meng Wang
[ OpenReview] 
Poster
None
Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas
Yuxuan Li ⋅ Lingxi Xie ⋅ Xinyue Huo ⋅ Jihao Qiu ⋅ Jiacheng Shao ⋅ Pengfei Chen ⋅ Jiannan Ge ⋅ Kaiwen Duan ⋅ Qi Tian
[ OpenReview] 
Poster
None
Measuring and Mitigating Post-hoc Rationalization in Reverse Chain-of-Thought Generation
Guangyue Peng ⋅ Zongchao Chen ⋅ Wen Luo ⋅ Yuntao Wen ⋅ Wei Li ⋅ Ruixiang Feng ⋅ Ran Le ⋅ Chen Yang ⋅ Zhenwei An ⋅ Yang Song ⋅ Tao Zhang ⋅ Houfeng Wang
[ OpenReview] 
Poster
None
Know Thyself, Know Thy User: Intrinsic Dual-Perspective Reasoning for Role-Playing LLMs
Haotong Sun ⋅ Yinghui Jiang ⋅ Bocheng Xu ⋅ Jianye Xie
[ OpenReview] 
Poster
None
Universal Redundancies in Time Series Foundation Models
Anthony Bao ⋅ Venkata Hasith Vattikuti ⋅ Jeffrey Lai ⋅ William Gilpin
[ OpenReview] 
Poster
None
FiGuRO - Intrinsic Dimension Estimation for Multi-Modal Data
Viktoria Schuster ⋅ Sana Tonekaboni ⋅ Caroline Uhler
[ OpenReview] 
Poster
None
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
Haotong Sun ⋅ Yinghui Jiang ⋅ Bocheng Xu ⋅ Jianye Xie
[ OpenReview] 
Poster
None
GenAlign: Towards Unified Alignment Framework of MLLMs via Generative Reward Model
Jingyu Zhang ⋅ Kun Yang ⋅ Ming Wen ⋅ jiawei zhao ⋅ Yuxuan Liu ⋅ Zhuoer Xu ⋅ shiwen cui
[ OpenReview] 
Poster
None
TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations
Zongjiang Shang ⋅ Chengxi Jin ⋅ Binqing Wu ⋅ Dongliang Cui ⋅ Yue Yu ⋅ Haobang Sun ⋅ Chuanlin Xu ⋅ Ling Chen
[ OpenReview] 
Poster
None
A Distributional View for Visual Mechanistic Interpretability: KL-Minimal Soft-Constraint Principle
Guancheng Zhou ⋅ Yisi Luo ⋅ Zhengfu He ⋅ Zhenyu Jin ⋅ Xuyang Ge ⋅ Wentao Shu ⋅ Deyu Meng ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
LaRI: Layered Ray Intersections for Single-view 3D Geometric Reasoning
Rui Li ⋅ Biao Zhang ⋅ Zhenyu Li ⋅ Federico Tombari ⋅ Peter Wonka
[ OpenReview] 
Poster
None
Towards Trustworthy Video Anomaly Understanding: A Class-Guided Chain-of-Evaluation Metric and An Anomaly-focused Meta-Benchmark
Jiaxu Leng ⋅ Zhoujie Huang ⋅ Mingpi Tan ⋅ Zhanjie Wu ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
AutoControl Arena: Synthesizing Executable Test Environments for Frontier AI Risk Evaluation
Changyi Li ⋅ Pengfei Lu ⋅ Xudong Pan ⋅ Fazl Barez ⋅ Min Yang
[ OpenReview] 
Poster
None
Position: The Systemic Lack of Agency in Visual Reasoning
Yizhao Huang ⋅ Haoyang Chen ⋅ Pohsun Huang ⋅ Jiayuan Li ⋅ Shiqin Wang ⋅ Haoyuan Du ⋅ Yandong Shi ⋅ Zheng Wang ⋅ Zhixiang Wang
[ OpenReview] 
Poster
None
On Testing Conditional Mean Independence for Manifold-Valued Data
Meiling Zeng ⋅ Jinhong You ⋅ Jicai Liu ⋅ Shouxia Wang
[ OpenReview] 
Poster
None
Likelihood over Estimation: Robust Quadratic Discriminant Analysis for Heavy-Tailed Distributions with Theory and Evidence
Niranjana Ambadi ⋅ eugene pinsky
[ OpenReview] 
Poster
None
Federated Graph Learning via Structure-Aware Fusion Using a Kalman Framework with Learnable Dynamics
Bisheng Tang ⋅ Xiaojun Chen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Welfare-Optimal Classification with Accuracy Auctions
Bana Sadi ⋅ Eden Saig ⋅ Nir Rosenfeld
[ OpenReview] 
Poster
None
InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem
Shuofei Qiao ⋅ Yunxiang Wei ⋅ Xuehai Wang ⋅ Bin Wu ⋅ Boyang XUE ⋅ Ningyu Zhang ⋅ Hossein A. Rahmani ⋅ Wang Yanshan ⋅ Qiang Zhang ⋅ Keyan Ding ⋅ Jeff Pan ⋅ Huajun Chen ⋅ Emine Yilmaz
[ OpenReview] 
Poster
None
Multimodal Nested Learning for Decoupled and Coordinated Optimization
Yanglin Feng ⋅ Yang Qin ⋅ Dezhong Peng ⋅ Rui Wang ⋅ Xiaomin Song ⋅ Peng Hu
[ OpenReview] 
Poster
None
OneSearch: A Preliminary Exploration of the Unified End-to-End Generative Framework for E-commerce Search
Ben Chen ⋅ Xian Guo ⋅ Siyuan Wang ⋅ Zihan Liang ⋅ Yufei Ma ⋅ Yue Lv ⋅ Chenyi Lei ⋅ Yuqing DING ⋅ Wenwu Ou ⋅ Han Li ⋅ Kun Gai
[ OpenReview] 
Poster
None
Text-Driven Fusion for Infrared and Visible Images: Achieving Image Scene Adaptation on Hyperbolic Space
Huan Kang ⋅ Hui Li ⋅ Tianyang Xu ⋅ Tao Zhou ⋅ Xiaojun Wu ⋅ Josef Kittler
[ OpenReview] 
Poster
None
Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO
Yiming Ren ⋅ Yiran Xu ⋅ Zicheng Lin ⋅ Chufan Shi ⋅ Yukang Chen ⋅ Dingdong WANG ⋅ Tianhe Wu ⋅ Junjie Wang ⋅ Yujiu Yang ⋅ Yu Qiao ⋅ Ruihang Chu
[ OpenReview] 
Poster
None
DiScoFormer: Plug-In Density and Score Estimation with Transformers
Vasily Ilin ⋅ Peter Sushko ⋅ Ranjay Krishna
[ Slides]  [ OpenReview] 
Poster
None
Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence
Shiyuan Zhang ⋅ Qiwei Di ⋅ Xuheng Li ⋅ Quanquan Gu
[ OpenReview] 
Poster
None
Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding
Zelin Zheng ⋅ Xinyan Liu ⋅ Ruixin Li ⋅ Antoni Chan ⋅ Guorong Li ⋅ Qingming Huang ⋅ Laiyun Qing
[ OpenReview] 
Poster
None
Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment
Yucong Huang ⋅ Xiucheng Li ⋅ Kaiqi Zhao ⋅ Jing Li
[ OpenReview] 
Poster
None
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
Shiyu Li ⋅ Yifan Wang ⋅ Peiming Li ⋅ Zheng Wei ⋅ Yang Tang
[ OpenReview] 
Poster
None
L-SR1: Learned Symmetric-Rank-One Preconditioning
Gal Lifshitz ⋅ Shahar Zuler ⋅ Ori Fouks ⋅ Dan Raviv
[ OpenReview] 
Poster
None
BubbleSpec: Turning Long-Tail Bubbles into Speculative Rollout Drafts for Synchronous Reinforcement Learning
yuhang xu ⋅ Kaibin Tian ⋅ Yang Tian ⋅ Zhice Yang ⋅ Yifeng Yu ⋅ Yan Li ⋅ Shengzhong Liu ⋅ Fan Wu ⋅ Guihai Chen
[ OpenReview] 
Poster
None
FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences
Richardeau Gurvan ⋅ Gohar Dashyan ⋅ Erwan Le Merrer ⋅ Gilles Tredan
[ OpenReview] 
Poster
None
NeurOCNN: A Neural-Operator-Based Model for Physiological Time Series
Daya Kumar ⋅ Uday Devulapalli ⋅ Aarat Satsangi ⋅ Apurva Narayan
[ OpenReview] 
Poster
None
DTS: Enhancing Large Reasoning Models via Decoding Tree Sketching
Zicheng Xu ⋅ Xiuyi Lou ⋅ Guanchu Wang ⋅ Yu-Neng Chuang ⋅ Feng Luo ⋅ Guangyao Zheng ⋅ Alex Szalay ⋅ Zirui Liu ⋅ Vladimir Braverman
[ OpenReview] 
Poster
None
Lookahead Unmasking Elicits Reliable Decoding in Diffusion Language Models
Sanghyun Lee ⋅ Seungryong Kim ⋅ Jongho Park ⋅ Dongmin Park
[ OpenReview] 
Poster
None
Position: Safety Must Precede the Deployment of Open-Ended AI Agents
Ivaxi Sheth ⋅ Jan Wehner ⋅ Sahar Abdelnabi ⋅ Ruta Binkyte ⋅ Mario Fritz
[ OpenReview] 
Poster
None
Particles Don’t Care About Z: Towards Scaling Entropy Estimation of Unnormalized Densities
Safa Messaoud ⋅ Skander Charni ⋅ Elaa Bouazza ⋅ Ali Pourghasemi ⋅ Halima Bensmail
[ OpenReview] 
Poster
None
Non-Stationary Online Structured Prediction with Surrogate Losses
Shinsaku Sakaue ⋅ Han Bao ⋅ Yuzhou Cao
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
No Data? No Problem: Robust Vision-Tabular Learning with Missing Values
Marta Hasny ⋅ Laura Daza ⋅ Keno Bressem ⋅ Maxime Di Folco ⋅ Julia Schnabel
[ OpenReview] 
Poster
None
Distribution-Calibrated Inference Time Compute for Thinking LLM-as-a-Judge
Hamid Dadkhahi ⋅ Firas Trabelsi ⋅ Parker Riley ⋅ Juraj Juraska ⋅ Mehdi Mirzazadeh
[ OpenReview] 
Poster
None
Many Experiments, Few Repetitions, Unpaired Data, and Sparse Effects: Is Causal Inference Possible?
Felix Schur ⋅ Niklas Pfister ⋅ Peng Ding ⋅ Sach Mukherjee ⋅ Jonas Peters
[ OpenReview] 
Poster
None
Context-Aware Reaonser : Enhancing Contextual Reasoning in Multimodal Large Language Models
Zhe Zheng ⋅ Wenqi Zhang ⋅ Xiaohe Zhou ⋅ Guiyang Hou ⋅ Xinyu Mei ⋅ Tianyang Mao ⋅ Anni PIAO ⋅ Shengpei Jiang ⋅ Yongliang Shen ⋅ Yueting Zhuang ⋅ Weiming Lu
[ OpenReview] 
Poster
None
Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance
Ky Dan Nguyen ⋅ Hoang-Lam Tran ⋅ Anh-Dung Dinh ⋅ Daochang Liu ⋅ Weidong Cai ⋅ Xiuying Wang ⋅ Chang Xu
[ OpenReview] 
Poster
None
PLATE: Plasticity-Tunable Efficient Adapters for Geometry-Aware Continual Learning
Romain Cosentino
[ OpenReview] 
Poster
None
Moving Out: Physically-grounded Human-AI Collaboration
Xuhui Kang ⋅ Sung-Wook Lee ⋅ Haolin Liu ⋅ Yuyan Wang ⋅ Yen-Ling Kuo
[ OpenReview] 
Poster
None
MIDSTEER: Optimal Affine Framework for Steering Generative Models
Tatiana Gaintseva ⋅ Andrew Stepanov ⋅ Ziquan Liu ⋅ Martin Benning ⋅ Gregory Slabaugh ⋅ Jiankang Deng ⋅ Ismail Elezi
[ OpenReview] 
Poster
None
Multi-Way Representation Alignment
Akshit Achara ⋅ Tatiana Gaintseva ⋅ Matéo Mahaut ⋅ Pritish Chakraborty ⋅ Viktor Johansson ⋅ Melih Barsbey ⋅ Emanuele Rodolà ⋅ Donato Crisostomi
[ OpenReview] 
Poster
None
Position: AI Should Facilitate Democratic Deliberation at Scale
José Ramón Enríquez ⋅ Jiaxin Pei ⋅ Alex Pentland
[ OpenReview] 
Poster
None
Modeling Attributional Style at Scale: A Dataset and Analysis for Psychological Attribution Assessment and Reframing
Qiang Zhou ⋅ Hanzhen Zhu ⋅ Pan Wang ⋅ Rui Tu ⋅ Huaizhi Qu ⋅ Zhuoran Wang ⋅ Xin Hu ⋅ Lei Li ⋅ Tianlong Chen ⋅ Jingtong Hu
[ OpenReview] 
Poster
None
When Can We Trust Survival Model Evaluation ?
Ghanem BAHRINI ⋅ Morgane Barbet-Massin ⋅ Sebastien Razakarivony ⋅ Valerie Gares ⋅ Jean-François Dupuy
[ OpenReview] 
Poster
None
Synthesizing world models for bilevel planning
Poster
None
HiPhO: How Far Are (M)LLMs from Humans in the Latest High School Physics Olympiad Benchmark?
Fangchen Yu ⋅ Haiyuan Wan ⋅ Qianjia Cheng ⋅ Yuchen Zhang ⋅ Jiacheng Chen ⋅ Fujun Han ⋅ Yulun Wu ⋅ Junchi Yao ⋅ Ruilizhen Hu ⋅ Ning Ding ⋅ Yu Cheng ⋅ Tao Chen ⋅ LEI BAI ⋅ Dongzhan Zhou ⋅ Yun Luo ⋅ Ganqu Cui ⋅ Peng Ye
[ OpenReview] 
Poster
None
Adaptive Contracts for Cost-Effective AI Delegation
Tamar Garbuz ⋅ Ariel Procaccia ⋅ Eden Saig ⋅ Inbal Talgam-Cohen ⋅ Jamie Tucker-Foltz
[ OpenReview] 
Poster
None
CoverPruneGS: Coverage-Preserving Structured Pruning for Hierarchical 3D Gaussian Splatting from Sparse-View Monocular Videos
Yang Xiao ⋅ Guoan Xu ⋅ Guxue Gao ⋅ Qiang Wu ⋅ Wenjing Jia
[ OpenReview] 
Poster
None
Understanding Dynamic Compute Allocation in Recurrent Transformers
Ibraheem Muhammad Moosa ⋅ Suhas Lohit ⋅ Ye Wang ⋅ Moitreya Chatterjee ⋅ Wenpeng Yin
[ OpenReview] 
Poster
None
Any-dimensional invariant universality
Shengtai Yao ⋅ Eitan Levin ⋅ Mateo Diaz
[ OpenReview] 
Poster
None
MindFlow: Mind Supernet Powered Thinking Flows for Research Idea Innovation
Mengdi Liu ⋅ Wenjue Chen ⋅ Wenyue Chen ⋅ Cheng Yang ⋅ Fanqi Kong ⋅ Zhangyang Gao ⋅ Xiaoxue Cheng ⋅ Yiheng Li ⋅ Yujian Yuan ⋅ Keliang Li ⋅ Hong Chang ⋅ Shiguang Shan ⋅ Wu
[ OpenReview] 
Poster
None
Tracking Drift: Variation-Aware Entropy Scheduling for Non-Stationary Reinforcement Learning
Tongxi Wang ⋅ Zhuoyang Xia ⋅ Xinran Chen ⋅ Shan Liu
[ OpenReview] 
Poster
None
Mind the Gap: Mixtures of Gaussians in Approximate Differential Privacy
Huikang Liu ⋅ Aras Selvi ⋅ Wolfram Wiesemann
[ OpenReview] 
Poster
None
Positive-Unlabeled Learning with Extreme Scarcity of Labeled Positives
Yuanchao Dai ⋅ Ximing Li ⋅ Wei Wang ⋅ Changchun Li ⋅ Gang Niu ⋅ Masashi Sugiyama
[ OpenReview] 
Poster
None
Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability
Vincent Bürgin ⋅ Daniel Herbst ⋅ Ya-Wei Eileen Lin ⋅ Stefanie Jegelka
[ OpenReview] 
Poster
None
Dual Latent Memory for Visual Multi-agent System
Xinlei Yu ⋅ Chengming Xu ⋅ Zhangquan Chen ⋅ Bo Yin ⋅ Cheng Yang ⋅ Yongbo He ⋅ Yihao Hu ⋅ Weijian Cao ⋅ Cheng Tan ⋅ Xiaobin Hu ⋅ Shuicheng YAN
[ OpenReview] 
Poster
None
Decomposing the Basic Abilities of Large Language Models: Mitigating Cross-Task Interference in Multi-Task Instruct-Tuning
Bing Wang ⋅ Ximing Li ⋅ Changchun Li ⋅ Jinjin Chi ⋅ Gang Niu ⋅ Masashi Sugiyama
[ OpenReview] 
Poster
None
Complexity of Decentralized Optimization with Mixed Affine Constraints
Demyan Yarmoshik ⋅ Nhat Trung Nguyen ⋅ Alexander Rogozin ⋅ Alexander Gasnikov
[ OpenReview] 
Poster
None
Stable Deep Reinforcement Learning via Isotropic Gaussian Representations
Ali Saheb pasand ⋅ Johan Obando-Ceron ⋅ Aaron Courville ⋅ Pouya Bashivan ⋅ Pablo Samuel Castro
[ OpenReview] 
Poster
None
A Coin Flip for Safety: LLM Judges Fail to Reliably Measure Adversarial Robustness
Leo Schwinn ⋅ Moritz Ladenburger ⋅ Tim Beyer ⋅ Mehrnaz Mofakhami ⋅ Gauthier Gidel ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
CoEvol-NO: State and Coordinate Co-Evolution with an Error-Driven Predictor-Corrector Paradigm for Neural Operator Transformer
Jianqiao Zeng ⋅ Ruocheng Wang ⋅ Yanzhi Liu ⋅ Hao Xiong ⋅ Junchi Yan
[ OpenReview] 
Poster
None
TiMi: Empower Time Series Transformers with Multimodal Mixture of Experts
Jiafeng Lin ⋅ Yuxuan Wang ⋅ HUAKUN LUO ⋅ Jianmin Wang ⋅ Zhongyi Pei
[ OpenReview] 
Poster
None
Dual-Calibration Multi-View Clustering via Compact Anchor Learning
Huibing Wang ⋅ Yuemeng Huang ⋅ Yawei Chen ⋅ Jiaxin Yang ⋅ Qian Liu ⋅ Jinjia Peng ⋅ Zetian Mi ⋅ Ximing Li
[ OpenReview] 
Poster
None
Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning
Yixian Shen ⋅ Zhiheng Yang ⋅ Qi Bi ⋅ Changshuo Wang ⋅ JIA-HONG HUANG ⋅ Shuai Wang ⋅ Prayag Tiwari ⋅ George Floros ⋅ Anuj Pathania
[ OpenReview] 
Poster
None
Low Kruskal-Rank Adaptation
Yixing Xu ⋅ Guanchen Li ⋅ Chao Li ⋅ Xuanwu Yin ⋅ Dong Li ⋅ Spandan Tiwari ⋅ Ashish Sirasao ⋅ Emad Barsoum
[ OpenReview] 
Poster
None
Evolution of Benchmark: Black-Box Optimization Benchmark Design through Large Language Model
Chen Wang ⋅ Sijie Ma ⋅ Zeyuan Ma ⋅ Yue-Jiao Gong
[ OpenReview] 
Poster
None
Position: LLM-Safety Evaluations Lack Robustness
Tim Beyer ⋅ Sophie Xhonneux ⋅ Simon Geisler ⋅ Gauthier Gidel ⋅ Leo Schwinn ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
The Relative Instability of Model Comparison with Cross-validation
Alexandre Bayle ⋅ Lucas Janson ⋅ Lester Mackey
[ OpenReview] 
Poster
None
Finding Most Influential Sets
Lucas D. Konrad ⋅ Nikolas Kuschnig
[ OpenReview] 
Poster
None
Measuring Meta-Cultural Competency: A Spectral Framework for LLM Knowledge Structures
Sougata Saha ⋅ Madhur Jindal ⋅ Saurabh Kumar Pandey ⋅ Mahardika Ihsani ⋅ Alham Fikri Aji ⋅ Monojit Choudhury
[ OpenReview] 
Poster
None
Short Chains, Deep Thoughts: Balancing Reasoning Efficiency and Intra-Segment Capability via Split-Merge Optimization
Runquan Gui ⋅ Jie Wang ⋅ Zhihai Wang ⋅ Chi Ma ⋅ Jianye Hao ⋅ Feng Wu
[ OpenReview] 
Poster
None
FUSE: Frequency-domain Unification and Spectral Energy Alignment for Multi-modal Object Re-Identification
Xuanhao Qi ⋅ Tom Luan ⋅ Yukang Zhang ⋅ Jinkai Zheng ⋅ su zhou ⋅ Shuwei Li ⋅ Lei Tan
[ Poster]  [ OpenReview] 
Poster
None
Harnessing Reasoning Trajectories for Hallucination Detection via Answer-agreement Representation Shaping
Jianxiong Zhang ⋅ Bing Guo ⋅ Yuming Jiang ⋅ Haobo Wang ⋅ Bo An ⋅ Sean Du
[ OpenReview] 
Poster
None
How much can language models memorize?
John Morris ⋅ Chawin Sitawarin ⋅ Narine Kokhlikyan ⋅ Chuan Guo ⋅ Edward Suh ⋅ Alexander Rush ⋅ Kamalika Chaudhuri ⋅ Saeed Mahloujifar
[ OpenReview] 
Poster
None
DISSOLVR: An Interpretable and Fast Framework for Aqueous and Organic Solubility Prediction
Vansh Ramani ⋅ Har Ashish Arora ⋅ Dhairya Kuchhal ⋅ Sayan Ranu ⋅ Tarak Karmakar
[ OpenReview] 
Poster
None
Demystifying the Optimal Fair Classifier in Multi-Class Classification
Li Zhang ⋅ Yuyuan Li ⋅ XiaoHua Feng ⋅ Jiaming Zhang ⋅ Fengyuan Yu ⋅ Chaochao Chen
[ OpenReview] 
Poster
None
Riemannian MeanFlow for One-Step Generation on Manifolds
Zichen Zhong ⋅ Haoliang Sun ⋅ Yukun Zhao ⋅ Yongshun Gong ⋅ Yilong Yin
[ OpenReview] 
Poster
None
Contextual Slate GLM Bandits with Limited Adaptivity
Tanmay Goyal ⋅ Sukruta Midigeshi ⋅ Gaurav Sinha
[ OpenReview] 
Poster
None
IQA-Spider: Unifying Reasoning, Grounding, and Referring for Multi-Granularity Image Quality Assessment
Xinge Peng ⋅ Yiting Lu ⋅ Xin Li ⋅ Zhibo Chen
[ OpenReview] 
Poster
None
$\texttt{IDEAS}$: Interpretability Driven Evolutionary Approach for the Design of Biological Sequences
Akash Pandey ⋅ Wei Chen ⋅ Sinan Keten
[ OpenReview] 
Poster
None
VisualScore: Learning Holistic Visual Quality Scores via Multi-Task Reasoning
Yiting Lu ⋅ Fengbin Guan ⋅ Yixin Gao ⋅ Yan Zhong ⋅ Xinge Peng ⋅ Jiakang Yuan ⋅ Yihao Liu ⋅ Bo Zhang ⋅ Xin Li ⋅ Zhibo Chen ⋅ Weisi Lin
[ OpenReview] 
Poster
None
Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control
Julian Skifstad ⋅ Xinyue Yang ⋅ Glen Chou
[ OpenReview] 
Poster
None
ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models
Yujie Lin ⋅ Chengyi Yang ⋅ Zhishang Xiang ⋅ YIPING SONG ⋅ Jinsong Su
[ OpenReview] 
Poster
None
Hallucination Detection from Structural Reasoning Model
Jianbo Sun ⋅ Pengkun Yang
[ OpenReview] 
Poster
None
Exploring 3D Dataset Pruning
Xiaohan Zhao ⋅ Xinyi Shang ⋅ Jiacheng Liu ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
Position Is All You Need: A Free Lunch Token Compression Strategy for MLLM-based Referring Expression Segmentation
Yuhan Liu ⋅ Yixiong Zou ⋅ Yuhua Li ⋅ Ruixuan Li
[ OpenReview] 
Poster
None
Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation
Gyeongdeok Seo ⋅ Jaeyoon Shim ⋅ Mingyu Kim ⋅ Hoyoon Byun ⋅ Yonghan Jung ⋅ Kyungwoo Song
[ OpenReview] 
Poster
None
Retriever Portfolios: A Principled Approach to Adaptive RAG
Miltiadis Stouras ⋅ Vincent Cohen-Addad ⋅ Silvio Lattanzi ⋅ Ola Svensson
[ OpenReview] 
Poster
None
Riemannian MeanFlow
Dongyeop Woo ⋅ Marta Skreta ⋅ Seonghyun Park ⋅ Kirill Neklyudov ⋅ Sungsoo Ahn
[ OpenReview] 
Poster
None
This State Looks Like That: Self-Interpretable Reinforcement Learning Agents using Prototype Soft Actor-Critic
Andrea Marzo ⋅ Alessio Ragno ⋅ Roberto Capobianco
[ OpenReview] 
Poster
None
Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection
Xulin Hu ⋅ CHE WANG ⋅ Wei Lim ⋅ Jianbo Gao ⋅ Zhong Chen
[ OpenReview] 
Poster
None
SCRWKV: Ultra-Compact Structure-Calibrated Vision-RWKV for Topological Crack Segmentation
Hanxu Zhang ⋅ Chen Jia ⋅ Hui Liu ⋅ Xu Cheng ⋅ Fan Shi ⋅ Shengyong Chen
[ OpenReview] 
Poster
None
DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting
Yuhan Wang ⋅ Yuanyuan Zou ⋅ Jie Cheng ⋅ Bin Dai ⋅ Jinhong Guo
[ OpenReview] 
Poster
None
Dirichlet-Prior Shaping: Guiding Expert Specialization in Upcycled MoEs
Leyla Mirvakhabova ⋅ Babak Ehteshami Bejnordi ⋅ Gaurav Kumar ⋅ Hanxue Liang ⋅ Wanru Zhao ⋅ Paul Whatmough
[ OpenReview] 
Poster
None
Optimal conversion from Rényi Differential Privacy to $f$-Differential Privacy
Anneliese Riess ⋅ Felipe Gomez ⋅ Flavio Calmon ⋅ Julia Schnabel ⋅ Georgios Kaissis
[ OpenReview] 
Poster
None
*Rank-Learner*: Orthogonal Ranking of Treatment Effects
Henri Arno ⋅ Dennis Frauen ⋅ Emil Javurek ⋅ Thomas Demeester ⋅ Stefan Feuerriegel
[ OpenReview] 
Poster
None
Shape of Thought: Progressive Object Assembly via Visual Chain-of-Thought
Yu Huo ⋅ Siyu Zhang ⋅ Zeng Kun ⋅ Haoyue Liu ⋅ Owen Lee ⋅ Junlin chen ⋅ Lu YuQuan ⋅ Yifu Guo ⋅ Yaodong Liang ⋅ Xiaoying Tang
[ OpenReview] 
Poster
None
Stabilized Supralinear Networks Learn to Switch Coding Strategies Balancing Cost and Performance
Haoyu Wang ⋅ Wei Dai ⋅ Jialun Ma ⋅ Jiawei Zhang ⋅ Jinqi Liu ⋅ Mingchen Jiang ⋅ Mingqing Xiao ⋅ Yansen Wang ⋅ Dongqi Han ⋅ Dongsheng Li ⋅ Yuguo Yu
[ OpenReview] 
Poster
None
ShapCCS: Shapley-Driven Client Coreset Selection in Federated Learning
Shuo Ji ⋅ Jie Hu ⋅ Zhouqiao He ⋅ Zijie Zhao ⋅ Tianrui Li ⋅ Jie Xu
[ Poster]  [ OpenReview] 
Poster
None
Good SFT Optimizes for SFT, Better SFT Prepares for Reinforcement Learning
Dylan Zhang ⋅ Yufeng Xu ⋅ Haojin Wang ⋅ Qingzhi Chen ⋅ Hao Peng
[ OpenReview] 
Poster
None
The data manifold under the microscope
Marios Koulakis ⋅ Constantin Seibold
[ OpenReview] 
Poster
None
On the Convergence of Decentralized Stochastic Minimax Optimization Algorithm with Compressed Communication
Yihan Zhang ⋅ Xinghua Shi ⋅ Meikang Qiu ⋅ Yu Wang ⋅ Hongchang Gao
[ OpenReview] 
Poster
None
From Feasible to Practical: Pareto-Optimal Synthesis Planning
Friedrich Hastedt ⋅ Dongda Zhang ⋅ Antonio Del rio chanona
[ OpenReview] 
Poster
None
Projected Gradient Ascent for Efficient Reward-Guided Updates with One-Step Generative Models
Jisung Hwang ⋅ Minhyuk Sung
[ OpenReview] 
Poster
None
Context-level Language Modeling by Learning Predictive Context Embeddings
beiya dai ⋅ Yuliang Liu ⋅ Daozheng Xue ⋅ Yunchong Song ⋅ Qipeng Guo ⋅ Kai Chen ⋅ Xinbing Wang ⋅ Bowen Zhou ⋅ Zhouhan Lin
[ OpenReview] 
Poster
None
Revisiting Asymmetries in Black-box Link Stealing against Graph Neural Networks
Paul Agbaje ⋅ Habeeb Olufowobi
[ OpenReview] 
Poster
None
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies
Zhixuan Liang ⋅ Yizhuo Li ⋅ Tianshuo Yang ⋅ CHENGYUE WU ⋅ Sitong Mao ⋅ Liuao Pei ⋅ Tian Nian ⋅ Shunbo Zhou ⋅ Xiaokang Yang ⋅ Jiangmiao Pang ⋅ Yao Mu ⋅ Ping Luo
[ OpenReview] 
Poster
None
Noise-corrected GRPO: From Noisy Rewards to Unbiased Gradients
Omar Elmansouri ⋅ Fathinah Izzati ⋅ Mohamed El Amine Seddik ⋅ Salem Lahlou
[ OpenReview] 
Poster
None
Holonomy Grid Codes for Generalisation Under Directed Actions
Pradeep Singh ⋅ Balasubramanian Raman
[ OpenReview] 
Poster
None
Bridging the Perceptual Gap: Residual-Enhanced Downscaling and Manifold-Aware Perception Alignment Adaptation for NR-IQA
Yu Li ⋅ Zhengran Shen ⋅ Yachun Mi ⋅ Puchao Zhou ⋅ Shaohui Liu
[ OpenReview] 
Poster
None
UniRRM: Unified Reasoning Reward Models Across Languages and Evaluation Paradigms
Peng Lai ⋅ Yichao Du ⋅ Junchao Wu ⋅ Weibo Gao ⋅ Linan Yue ⋅ Longyue Wang ⋅ Weihua Luo ⋅ Derek F. Wong ⋅ Guanhua CHEN
[ OpenReview] 
Poster
None
Phase-Aware Mixture of Experts for Agentic Reinforcement Learning
Yang Shengtian ⋅ Yu Li ⋅ Shuo He ⋅ Yewen Li ⋅ Qingpeng Cai ⋅ Peng Jiang ⋅ Lei Feng
[ Poster]  [ OpenReview] 
Poster
None
VIBE: Disentangling Social Dynamics via Kinematics-Informed Variational Inference for Behavioral Emotion
Abhishek Pratap Singh ⋅ Vaibhav Singh ⋅ Deepak Kumar ⋅ Balasubramanian Raman
[ OpenReview] 
Poster
None
From Coarse to Fine: Deep Prototype Refinement Network for Few-Shot Point Cloud Semantic Segmentation
Changshuo Wang ⋅ Shuting He ⋅ Xiang Fang ⋅ Weijun Li ⋅ Xingyu Gao ⋅ Zhonghang Liu ⋅ Prayag Tiwari ⋅ Dimitrios Kanoulas
[ OpenReview] 
Poster
None
Q-CLIP: Unleashing the Power of Vision-Language Models for Video Quality Assessment through Unified Cross-Modal Adaptation
Yachun Mi ⋅ Yu Li ⋅ Yanting Li ⋅ Chen Hui ⋅ Tong Zhang ⋅ Zhixuan Li ⋅ Chenyue Song ⋅ Wei Lim ⋅ Shaohui Liu
[ OpenReview] 
Poster
None
The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
Erjian Zhang ⋅ Yatong Hao ⋅ Liejun Wang ⋅ Zhiqing Guo
[ OpenReview] 
Poster
None
Guidance: Sentence-Level Citation Enforcement via Prefix-Tail Guidance during LLM Decoding
Yirui Zhan ⋅ Xu ⋅ Jun Gao
[ OpenReview] 
Poster
None
SAMT: Generating Structured Avatar Meshes and Textures from a Single Image
Muyu Wang ⋅ Xingping Dong ⋅ Jianzhe Gao ⋅ Wenguan Wang ⋅ Yujia Wang
[ OpenReview] 
Poster
None
Rational Neural Networks have Expressivity Advantages
Maosen Tang ⋅ Alex Townsend
[ OpenReview] 
Poster
None
Noisy Pairwise-Comparison Random Search for Smooth Nonconvex Optimization
Taha EL BAKKALI EL KADI ⋅ Rayane Bouftini ⋅ Richard Zhang ⋅ Omar Saadi
[ OpenReview] 
Poster
None
Stage-wise Distortion–Perception Traversal in Zero-shot Inverse Problems with Diffusion Models
Jiawei Zhang ⋅ Ziyuan Liu ⋅ Leon Yan ⋅ Zhenyu Xiao ⋅ Yuantao Gu
[ OpenReview] 
Poster
None
TimeSeed: Effective Time Series Forecasting with Sparse Endogenous Variables
Zhaowang Wu ⋅ Kaixin Deng ⋅ Hua Yan
[ OpenReview] 
Poster
None
Hölder++: Improving Quality-Coherence Trade-off in Multimodal VAEs
Huyen Vo ⋅ María Martínez-García ⋅ Isabel Valera
[ OpenReview] 
Poster
None
VocSim A Training-free Benchmark for Zero-shot Content Identity in Single-source Audio
Maris Basha ⋅ Anja T. Zai ⋅ Sabine Stoll ⋅ Richard Hahnloser
[ OpenReview] 
Poster
None
Towards Feedback-to-Plan Decisions for Self-Evolving LLM Agents in CUDA Kernel Generation
Yee Hin Chong ⋅ Jiaming Wu ⋅ Youhui Zhang ⋅ Peng Qu
[ OpenReview] 
Poster
None
RePo: Language Models with Context Re-Positioning
Huayang Li ⋅ Tianyu Zhao ⋅ Deng Cai ⋅ Richard Sproat
[ OpenReview] 
Poster
None
DynVLA: Learning World Dynamics for Action Reasoning in Autonomous Driving
Shuyao Shang ⋅ Bing Zhan ⋅ Yunfei Yan ⋅ Yuqi Wang ⋅ Yingyan Li ⋅ Yasong An ⋅ Xiaoman Wang ⋅ Jierui Liu ⋅ Lu Hou ⋅ Lue Fan ⋅ Zhaoxiang Zhang ⋅ Tieniu Tan
[ OpenReview] 
Poster
None
Dr. Kernel: Reinforcement Learning Done Right for Triton Kernel Generations
Wei Liu ⋅ Jiawei Xu ⋅ Yingru Li ⋅ Longtao Zheng ⋅ Tianjian Li ⋅ Qian Liu ⋅ Junxian He
[ OpenReview] 
Poster
None
AutoRAS: Learning Robust Agentic Systems with Primitive Representations
Yang Yue ⋅ Xuancheng Zhu ⋅ YuYang Ma ⋅ Guoshun Nan ⋅ Zihan Dou ⋅ JingRu Shan ⋅ Congyu Guo ⋅ Ji Zhang ⋅ Hua Wang ⋅ Jingfeng Zhang
[ OpenReview] 
Poster
None
When More Experts Hurt: Underfitting in Multi-Expert Learning to Defer
Shuqi Liu ⋅ Yuzhou Cao ⋅ Lei Feng ⋅ Bo An ⋅ Luke Ong
[ OpenReview] 
Poster
None
Comparing Deterministic and Soft Policy Gradients for Optimizing Gaussian Mixture Actors
Poster
None
NeurIPS: Neuro-anatomical Inductive Priors for Sphere-based Brain Decoding
Sijin Yu ⋅ Zijiao Chen ⋅ Zhenyu Yang ⋅ Zihao Tan ⋅ Jiakun Xu ⋅ Zhongliang Liu ⋅ shengxian chen ⋅ WENXUAN WU ⋅ Xiangmin Xu ⋅ Xin Zhang
[ OpenReview] 
Poster
None
The Optimal Token Baseline: Variance Reduction for Long-Horizon LLM-RL
Yingru Li ⋅ Jiawei Xu ⋅ Ziniu Li ⋅ Jiacai Liu ⋅ Wei Liu ⋅ Yuxuan Tong ⋅ Longtao Zheng ⋅ Zhenghai Xue ⋅ Yaxiang Zhang ⋅ Tianle Cai ⋅ Ge Zhang ⋅ Qian Liu ⋅ Baoxiang Wang
[ OpenReview] 
Poster
None
Beyond Scalars: Evaluating and Understanding LLM Reasoning via Geometric Progress and Stability
Xinyan Jiang ⋅ Ninghao Liu ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview] 
Poster
None
Incremental Learning of Sparse Attention Patterns in Transformers
Oğuz Yüksel
[ OpenReview] 
Poster
None
WaveSSM: Multiscale State-Space Models for Non-stationary Signal Attention
Ruben Solozabal ⋅ Velibor Bojkovic ⋅ Hilal AlQuabeh ⋅ Klea Ziu ⋅ Kentaro Inui ⋅ Martin Takac
[ OpenReview] 
Poster
None
Memory-Distilled Selection for Noise-Robust Anomaly Detection
Sirojbek Safarov ⋅ Jaewoo Park ⋅ Yoon Gyo Jung ⋅ Kuan-Chuan Peng ⋅ Wonchul Kim ⋅ Seongdeok Bang ⋅ Octavia Camps
[ OpenReview] 
Poster
None
MAC-NeRF: Motion-Aware Curriculum Learning for Dynamic LiDAR NeRFs
Shangshu Yu ⋅ Xiaotian Sun ⋅ Wen Li ⋅ Rui She ⋅ Hanyun Wang ⋅ Sheng Ao ⋅ Chenglu Wen ⋅ Cheng Wang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
Woojung Han ⋅ Seil Kang ⋅ Youngjun Jun ⋅ Min-Hung Chen ⋅ Fu-En Yang ⋅ Seong Jae Hwang
[ OpenReview] 
Poster
None
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers
Poster
None
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs
Zhongzhi Li ⋅ Xuansheng Wu ⋅ Yijiang Li ⋅ Lijie Hu ⋅ Ninghao Liu
[ OpenReview] 
Poster
None
Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift
Jinzong Dong ⋅ Zhaohui Jiang ⋅ Bo Yang
[ OpenReview] 
Poster
None
CSPLoRA: Confidence-Guided Structure Planning for Low-Rank Adaptation
Huiming Ding ⋅ Xiaochen Li ⋅ Jianhui Ma ⋅ Xu An ⋅ Yihui Yang ⋅ Zhenyu Tan
[ OpenReview] 
Poster
None
Real-Time Visual Attribution Streaming in Thinking Model
Seil Kang ⋅ Woojung Han ⋅ Junhyeok Kim ⋅ Jinyeong Kim ⋅ Youngeun Kim ⋅ Seong Jae Hwang
[ OpenReview] 
Poster
None
Learning to Evict from Key-Value Cache
Luca Moschella ⋅ Laura Manduchi ⋅ Ozan Sener
[ OpenReview] 
Poster
None
On Multi-Step Theorem Prediction via Non-Parametric Structural Priors
Junbo Zhao ⋅ Ting Zhang ⋅ Can Li ⋅ Wei He ⋅ Jingdong Wang ⋅ Hua Huang
[ OpenReview] 
Poster
None
Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context
Longlong Xu ⋅ Zeyan Li ⋅ Xiao He ⋅ Zhaoyang Yu ⋅ Changhua Pei ⋅ Zhe Xie ⋅ Zijun Dou ⋅ Tieying Zhang ⋅ Dan Pei
[ OpenReview] 
Poster
None
Softsignum: Smooth Your Signum For Better Heterogeneity Handling
Dmitrii Feoktistov ⋅ Andrey Veprikov ⋅ Amir Zainullin ⋅ Timofey Belinsky ⋅ Aleksandr Beznosikov
[ OpenReview] 
Poster
None
NetDiff: Graph Diffusion with Improved Global Capabilities to Generate and Update Mobile Network Topologies
Félix Marcoccia ⋅ Cédric Adjih ⋅ Victor Fagoo ⋅ Paul Mühlethaler ⋅ Thomas Watteyne ⋅ Gilles de Saint Julien
[ OpenReview] 
Poster
None
PRIM：Cooperative Dynamic Token Compression for Efficient Large Multimodal Models
Song Li ⋅ yongping xiong
[ OpenReview] 
Poster
None
Token Sparse Attention: Efficient Long-Context Inference with Interleaved Token Selection
Dongwon Jo ⋅ Beomseok Kang ⋅ Jiwon Song ⋅ jae-joon kim
[ OpenReview] 
Poster
None
Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
Hanqi Xiao ⋅ Vaidehi Patil ⋅ Hyunji Lee ⋅ Elias Stengel-Eskin ⋅ Mohit Bansal
[ OpenReview] 
Poster
None
Controlled Dynamics Attractor Transformer
Cheng Zhang ⋅ Minnan Luo ⋅ Zesheng Yang ⋅ Ming Li ⋅ Yong-Jin Liu ⋅ Qinghua Zheng
[ OpenReview] 
Poster
None
Scaling Small Agents Through Strategy Auctions
Lisa Alazraki ⋅ Shen ⋅ Yoram Bachrach ⋅ Akhil Mathur
[ OpenReview] 
Poster
None
ImgCoT: Compressing Long Chain of Thought into Compact Visual Tokens for Efficient Reasoning of Large Language Model
Xiaoshu Chen ⋅ sihang zhou ⋅ KE LIANG ⋅ Taichun Zhou ⋅ Yaohua Wang ⋅ Yang Gao ⋅ Xinwang Liu
[ OpenReview] 
Poster
None
Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling
Seojeong Park ⋅ Jiho Choi ⋅ Junyong Kang ⋅ Seonho Lee ⋅ Jaeyo Shin ⋅ Hyunjung Shim
[ OpenReview] 
Poster
None
Not All Frequencies Are Equal: Energy-Adaptive Diffusion for Time Series Forecasting
Zining Qin ⋅ Huiling qin ⋅ Chenhao Wang ⋅ Jianxiong Guo ⋅ Tian Wang ⋅ Weijia Jia
[ OpenReview] 
Poster
None
Relevance-Based Embeddings: Lightweight Candidate Selection via Heavy Ranker Calls
Kirill Shevkunov ⋅ Andrey Ploskonosov ⋅ Liudmila Prokhorenkova
[ OpenReview] 
Poster
None
ToaSt: Token Channel Selection and Structured Pruning for Efficient ViT
Hyunchan Moon ⋅ Cheonjun Park ⋅ Steven Waslander
[ OpenReview] 
Poster
None
BIT-LLM: Brain Instruction Tuned LLM with persistent Cross-Attention for fMRI-to-Text Decoding
Sunghwan LEE ⋅ jihun kim ⋅ Chaelynn Kim ⋅ Ji Park ⋅ Jong-Hwan Lee
[ OpenReview] 
Poster
None
A Progressive Evidence Localization Framework Based on Wasserstein Gradient Flows for Document Visual Question Answering
Haosen Wang ⋅ Jing Xiao ⋅ Mengqiao Li ⋅ Xuanze Wang ⋅ Mingzheng Zhang ⋅ Xiaowang Zhang ⋅ Zhiyong Feng
[ OpenReview] 
Poster
None
Attention Projection Mixing with Exogenous Anchors
Jonathan Su
[ OpenReview] 
Poster
None
Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
Taihei Oki ⋅ Shinsaku Sakaue
[ OpenReview] 
Poster
None
GADA: Geometry-Aware Deformable Aggregation for Image-Based Gaussian Splatting
Siwoo Lim ⋅ Sunjae Yoon ⋅ Gwanhyeong Koo ⋅ Chang Yoo
[ OpenReview] 
Poster
None
TimeLAVA: Learning-Agnostic Valuation for Time Series Data
Wenqin Liu ⋅ Weizhi Quan ⋅ Aoqi Zuo ⋅ Erdun Gao ⋅ Vu Nguyen ⋅ Dino Sejdinovic ⋅ Howard Bondell ⋅ Mingming Gong
[ OpenReview] 
Poster
None
Evaluating Sample Utility for Efficient Data Selection by Mimicking Model Weights
Tzu-Heng Huang ⋅ Manjot Bilkhu ⋅ John Cooper ⋅ Frederic Sala ⋅ Javier Movellan
[ OpenReview] 
Poster
None
Balanced LoRA: Removing Parameter Invariance to Accelerate Convergence
Valérie Castin ⋅ Kimia Nadjahi ⋅ Pierre Ablin ⋅ Gabriel Peyré
[ OpenReview] 
Poster
None
Uncovering Competency Gaps in Large Language Models and Their Benchmarks
Maty Bohacek ⋅ Nino Scherrer ⋅ Nicholas Dufour ⋅ Thomas Leung ⋅ Christoph Bregler ⋅ Stephanie Chan
[ OpenReview] 
Poster
None
Active Budget Allocation for Efficient Scaling Law Estimation via Surrogate-Guided Pruning
Viktoria Schram ⋅ Markus Hiller ⋅ Daniel Beck ⋅ Trevor Cohn
[ OpenReview] 
Poster
None
CARE: Confounder-Aware Aggregation for Reliable LLM Evaluation
Jitian Zhao ⋅ Changho Shin ⋅ Tzu-Heng Huang ⋅ Satya Sai Srinath Namburi GNVV ⋅ Frederic Sala
[ OpenReview] 
Poster
None
Streaming Covariate Balancing via Discrepancy-Based Feature Coresets
YiXin Ren ⋅ Chenghou Jin ⋅ Yewei Xia ⋅ Zichuan Lin ⋅ Deheng Ye ⋅ Hao Zhang ⋅ Jihong Guan ⋅ Shuigeng Zhou
[ OpenReview] 
Poster
None
Powerful and Theoretically Guaranteed Independence Testing on Heterogeneous Federated Clients
YiXin Ren ⋅ Hongquan Liu ⋅ Juncai Zhang ⋅ Yewei Xia ⋅ Zichuan Lin ⋅ Deheng Ye ⋅ Hao Zhang ⋅ Jihong Guan ⋅ Shuigeng Zhou
[ OpenReview] 
Poster
None
Analytic Bijections for Smooth and Interpretable Normalizing Flows
Mathis Gerdes ⋅ Miranda C. N. Cheng
[ OpenReview] 
Poster
None
FedTreeLoRA: Reconciling Statistical and Functional Heterogeneity in Federated LoRA Fine-Tuning
Jieming Bian ⋅ Lei Wang ⋅ Letian Zhang ⋅ Jie Xu
[ OpenReview] 
Poster
None
Reasoning-Driven Synthetic Data Generation and Evaluation
Poster
None
Native Active Perception as Reasoning for Omni-Modal Understanding
Zhenghao Xing ⋅ Ruiyang Xu ⋅ Yuxuan Wang ⋅ Jinzheng He ⋅ Ziyang Ma ⋅ Qize Yang ⋅ Yunfei Chu ⋅ Jin Xu ⋅ Junyang Lin ⋅ Chi Wing Fu ⋅ Pheng Ann Heng
[ OpenReview] 
Poster
None
No Need to Train Your RDB Foundation Model
Minjie Wang ⋅ Quan Gan ⋅ Linjie Xu ⋅ David Wipf ⋅ Yanlin Zhang
[ OpenReview] 
Poster
None
Smooth Dynamic Cutoffs for Machine Learning Interatomic Potentials
Kevin Han ⋅ Haolin Cong ⋅ Bowen Deng ⋅ Amir Barati Farimani
[ OpenReview] 
Poster
None
Towards Understanding Steering Strength
Magamed Taimeskhanov ⋅ Samuel Vaiter ⋅ Damien Garreau
[ OpenReview] 
Poster
None
Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
wenxiao chen ⋅ Xueyu Yuan ⋅ Liu Liu ⋅ Di Wu ⋅ Dan Guo
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Discounted Beta-Bernoulli Reward Estimation for Sample-Efficient Reinforcement Learning with Verifiable Rewards
Haechan Kim ⋅ Soohyun Ryu ⋅ Gyouk Chu ⋅ Doohyuk Jang ⋅ Eunho Yang
[ OpenReview] 
Poster
None
Bayesian-LoRA: Probabilistic Low-Rank Adaptation of Large Language Models
Moule Lin ⋅ Shuhao Guan ⋅ Andrea Patane ⋅ David Gregg ⋅ Goetz Botterweck
[ OpenReview] 
Poster
None
Heterogeneity-Aware Knowledge Sharing for Graph Federated Learning
Wentao Yu ⋅ Sheng Wan ⋅ Shuo Chen ⋅ Bo Han ⋅ Chen Gong
[ Poster]  [ OpenReview] 
Poster
None
Decoupling Variance and Scale-Invariant Updates in Adaptive Gradient Descent for Unified Vector and Matrix Optimization
Zitao Song ⋅ Cedar Site Bai ⋅ Zhe Zhang ⋅ Brian Bullins ⋅ David Gleich
[ OpenReview] 
Poster
None
Activation Oracles: Training and Evaluating LLMs as General-Purpose Activation Explainers
Adam Karvonen ⋅ James Chua ⋅ Clément Dumas ⋅ Kit Fraser-Taliente ⋅ Subhash Kantamneni ⋅ Julian Minder ⋅ Euan Ong ⋅ Arnab Sen Sharma ⋅ Daniel Wen ⋅ Owain Evans ⋅ Samuel Marks
[ OpenReview] 
Poster
None
RAPNet: Accelerating Algebraic Multigrid with Learned Sparse Corrections
Yali Fink ⋅ Ido Ben-Yair ⋅ Lars Ruthotto ⋅ Eran Treister
[ OpenReview] 
Poster
None
Robust Stochastic Gradient Posterior Sampling with Lattice Based Discretisation
Zier Mensch ⋅ Lars Holdijk ⋅ Samuel Duffield ⋅ Maxwell Aifer ⋅ Patrick Coles ⋅ Max Welling ⋅ Miranda C. N. Cheng
[ OpenReview] 
Poster
None
Reasoning-VLA: An Efficient and Spatial-Guided General Vision-Language-Action Reasoning Model for Autonomous Driving
Dapeng Zhang ⋅ Zhenlong Yuan ⋅ Zhangquan Chen ⋅ Chih-Ting Liao ⋅ Yinda Chen ⋅ Fei Shen ⋅ Qingguo Zhou ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding
Liu Yu ⋅ Can Chen ⋅ PING KUANG ⋅ Zhikun Feng ⋅ Fan Zhou ⋅ Gillian Dobbie
[ OpenReview] 
Poster
None
Asymmetric Perturbation in Solving Bilinear Saddle-Point Optimization
Kenshi Abe ⋅ Mitsuki Sakamoto ⋅ Kaito Ariu ⋅ Atsushi Iwasaki
[ OpenReview] 
Poster
None
Offline Reinforcement Learning of High-Quality Behaviors Under Robust Style Alignment
Mathieu Petitbois ⋅ Rémy Portelas ⋅ sylvain lamprier
[ OpenReview] 
Poster
None
Spurious Rewards Paradox: Mechanistically Understanding How RLVR Activates Memorization Shortcuts in LLMs
Lecheng Yan ⋅ Ruizhe Li ⋅ Guanhua CHEN ⋅ Qing Li ⋅ Jiahui Geng ⋅ Wenxi Li ⋅ Longyue Wang ⋅ Chenyang Lyu
[ OpenReview] 
Poster
None
Spatially-Adaptive Gradient Re-parameterization for 3D Large Kernel Optimization
Ho Hin Lee ⋅ Quan Liu ⋅ Shunxing Bao ⋅ Yuankai Huo ⋅ Bennett Landman
[ OpenReview] 
Poster
None
Synthesizing Multimodal Geometry Datasets from Scratch and Enabling Visual Alignment via Plotting Code
Haobo Lin ⋅ Tianyi Bai ⋅ Chen Chen ⋅ Jiajun Zhang ⋅ Bohan Zeng ⋅ Wentao Zhang ⋅ Binhang Yuan
[ OpenReview] 
Poster
None
A Judge-Aware Ranking Framework for Evaluating Large Language Models without Ground Truth
Mingyuan Xu ⋅ Xinzi Tan ⋅ Jiawei Wu ⋅ Doudou Zhou
[ OpenReview] 
Poster
None
R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model?
Jingyi Zhang ⋅ Tianyi Lin ⋅ Huanjin Yao ⋅ Xiang Lan ⋅ Shunyu Liu ⋅ Jiaxing Huang
[ OpenReview] 
Poster
None
MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline
Huanjin Yao ⋅ Qixiang Yin ⋅ Min Yang ⋅ Ziwang Zhao ⋅ Yibo Wang ⋅ Haotian Luo ⋅ Jingyi Zhang ⋅ Jiaxing Huang
[ OpenReview] 
Poster
None
ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
Hao Wei ⋅ Björn List ⋅ Nils Thuerey
[ OpenReview] 
Poster
None
Corruption-Tolerant Asynchronous Q-Learning with Near-Optimal Rates
Sreejeet Maity ⋅ Aritra Mitra
[ Poster]  [ OpenReview] 
Poster
None
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models
Mickel Liu ⋅ Liwei Jiang ⋅ Yancheng Liang ⋅ Simon Du ⋅ Yejin Choi ⋅ Tim Althoff ⋅ Natasha Jaques
[ OpenReview] 
Poster
None
Diagnosing the Reliability of LLM-as-a-Judge via Item Response Theory
Junhyuk Choi ⋅ Sohhyung Park ⋅ chanhee cho ⋅ Hyeonchu Park ⋅ Bugeun Kim
[ OpenReview] 
Poster
None
ReMoE: Boosting Expert Reuse through Router Fine-Tuning in Memory-Constrained MoE LLM Inference
Xiongwei Zhu ⋅ Xiaojian Liao ⋅ Tianyang Jiang ⋅ Yusen Zhang ⋅ Liang Wang ⋅ Limin Xiao
[ OpenReview] 
Poster
None
Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past
Poster
None
MAFE: Enabling Equitable Algorithm Design in Multi-Agent Multi-Stage Decision-Making Systems
Zachary Lazri ⋅ Anirudh Nakra ⋅ Ivan Brugere ⋅ Danial Dervovic ⋅ Antigoni Polychroniadou ⋅ Furong Huang ⋅ Dana Dachman-Soled ⋅ Min Wu
[ OpenReview] 
Poster
None
Interpretable Neural ODEs for Gene Regulatory Network Discovery under Perturbations
Zaikang Lin ⋅ Sei Chang ⋅ Aaron Zweig ⋅ Minseo Kang ⋅ Fabian Theis ⋅ Elham Azizi ⋅ David A Knowles
[ OpenReview] 
Poster
None
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
Rui Hu ⋅ Yu Chen ⋅ Longbo Huang
[ OpenReview] 
Poster
None
Gram2Token: Enabling Run-time GPU-Native Grammar-Constrained Decoding for LLMs
Hantao Hua ⋅ Jiming Su ⋅ hao tang ⋅ Yiping Yao ⋅ Feng Zhu
[ OpenReview] 
Poster
None
Error Propagation and Model Collapse in Diffusion Models: A Theoretical Study
Naïl B. Khelifa ⋅ Richard E Turner ⋅ Ramji Venkataramanan
[ OpenReview] 
Poster
None
Memory as Dynamics: Learning Reliability-Guided Predictive Models for Online Video Perception
Minwoo Kim ⋅ Sang Min Yoon
[ OpenReview] 
Poster
None
Proactive Defense Benchmark against Deepfake Generation
Joonhyuk Baek ⋅ Wonjune Seo ⋅ Jae-yun Kim ⋅ Saerom Park ⋅ Hoki Kim
[ OpenReview] 
Poster
None
Class-Conditional Distribution Balancing for Group Robust Classification
Miaoyun Zhao ⋅ Qiang Zhang
[ Poster]  [ OpenReview] 
Poster
None
Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives
Ander Artola Velasco ⋅ Stratis Tsirtsis ⋅ Nastaran Okati ⋅ Manuel Gomez-Rodriguez
[ OpenReview] 
Poster
None
DocOS: A Benchmark for Proactive Document-Guided Actions in GUI Agents
Jingjing Liu ⋅ Ziye Huang ⋅ Zihao Cheng ⋅ Zeming Liu ⋅ Jiahong Wu ⋅ Yuhang Guo ⋅ Kehai Chen ⋅ Yunhong Wang ⋅ Haifeng Wang
[ OpenReview] 
Poster
None
Structure-Centric Graph Foundation Model via Geometric Bases
Xiaodong He ⋅ Haolan He ⋅ Ruiyi Fang ⋅ Ming Sun ⋅ zhao kang
[ OpenReview] 
Poster
None
General Quantification of Covariate and Concept Shifts
Hongbo Chen ⋅ Li Xia
[ OpenReview] 
Poster
None
What Linear Probes Miss: Multi-View Probing for Weight-Space Learning
Eunwoo Heo ⋅ Kyeongkook Seo ⋅ Jaejun Yoo
[ OpenReview] 
Poster
None
Error-Driven Graph Augmentation for Mesh-Based PDE Surrogates
Xuan Minh Vuong Nguyen ⋅ Nissrine Akkari ⋅ Fabien Casenave ⋅ Jonathan Viquerat ⋅ Elie Hachem
[ OpenReview] 
Poster
None
Evaluating AI Grading on Real-World Handwritten College Mathematics: A Large-Scale Study Toward a Benchmark
Zhiqi Yu ⋅ Xingping Liu ⋅ Haobin Mao ⋅ Mingshuo Liu ⋅ Long Chen ⋅ Jack Xin ⋅ Yifeng Yu
[ OpenReview] 
Poster
None
MixFP4: Extending NVFP4 to Mixed Micro-Format via Scale-Bit Reuse and Tensor Core Co-design
Jiaxiang Zou ⋅ Yonghao Chen ⋅ Ruilong WU ⋅ Xinyu Chen
[ OpenReview] 
Poster
None
SphericalDreamer: Generating Navigable Immersive 3D Worlds with Panorama Fusion
Antoine Schnepf ⋅ Karim Kassab ⋅ Flavian Vasile ⋅ Andrew Comport
[ OpenReview] 
Poster
None
Structure Enables Effective Self-Localization of Errors in LLMs
Ankur Samanta ⋅ Akshayaa Magesh ⋅ Ayush Jain ⋅ Kavosh Asadi ⋅ Youliang Yu ⋅ Daniel Jiang ⋅ Boris Vidolov ⋅ Kaveh Hassani ⋅ Paul Sajda ⋅ Jalaj Bhandari ⋅ Yonathan Efroni
[ OpenReview] 
Poster
None
Fix Before Search: Benchmarking Agentic Visual Query Pre-processing in Multimodal Retrieval-augmented Generation
Jiankun Zhang ⋅ Shenglai Zeng ⋅ Kai Guo ⋅ Xinnan Dai ⋅ Hui Liu ⋅ Jiliang Tang ⋅ Yi Chang
[ OpenReview] 
Poster
None
PromptPilot: Game-Theoretic Multi-Agent Prompt Optimization for Segment Anything
Guangze Shi ⋅ Yingjie Mi ⋅ Jia Shen ⋅ Feixue Shao ⋅ Jiarui Cao ⋅ Yexin Lai ⋅ Xueyu Liu ⋅ Rui Wang ⋅ Yongfei Wu ⋅ Mingqiang Wei
[ OpenReview] 
Poster
None
On the Effect of Misspecifying the Embedding Dimension in Low-rank Network Models
Roddy Taing ⋅ Keith Levin
[ OpenReview] 
Poster
None
Demonstration-Guided Multi-Objective Reinforcement Learning
Poster
None
Reflect-then-Correct: Rebalancing Task Optimization for Generalizable Meta-Reinforcement Learning via Distributional Value Error Reduction
Min Wang ⋅ Xin Li ⋅ Ye He ⋅ Mingzhong Wang ⋅ Yonggang Zhang
[ OpenReview] 
Poster
None
Towards Fine-grained Robustness: Attention-guided Test-time Prompt Tuning for Vision-Language Models
Jia-Wei Hai ⋅ Yijun Wang ⋅ Xiu-Shen Wei
[ OpenReview] 
Poster
None
Next-Token Prediction and Regret Minimization
Mehryar Mohri ⋅ Clayton Sanford ⋅ Jon Schneider ⋅ Kiran Vodrahalli ⋅ Yifan Wu
[ OpenReview] 
Poster
None
A²RBench: An Automatic Paradigm for Formally Verifiable Abstract Reasoning Benchmark Generation
Qingchuan Ma ⋅ Yuexiao Ma ⋅ Yongkang Xie ⋅ Tianyu Xie ⋅ Xiawu Zheng ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Mitigating Error Propagation in Low-Rank Approximation of Large Models via Distribution-Aware Whitening
Yao Zhu ⋅ Yunjian Zhang ⋅ Yang Li ⋅ Wang Lu ⋅ Xiu Yan ⋅ Rui Sun
[ OpenReview] 
Poster
None
Task-Aware Exploration via a Predictive Bisimulation Metric
Dayang Liang ⋅ Ruihan LIU ⋅ Lipeng Wan ⋅ Yunlong Liu ⋅ Bo An
[ OpenReview] 
Poster
None
Fast Spectrally Sparse Signal Reconstruction via Jacobi-Preconditioned Gradient Descent
Jian-Feng Cai ⋅ Xueyang Quan ⋅ Yang Wang ⋅ Jiaxi Ying
[ OpenReview] 
Poster
None
Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling
Kiyoung Seong ⋅ Sungsoo Ahn ⋅ Sehui Han ⋅ Changyoung Park
[ OpenReview] 
Poster
None
Reasoning Structure of Large Language Models
Frédéric Berdoz ⋅ Luca Lanzendörfer ⋅ Fabian Farestam ⋅ Roger Wattenhofer
[ OpenReview] 
Poster
None
Resource-Efficient Reinforcement for Reasoning Large Language Models via Dynamic One-Shot Policy Refinement
Yunjian Zhang ⋅ Sudong Wang ⋅ Yang Li ⋅ Peiran Xu ⋅ Conghao Zhou ⋅ Xiaoyue Ma ⋅ Jianing Li ⋅ Yao Zhu
[ OpenReview] 
Poster
None
Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence
Wanying Ren ⋅ Xin Song ⋅ Futing Wang ⋅ Guoxiu He ⋅ Aixin Sun
[ OpenReview] 
Poster
None
SE(n)-Invariant Flow Matching: A General Framework with Application to Object Reassembly
Gaël Heck ⋅ Sylvie Le Hégarat-Mascle ⋅ Nicolas Lermé
[ OpenReview] 
Poster
None
ViewMask-1-to-3: Multi-View Consistent Image Generation via Multimodal Diffusion Models
Ruishu Zhu ⋅ Zhihao Huang ⋅ Jiacheng Sun ⋅ Ping Luo ⋅ Hongyuan Zhang ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Overcoming PINNs Failure Modes In High Dimension With Low-Rank Fourier Sum
Natan Kaminsky ⋅ Daniel Freedman ⋅ Kira Radinsky
[ OpenReview] 
Poster
None
From Kepler to Newton: Inductive Biases Guide Learned World Models in Transformers
Ziming Liu ⋅ Surya Ganguli ⋅ Andreas Tolias
[ OpenReview] 
Poster
None
Hybrid-Gym: Training Coding Agents to Generalize Across Tasks
Yiqing Xie ⋅ Emmy Liu ⋅ Gaokai Zhang ⋅ Nachiket Kotalwar ⋅ Shubham Gandhi ⋅ Acharya ⋅ Xingyao Wang ⋅ Carolyn Rose ⋅ Graham Neubig ⋅ Daniel Fried
[ OpenReview] 
Poster
None
DASH: Faster Shampoo via Batched Block Preconditioning and Efficient Inverse-Root Solvers
Ionut-Vlad Modoranu ⋅ Philip Zmushko ⋅ Erik Schultheis ⋅ Mher Safaryan ⋅ Dan Alistarh
[ OpenReview] 
Poster
None
Incentivizing Truthfulness and Collaborative Fairness in Bayesian Learning
Rachael Hwee Ling Sim ⋅ Jue Fan ⋅ Xiao Tian ⋅ Xinyi Xu ⋅ Patrick Jaillet ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
Universal One-third Time Scaling in Learning Peaked Distributions
Yizhou Liu ⋅ Ziming Liu ⋅ Cengiz Pehlevan ⋅ Jeff Gore
[ OpenReview] 
Poster
None
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning
Xiaojun Guo ⋅ Runyu Zhou ⋅ Yifei Wang ⋅ Qi Zhang ⋅ Chenheng Zhang ⋅ Stefanie Jegelka ⋅ Xiaohan Wang ⋅ Jiajun Chai ⋅ Guojun Yin ⋅ Wei Lin ⋅ Yisen Wang
[ OpenReview] 
Poster
None
Inverse Depth Scaling From Most Layers Being Similar
Yizhou Liu ⋅ Sara Kangaslahti ⋅ Ziming Liu ⋅ Jeff Gore
[ OpenReview] 
Poster
None
Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning
Huihan Liu ⋅ Changyeon Kim ⋅ Bo Liu ⋅ Minghuan Liu ⋅ Yuke Zhu
[ OpenReview] 
Poster
None
Is Data Shapley Not Better than Random in Data Selection? Ask NASH
Xiao Tian ⋅ Jue Fan ⋅ Rachael Hwee Ling Sim ⋅ Zixuan Wang ⋅ Nancy Chen ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
LineageFlow: Flow Matching for High-Fidelity Family-Aware Protein Sequence Generation
Langzhang Liang ⋅ Ming Yang ⋅ Yi Feng ⋅ Junfan Li ⋅ Shirui Pan ⋅ Xu Yinghui ⋅ Tianlei Ying ⋅ YIZHEN ZHENG ⋅ Zenglin Xu
[ OpenReview] 
Poster
None
LoRDO: Distributed Low-Rank Optimization with Infrequent Communication
Andrej Jovanović ⋅ Alex Iacob ⋅ Mher Safaryan ⋅ Ionut-Vlad Modoranu ⋅ Lorenzo Sani ⋅ Shen ⋅ Xinchi Qiu ⋅ Dan Alistarh ⋅ Nicholas Lane
[ OpenReview] 
Poster
None
De-attribute to Forget for LLM Unlearning
Xinyang Lu ⋅ Jiabao Pan ⋅ Rachael Hwee Ling Sim ⋅ See-Kiong Ng ⋅ Anthony Tung ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
Pseudo-Mallows for Efficient Probabilistic Preference Learning
Sylvia Liu ⋅ Valeria Vitelli ⋅ Carlo Mannino ⋅ Arnoldo Frigessi ⋅ Ida Scheel
[ OpenReview] 
Poster
None
TopAdapter: Topology-Aware Prompt Tuning for Efficient Point Cloud Understanding
Changshuo Wang ⋅ Shuting He ⋅ Xiang Fang ⋅ Weijun Li ⋅ Yixian Shen ⋅ Mingkun Xu ⋅ Zhongtian Sun ⋅ Prayag Tiwari
[ OpenReview] 
Poster
None
Position: Vision encoders should be image size agnostic and task driven
Nedyalko Prisadnikov ⋅ Danda Pani Paudel ⋅ Yuqian Fu ⋅ Luc Van Gool
[ OpenReview] 
Poster
None
Demystifying When Pruning Works via Representation Hierarchies
Shwai He ⋅ Guoheng Sun ⋅ Haichao Zhang ⋅ Yun Fu ⋅ Ang Li
[ OpenReview] 
Poster
None
ForesightKV: Optimizing KV Cache Eviction for Reasoning Models by Learning Long-Term Contribution
Zican Dong ⋅ Peiyu Liu ⋅ Junyi Li ⋅ Zhipeng Chen ⋅ Han Peng ⋅ Shuo Wang ⋅ Xin Zhao
[ OpenReview] 
Poster
None
Mixing Configurations for Downstream Prediction
Juntang Wang ⋅ Hao Wu ⋅ Yihan Wang ⋅ Dongmian Zou ⋅ Shixin Xu
[ OpenReview] 
Poster
None
Improving Classifier-Free Guidance of Flow Matching via Manifold Projection
Jian-Feng Cai ⋅ Haixia Liu ⋅ Zhengyi Su ⋅ Chao Wang
[ OpenReview] 
Poster
None
Two-Parameter Flows for Learning Population Dynamics of Physical Systems
Paul Schwerdtner ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ OpenReview] 
Poster
None
Latent Diffusion Controller: Framework, Algorithms and Parameterization
Tong Yang ⋅ Moonkyung Ryu ⋅ Chih-wei Hsu ⋅ Guy Tennenholtz ⋅ Yuejie Chi ⋅ Craig Boutilier ⋅ Bo Dai
[ OpenReview] 
Poster
None
Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services
Mugeng Liu ⋅ Shuoqi Li ⋅ Yixuan Zhang ⋅ Yun Ma
[ OpenReview] 
Poster
None
Efficient, Property-Aligned Fan-Out Retrieval via RL-Amortized Diffusion
Pengcheng Jiang ⋅ Judith Li ⋅ Moonkyung Ryu ⋅ Lily Hu ⋅ Kun Su ⋅ Zhong Yi Wan ⋅ Liam Hebert ⋅ Hao Peng ⋅ Jiawei Han ⋅ Dima Kuzmin ⋅ Craig Boutilier
[ OpenReview] 
Poster
None
SVL: Empowering Spiking Neural Networks for Efficient 3D Open-World Understanding
Xuerui Qiu ⋅ Shaowei Gu ⋅ Peixi Wu ⋅ JiaKui Hu ⋅ Yaozhi Wen ⋅ Yuqi Pan ⋅ Xinhao Luo ⋅ Bo XU ⋅ Guoqi Li
[ OpenReview] 
Poster
None
A Perturbation Approach to Unconstrained Linear Bandits
Andrew Jacobsen ⋅ Dorian Baudry ⋅ Shinji Ito ⋅ Nicolò Cesa-Bianchi
[ OpenReview] 
Poster
None
Alethia: a Foundational Encoder for Voice Deepfakes
Yi Zhu ⋅ Brahmi Dwivedi ⋅ Jayaram Raghuram ⋅ Surya Koppisetti
[ OpenReview] 
Poster
None
Search Space Synthesis for Parametric Functions
Felix Laarmann ⋅ Andreas Pauly ⋅ Sebastian Buschjäger ⋅ Andrea Bommert ⋅ Jakob Rehof
[ OpenReview] 
Poster
None
DLLMQuant: A Post-Training Quantization Framework Tailored for Diffusion-Based Large Language Models
XUCHEN ⋅ Dawei Yang ⋅ Zhixuan Chen
[ OpenReview] 
Poster
None
DevEvol: Benchmarking LLM Agents on Continuous Software Evolution
Gangda Deng ⋅ Zhaoling Chen ⋅ Zhongming Yu ⋅ Haoyang Fan ⋅ Yuhong Liu ⋅ Yuxin Yang ⋅ Dhruv Parikh ⋅ Rajgopal Kannan ⋅ Le Cong ⋅ Mengdi Wang ⋅ Qian Zhang ⋅ Viktor Prasanna ⋅ Robert Tang ⋅ Xingyao Wang
[ OpenReview] 
Poster
None
Normalization-equivariant Diffusion Models: Learning Posterior Samplers From Noisy And Partial Measurements
Brett Levac ⋅ Jon Tamir ⋅ Marcelo Pereyra ⋅ Julián Tachella
[ OpenReview] 
Poster
None
Parameter-free Dynamic Regret: Time-varying Movement Costs, Delayed Feedback, and Memory
Emmanuel Esposito ⋅ Andrew Jacobsen ⋅ Hao Qiu ⋅ Mengxiao Zhang
[ OpenReview] 
Poster
None
FairMerging: Rethinking Model Merging through the Lens of Fairness
Bing Liu ⋅ Xinrui Shan ⋅ Boyu Zhang ⋅ Qiankun Zhang ⋅ Bin Yuan ⋅ Wang ⋅ Xianjun Deng
[ OpenReview] 
Poster
None
InteractBench: Benchmarking LLMs on Competitive Programming under Unrevealed Information
Jiaze Li ⋅ Aocheng Shen ⋅ Bing Liu ⋅ Boyu Zhang ⋅ Xiaoxuan Fan ⋅ Qiankun Zhang ⋅ Xianjun Deng
[ OpenReview] 
Poster
None
On the Limits of LLM Adaptability: Impact of LLM Pre-Training on Annotation Task Performance
Etienne Casanova ⋅ Rafal Kocielnik ⋅ R. Michael Alvarez
[ OpenReview] 
Poster
None
Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression
Yao DU ⋅ Shanshan Song ⋅ Xiaomeng Li
[ OpenReview] 
Poster
None
The Personality Illusion: Revealing Dissociation Between Self-Reports & Behavior in LLMs
Pengrui Han ⋅ Rafal Kocielnik ⋅ Peiyang Song ⋅ Ramit Debnath ⋅ Dean Mobbs ⋅ Anima Anandkumar ⋅ R. Michael Alvarez
[ OpenReview] 
Poster
None
Hyperbolic RQ-VAE enhanced Generative Recommendation with Differential-Length Codebook Strategy
Aoran Zhang ⋅ Yu-Bin Yang ⋅ Yonghong Yu
[ Poster]  [ OpenReview] 
Poster
None
PPT-Eval: A Benchmark for Computer-Use Agents on PowerPoint Tasks
Apurva Gandhi ⋅ Vishwas Suryanarayanan ⋅ Firoz Shaik ⋅ Raja Anwar ⋅ Shubhang Desai ⋅ Thong Nguyen ⋅ Muhammad Raza ⋅ Vishal Chowdhary ⋅ Graham Neubig
[ OpenReview] 
Poster
None
Sparse Models, Sparse Safety: Unsafe Routes in Mixture-of-Experts LLMs
Yukun Jiang ⋅ Hai Huang ⋅ Mingjie Li ⋅ Yage Zhang ⋅ Michael Backes ⋅ Yang Zhang
[ OpenReview] 
Poster
None
How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data
Zixian Huang ⋅ Kaichen Yang ⋅ Xu Huang ⋅ Feiyang Hao ⋅ Qiming Ge ⋅ Bowen Li ⋅ He Du ⋅ Kai Chen ⋅ Qipeng Guo
[ OpenReview] 
Poster
None
Bilinear Bandits with Partially Observable Features
Wooseong Cho ⋅ JiHyeong Park ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
$f$-Divergence Self-Play for Tabular Anomaly Detection via Large Language Models
Hoang Vuong ⋅ Linh Van ⋅ Dang Nguyen ⋅ Thin Nguyen ⋅ Phuoc Nguyen ⋅ Mehrtash Harandi ⋅ Trung Le
[ OpenReview] 
Poster
None
gp2Scale: A Class of Compactly Supported Non-Stationary Kernels and Distributed Computing for Exact Gaussian Processes on 10 Million Data Points
Marcus Noack ⋅ Mark Risser ⋅ HENGRUI LUO ⋅ Vardaan Tekriwal ⋅ Ronald Pandolfi
[ Slides]  [ OpenReview] 
Poster
None
RoboFlow4D: A Lightweight Flow World Model Toward Real-Time Flow-Guided Robotic Manipulation
Sixu Lin ⋅ Huaiyuan Xu ⋅ Junliang Chen ⋅ Zhuohao Li ⋅ Guangming Wang ⋅ Yixiong Jing ⋅ Sheng Xu ⋅ Runyi Zhao ⋅ Brian Sheil ⋅ Lap-Pui Chau ⋅ Guiliang Liu
[ OpenReview] 
Poster
None
Learning from Fine-Grained Visual Discrepancies: Mitigating Multimodal Hallucinations via In-Context Visual Contrastive Optimization
Haolin Deng ⋅ Xin Zou ⋅ Zhiwei Jin ⋅ Chen Chen ⋅ Haonan Lu ⋅ Xuming Hu
[ OpenReview] 
Poster
None
HieRD: Hierarchical Relational Distillation for Vision-Language Embedding Models
Vinh Le ⋅ Nguyen Dang ⋅ Tu Vu ⋅ Linh Van ⋅ Duc Nguyen ⋅ Trung Le
[ OpenReview] 
Poster
None
From Outcomes to Actions: Leveraging Hindsight for Long-Horizon Language Agent Training
Zishang Jiang ⋅ tingyun li ⋅ Jinyi Han ⋅ Xinyi Wang ⋅ Sihang Jiang ⋅ Yizhou Ying ⋅ Xiaojun Meng ⋅ Jiansheng Wei ⋅ Jiaqing Liang ⋅ Yanghua Xiao
[ OpenReview] 
Poster
None
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization
Jingwei Li ⋅ Xinran Gu ⋅ Jingzhao Zhang
[ OpenReview] 
Poster
None
Doppler Prompting for Stable mmWave-based Human Pose Estimation
Shuntian Zheng ⋅ Jiaqi Li ⋅ Xiaoman Lu ⋅ Shuai He ⋅ Yu Guan
[ OpenReview] 
Poster
None
Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
Junda Ying ⋅ Yuxuan Wang ⋅ Bowen Yang ⋅ Peijie Zhou ⋅ Lei Zhang
[ OpenReview] 
Poster
None
Robust Reinforcement Learning in a Sample-Efficient Setting
Poster
None
EntRAG: Entity-Centric Retrieval-Augmented Generation for Knowledge-based Visual Question Answering
Yiheng Hu ⋅ Xiaoyang Wang ⋅ Qing Liu ⋅ Sherry Xu ⋅ Qian Fu ⋅ Wenjie Zhang
[ OpenReview] 
Poster
None
Betting on Predictions
Yaniv Tenzer ⋅ Elad Tolochinksy ⋅ Yaniv Romano
[ OpenReview] 
Poster
None
Reward Learning through Ranking Mean Squared Error
Chaitanya Kharyal ⋅ Calarina Muslimani ⋅ Matthew Taylor
[ OpenReview] 
Poster
None
Expandable, Compressible, Mineable: Open-World Thermal Infrared Image Restoration
Pu Li ⋅ Huafeng Li ⋅ Yafei Zhang ⋅ Wen Wang ⋅ Neng Dong ⋅ Jie Wen
[ OpenReview] 
Poster
None
Anchor-guided Hypergraph Condensation with Dual-level Discrimination
Fan Li ⋅ Xiaoyang Wang ⋅ Chen Chen ⋅ Wenjie Zhang
[ OpenReview] 
Poster
None
OptMaster: A DAG-Based Framework for Formulation and Heuristic Discovery in Optimization
Hang Lin ⋅ Yuanpeng Gao ⋅ Yuzhi Zhang ⋅ Kun Yuan ⋅ Gang Yan ⋅ Siheng Chen ⋅ Linfeng Zhang ⋅ Weinan E
[ OpenReview] 
Poster
None
SilentWood: Efficient Private Inference Over Gradient Boosting Decision Forests
Ronny Ko
[ OpenReview] 
Poster
None
TRACE: Toulmin-based Reasoning Assessment through Constructive Elements for LLM CoT Evaluation
Kim Yundong ⋅ Heyoung Yang
[ OpenReview] 
Poster
None
Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models
Yun Qu ⋅ Cheems Wang ⋅ Yixiu Mao ⋅ Heming Zou ⋅ Yuhang Jiang ⋅ Weijie Liu ⋅ Clive Bai ⋅ Kai Yang ⋅ Yangkun Chen ⋅ Saiyong Yang ⋅ Xiangyang Ji
[ OpenReview] 
Poster
None
Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression
Jung Yi ⋅ Wooseok Jang ⋅ Paul Cho ⋅ Jisu Nam ⋅ Heeji Yoon ⋅ Seungryong Kim
[ OpenReview] 
Poster
None
ePC: Fast and Deep Predictive Coding for Digital Hardware
Cédric Goemaere ⋅ Gaspard Oliviers ⋅ Rafal Bogacz ⋅ Thomas Demeester
[ OpenReview] 
Poster
None
MatchFixAgent: Language-Agnostic Autonomous Repository-Level Code Translation Validation and Repair
Ali Reza Ibrahimzada ⋅ Brandon Paulsen ⋅ Reyhaneh Jabbarvand ⋅ Joey Dodds ⋅ Daniel Kroening
[ Slides]  [ OpenReview] 
Poster
None
Rethinking Parameter Sharing as Graph Coloring for Structured Compression
Boyang Zhang ⋅ Daning Cheng ⋅ Yunquan Zhang ⋅ Fangming Liu
[ OpenReview] 
Poster
None
Sharp Inequalities between Total Variation and Hellinger Distances for Gaussian Mixtures
Joonhyuk Jung ⋅ Chao Gao
[ OpenReview] 
Poster
None
Multicalibration Yields Better Matchings
Riccardo Colini Baldeschi ⋅ Simone Di Gregorio ⋅ Simone Fioravanti ⋅ Federico Fusco ⋅ Ido Guy ⋅ Daniel Haimovich ⋅ Stefano Leonardi ⋅ Fridolin Linder ⋅ Lorenzo Perini ⋅ Matteo Russo ⋅ Cem Sirin ⋅ Niek Tax
[ OpenReview] 
Poster
None
Rank-guided Diffusion for Noise Few-Shot Learning
Zelei Wu ⋅ Kun Zhou ⋅ xulun ye ⋅ Jie Hong ⋅ Jieyu Zhao ⋅ Yifan Mei
[ OpenReview] 
Poster
None
Discrete Diffusion with Physical Mass Constraints for \emph{De Novo} Peptide Sequencing
Zeyu An ⋅ Wanyu LIN
[ Poster]  [ OpenReview] 
Poster
None
HybridOM: Hybrid Physics-Based and Data-Driven Global Ocean Modeling with Efficient Regional Downscaling
Ruiqi Shu ⋅ Xiaohui Zhong ⋅ Qiusheng Huang ⋅ Ruijian Gou ⋅ Tianrun Gao ⋅ Hao Li ⋅ Xiaomeng Huang
[ OpenReview] 
Poster
None
Decentralized Instruction Tuning: Conflict-Aware Splitting and Weight Merging
MINSIK CHOI ⋅ Geewook Kim
[ OpenReview] 
Poster
None
Distillation Models are Good Samplers for Diffusion Reinforcement Learning
Zunxu Liu ⋅ Aiqiu Wu ⋅ Zhaofan Qiu ⋅ Yingwei Pan ⋅ Ting Yao ⋅ Tao Mei
[ OpenReview] 
Poster
None
LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents
Hyesung Jeon ⋅ Hyeongju Ha ⋅ jae-joon kim
[ OpenReview] 
Poster
None
LassoFlexNet: a Flexible Neural Architecture for Tabular Data
Kry Yik Chau Lui ⋅ Cheng Chi ⋅ Kishore Basu ⋅ Yanshuai Cao
[ OpenReview] 
Poster
None
When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
Nima Leclerc ⋅ Chris Miller ⋅ Nicholas Brawand
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Graph is a Natural Regularization: Revisiting Vector Quantization for Graph Representation Learning
Zian Zhai ⋅ Fan Li ⋅ Xingyu Tan ⋅ Xiaoyang Wang ⋅ Wenjie Zhang
[ OpenReview] 
Poster
None
HyPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation
Arshia Rafieioskouei ⋅ Tzu-Han Hsu ⋅ Matthew Lucas ⋅ Borzoo Bonakdarpour
[ OpenReview] 
Poster
None
Scaling Law for Quantization-Aware Training
Mengzhao Chen ⋅ Chaoyi Zhang ⋅ Jing Liu ⋅ Zeng ⋅ Zeyue Xue ⋅ Zhiheng Liu ⋅ Yunshui Li ⋅ Jin Ma ⋅ Jie Huang ⋅ zhou Xun ⋅ Ping Luo
[ OpenReview] 
Poster
None
RSPO: Regularized Self-Play Alignment of Large Language Models
Xiaohang Tang ⋅ Sangwoong Yoon ⋅ Seongho Son ⋅ Huizhuo Yuan ⋅ Quanquan Gu ⋅ Ilija Bogunovic
[ OpenReview] 
Poster
None
Distribution Transformers: Fast Approximate Bayesian Inference With On-The-Fly Prior Adaptation
George Whittle ⋅ Juliusz Ziomek ⋅ Jacob Rawling ⋅ Michael A Osborne
[ OpenReview] 
Poster
None
SiameseNorm: Breaking the Barrier to Reconciling Pre/Post-Norm
Tianyu Li ⋅ Dongchen Han ⋅ Zixuan Cao ⋅ Haofeng Huang ⋅ Mengyu Zhou ⋅ Ming Chen ⋅ erchao.zec ⋅ xiaoxi jiang ⋅ guanjunjiang ⋅ Gao Huang
[ OpenReview] 
Poster
None
Position: Significant impact of numerical precision in scientific machine learning
Youngwoo Cho ⋅ Jaekak Yoo ⋅ Soyoung Yang ⋅ Dong-Joon Yi ⋅ Seung Lee ⋅ Mun Jeong ⋅ Jaegul Choo
[ OpenReview] 
Poster
None
No Free Lunch: Non-Asymptotic Analysis of Prediction-Powered Inference
Pranav Mani ⋅ Peng Xu ⋅ Zachary Lipton ⋅ Michael Oberst
[ OpenReview] 
Poster
None
Flowers: A Warp Drive for Neural PDE Solvers
Till Muser ⋅ Alexandra Spitzer ⋅ Matti Lassas ⋅ Maarten de Hoop ⋅ Ivan Dokmanic
[ OpenReview] 
Poster
None
SuCo: Sufficiency-guided Continuous Adaptive Reasoning
Jiahao Wang ⋅ Bingyu Liang ⋅ Chenhao Hu ⋅ Longhui Zhang ⋅ Xuebo Liu ⋅ Min zhang ⋅ Jing Li ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Bridging Functional Correctness and Runtime Efficiency Gaps in LLM-Based Code Translation
Longhui Zhang ⋅ Jiahao Wang ⋅ Chenhao Hu ⋅ Bingyu Liang ⋅ Jing Li ⋅ Min zhang
[ OpenReview] 
Poster
None
Mixing Expertise with Confidence: A Mixture of Expert Framework for Robust Multi-Modal Continual Learner
Md Abdullah Al Forhad ⋅ Yuansheng Zhu ⋅ Abhinab Acharya ⋅ Xumin Liu ⋅ Qi Yu ⋅ Weishi Shi
[ OpenReview] 
Poster
None
Provable Bounds for the Learnability of Sample-Compressible Families from Noisy Samples
Arefe Boushehrian ⋅ Amir Najafi
[ OpenReview] 
Poster
None
Retro-Expert: Collaborative Reasoning for Interpretable Retrosynthesis
Xinyi Li ⋅ Sai Wang ⋅ Yutian Lin ⋅ Yu Wu
[ OpenReview] 
Poster
None
Addressing Semantic Blind Spots in Text-to-SQL via Component Pre-generation and AST Matching Rewards
Xingyu Ma ⋅ Xin Tian ⋅ Lingxiang Wu ⋅ Xuepeng Wang ⋅ Zhilin Zhang ⋅ Xueming Tang ⋅ Jinqiao Wang
[ OpenReview] 
Poster
None
Controllable Molecule Generation via Sparse Representation Editing: An Interpretability-Driven Perspective
Zhuoran Li ⋅ Xu Sun ⋅ Wanyu LIN ⋅ Chang Chen
[ Poster]  [ OpenReview] 
Poster
None
Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov–Arnold Networks
Puyu Wang ⋅ Junyu Zhou ⋅ Philipp Liznerski ⋅ Marius Kloft
[ OpenReview] 
Poster
None
TVDRNet: Text-driven Viewpoint Optimization via Differentiable Rendering for 3D Reasoning Segmentation
yu zaiyang ⋅ Changshuo Wang ⋅ Pinjie Xu ⋅ ZhangHuang ⋅ Yuan Shi ⋅ Linjun Sun ⋅ Weijun Li
[ OpenReview] 
Poster
None
Barriers to Counterfactual Credit Attribution for Autoregressive Models
Aloni Cohen ⋅ Chenhao Zhang
[ OpenReview] 
Poster
None
Graph Neural Dynamics via Learned Energy and Tangential Flows
Moshe Eliasof ⋅ Eldad Haber ⋅ Carola-Bibiane Schönlieb
[ OpenReview] 
Poster
None
SCORE: A Unified Framework for Overshoot Refund in Online FDR Control
Qi Kuang ⋅ Bowen Gang ⋅ Yin Xia
[ OpenReview] 
Poster
None
Learning Permutation Distributions via Reflected Diffusion on Ranks
Sizhuang He ⋅ Yangtian Zhang ⋅ Shiyang Zhang ⋅ David van Dijk
[ OpenReview] 
Poster
None
Interleaved Selective State Space Models for Efficient WiFi-Based 3D Multi-Person Pose Estimation
Quang-Anh N. D. ⋅ Kok-Seng Wong
[ OpenReview] 
Poster
None
Solving Imperfect-Recall Games via Sum-of-Squares Optimization
Rui Zheng ⋅ Ryann Sim ⋅ Antonios Varvitsiotis
[ OpenReview] 
Poster
None
Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning
Fuyuan Qian ⋅ Menglong Zhang ⋅ Song Wang ⋅ Quanying Liu
[ OpenReview] 
Poster
None
SSA: Sparse Sparse Attention by Aligning Full and Sparse Attention Outputs in Feature Space
Zhenyi Shen ⋅ Junru Lu ⋅ Lin Gui ⋅ Jiazheng Li ⋅ Yulan He ⋅ di yin ⋅ Xing Sun
[ OpenReview] 
Poster
None
When Softmax Fails at the Top: Extreme‑Value Corrections for InfoNCE
Hasan Sabri Melihcan Erol ⋅ Suat Evren ⋅ Oktay Ozel ⋅ Alexander Morgan ⋅ Jongha (Jon) Ryu ⋅ Lizhong Zheng
[ OpenReview] 
Poster
None
Alignment between Brains and AI: Evidence for Convergent Evolution across Modalities, Scales and Training Trajectories
Guobin Shen ⋅ Dongcheng Zhao ⋅ Yiting Dong ⋅ Qian Zhang ⋅ Yi Zeng
[ OpenReview] 
Poster
None
Geometric Collapse: When Vision Models Fail to Verify Physical Causality
Wentao Zhang ⋅ Jinhu Qi ⋅ Weiqiang Jin ⋅ Yifei Zhang ⋅ Chan-Tong Lam ⋅ Irwin King
[ OpenReview] 
Poster
None
Model Fusion via Retrofitting
Phoomraphee Luenam ⋅ Andreas Spanopoulos ⋅ Amit Sant ⋅ Sotiris Anagnostidis ⋅ Thomas Hofmann ⋅ Sidak Pal Singh
[ OpenReview] 
Poster
None
TEFormer: Structured Bidirectional Temporal Enhancement Modeling in Spiking Transformers
Sicheng Shen ⋅ Mingyang Lv ⋅ Bing Han ⋅ Dongcheng Zhao ⋅ Guobin Shen ⋅ Feifei Zhao ⋅ Yi Zeng
[ OpenReview] 
Poster
None
Flow-Based Density Ratio Estimation for Intractable Distributions with Applications in Genomics
Egor Antipov ⋅ Alessandro Palma ⋅ Lorenzo Consoli ⋅ Stephan Günnemann ⋅ Andrea Dittadi ⋅ Fabian Theis
[ OpenReview] 
Poster
None
DRIVE: Best Data Scheduling Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation
Speed Zhu ⋅ Chuheng Zhang ⋅ Jianwei Cai ⋅ Guang Chen ⋅ Lulu Wu ⋅ Xiaolong Xu ⋅ Xuyun Zhang ⋅ Saiyong Yang ⋅ Wiggin Zhou
[ OpenReview] 
Poster
None
NeuronCtrl: Geometry-Aware Safe Closed-Loop Generative Control for Neuronal Microenvironment Dynamics
Haowei Xu ⋅ Yixin Chen ⋅ Wanyi Fu ⋅ Hongbin Han ⋅ Zhaoheng Xie
[ OpenReview] 
Poster
None
Fast and Optimal Algorithms for Private Hypothesis Selection
Hilal Asi ⋅ Hongjie Chen
[ OpenReview] 
Poster
None
Contrastive Symbolic Regression: Aligned Representations, Adaptive Prediction, and Diverse Ensembles
Hengzhe Zhang ⋅ Qi Chen ⋅ Bing Xue ⋅ Wolfgang Banzhaf ⋅ Mengjie Zhang
[ OpenReview] 
Poster
None
FourTune: Towards Fully 4-Bit Efficient Post-Training for Diffusion Models
Bowen Xue ⋅ Zihan Min ⋅ Xingyang Li ⋅ Muyang Li ⋅ Yujun Lin ⋅ Zhekai Zhang ⋅ Haocheng Xi ⋅ Lvmin Zhang ⋅ Maneesh Agrawala ⋅ Jun-Yan Zhu ⋅ Song Han
[ OpenReview] 
Poster
None
Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
Suorong Yang ⋅ Fangjian Su ⋅ Hai Gan ⋅ Ziqi Ye ⋅ Jie Li ⋅ Baile Xu ⋅ Furao Shen ⋅ Soujanya Poria
[ OpenReview] 
Poster
None
Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
Ruikun Li ⋅ Huandong Wang ⋅ Ding ⋅ Yuan Yuan ⋅ Qingmin Liao ⋅ Yong Li
[ OpenReview] 
Poster
None
Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization
Haocheng Xi ⋅ Shuo Yang ⋅ Yilong Zhao ⋅ Muyang Li ⋅ Han Cai ⋅ Xingyang Li ⋅ Yujun Lin ⋅ Zhuoyang Zhang ⋅ Jintao Zhang ⋅ Xiuyu Li ⋅ Zhiying Xu ⋅ Jun Wu ⋅ Chenfeng Xu ⋅ Ion Stoica ⋅ Song Han ⋅ Kurt Keutzer
[ OpenReview] 
Poster
None
Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies
Guangyu Zhao ⋅ Kewei Lian ⋅ Haoxuan Ru ⋅ Borong Zhang ⋅ Haowei Lin ⋅ Zhancun Mu ⋅ Haobo Fu ⋅ Qiang Fu ⋅ Shaofei Cai ⋅ Zihao Wang ⋅ Yitao Liang
[ OpenReview] 
Poster
None
KernelBand: Steering LLM-based Kernel Optimization via Hardware-Aware Multi-Armed Bandits
Dezhi Ran ⋅ Shuxiao Xie ⋅ Mingfang Ji ⋅ Anmin Liu ⋅ Mengzhou Wu ⋅ Yuan Cao ⋅ Yuzhe Guo ⋅ Hao Yu ⋅ Linyi Li ⋅ Yitao Hu ⋅ Wei Yang ⋅ Tao Xie
[ OpenReview] 
Poster
None
Thinned Mean Field Langevin Dynamics
Zonghao Chen ⋅ Heishiro Kanagawa ⋅ Francois-Xavier Briol ⋅ Chris J Oates ⋅ Lester Mackey
[ OpenReview] 
Poster
None
Mosaic: Unlocking Over 30$\times$ Context Length for Diffusion LLMs Inference via Global Memory Planning and Dynamic Peak Taming
Liang Zheng ⋅ Bowen Shi ⋅ Yitao Hu ⋅ Jiawei Zhang ⋅ Ruofan Li ⋅ Guotao Yang ⋅ Zhixin Zhao ⋅ Zhengchao Wang ⋅ Sheng Chen ⋅ Wenxin Li ⋅ Dezhi Ran ⋅ Tao Xie ⋅ Keqiu Li
[ OpenReview] 
Poster
None
Efficient Diffusion LLMs via Temporal-Spatial Parallel Decoding and Confidence Extrapolation
Zekai Li ⋅ Ji Liu ⋅ Yiqing Huang ⋅ Ziqiong Liu ⋅ Dong Li ⋅ Emad Barsoum
[ OpenReview] 
Poster
None
Improving Backward Conformal Prediction via Non-Conformity Score Transformation
Junxian Liu ⋅ Hao Zeng ⋅ Hongxin Wei
[ OpenReview] 
Poster
None
Imagination Helps Visual Reasoning, But Not Yet in Latent Space
You Li ⋅ Chi Chen ⋅ Yanghao Li ⋅ Fanhu Zeng ⋅ Kaiyu Huang ⋅ Xu Jinan ⋅ Maosong Sun
[ OpenReview] 
Poster
None
Tailoring Strictly Proper Scoring Rules for Downstream Tasks: An Application to Causal Inference
Roman Plaud ⋅ Alexandre Perez-Lebel ⋅ Antoine Saillenfest ⋅ Thomas Bonald ⋅ Marine Le Morvan ⋅ Gael Varoquaux ⋅ Matthieu Labeau
[ OpenReview] 
Poster
None
Stationary MMD Points
Zonghao Chen ⋅ Toni Karvonen ⋅ Heishiro Kanagawa ⋅ Francois-Xavier Briol ⋅ Chris J Oates
[ OpenReview] 
Poster
None
Efficient, Validation-Free Intrinsic Quality Estimation for Large-Scale Face Recognition Datasets
Zhichao Chen ⋅ Yongle Zhao ⋅ Kaicheng Yang ⋅ Meng Yang ⋅ Yin Xie ⋅ Ziyong Feng
[ OpenReview] 
Poster
None
Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis
Yisong Fu ⋅ Zezhi Shao ⋅ Chengqing Yu ⋅ Yujie Li ⋅ Yongjun Xu ⋅ Xueqi Cheng ⋅ Fei Wang
[ OpenReview] 
Poster
None
From Interaction Trajectories to Prompt Rules: Credit Assignment for Multi-Agent Prompt Optimization
Bin Wu ⋅ Haoran Xu ⋅ Xiang Zhuang ⋅ Zonghao Chen ⋅ Zhu Li ⋅ Emine Yilmaz ⋅ Qiang Zhang
[ OpenReview] 
Poster
None
Restoring Initial Noise Sensitivity in Text-to-Image Distillation through Geometric Alignment
huayang Huang ⋅ Ruoyu Wang ⋅ Jinhui Zhao ⋅ Wei Deng ⋅ Daiguo Zhou ⋅ Jian Luan ⋅ Yu Wu ⋅ Ye Zhu
[ OpenReview] 
Poster
None
Modelling Attention with Aitchison Geometry: Token Distinguishability and Temperature Scaling
Sam Hilton-Jones ⋅ Timothy Norman ⋅ Zhanxing Zhu
[ OpenReview] 
Poster
None
Med-SegLens: Latent-Level Model Diffing for Interpretable Medical Image Segmentation
Salma Ahmed ⋅ Emad Mohammed ⋅ Azam Bidgoli
[ Poster]  [ OpenReview] 
Poster
None
Unveiling the Potential of Quantization with MXFP4: Strategies for Quantization Error Reduction
Jatin Chhugani ⋅ Geonhwa Jeong ⋅ Bor-Yiing Su ⋅ Yunjie Pan ⋅ Hanmei Yang ⋅ Aayush Ankit ⋅ Jiecao Yu ⋅ Summer Deng ⋅ Yunqing Chen ⋅ Nadathur Satish ⋅ Changkyu Kim
[ OpenReview] 
Poster
None
Diffusion-based learning framework for Constrained Nonconvex Optimization with Weighted Bootstrapped Refinement
Shutong Ding ⋅ Yimiao Zhou ⋅ Ke Hu ⋅ Xi Yao ⋅ Junchi Yan ⋅ Xiaoying Tang ⋅ Ye Shi
[ OpenReview] 
Poster
None
EEmo-Logic: A Unified Dataset and Multi-Stage Framework for Comprehensive Image-Evoked Emotion Assessment
Lancheng Gao ⋅ Ziheng Jia ⋅ Zixuan Xing ⋅ Wei Sun ⋅ Huiyu Duan ⋅ Guangtao Zhai ⋅ Xiongkuo Min
[ OpenReview] 
Poster
None
Deep Trajectory Supervision: Deep Supervision Strikes Back
Han Wang ⋅ Weijie Wang ⋅ Jiaqi Liu ⋅ Hilde Kuehne ⋅ Nicu Sebe
[ OpenReview] 
Poster
None
Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models
Jiyeon Kim ⋅ Sungik Choi ⋅ Yongrae Jo ⋅ Moontae Lee ⋅ Minjoon Seo
[ OpenReview] 
Poster
None
Adversarial Vulnerability from Interference Between Features in Superposition
Edward Stevinson ⋅ Lucas Prieto ⋅ Melih Barsbey ⋅ Tolga Birdal
[ OpenReview] 
Poster
None
FocalPolicy: Frequency-Optimized Chunking and Locally Anchored Flow Matching for Coherent Visuomotor Policy
Qian He ⋅ Zhenshuo Yang ⋅ Wenqi Liang ⋅ Chunhui Hao ⋅ Nicu Sebe ⋅ Jiandong Tian
[ OpenReview] 
Poster
None
iLoRA: Bayesian Low-Rank Adaptation with Latent Interaction Graphs for Microbiome Diagnosis
Yang Song ⋅ Yixuan Zhang ⋅ Lingfa Meng ⋅ Tongyuan Hu ⋅ Haizhou Shi ⋅ Hao Wang ⋅ Samir Bhatt ⋅ Hengguan Huang
[ OpenReview] 
Poster
None
Training-Free Hashing-Based Attention via Binary Principal Components
Daohai Yu ⋅ Zhanpeng Zeng ⋅ Keyu Chen ⋅ Wenhao Li ⋅ Zhifeng Shen ⋅ Luxi Lin ⋅ Ruizhi Qiao ⋅ Xing Sun ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Probing Newtonian Mechanics in Video Generative Models with Real Physical Systems
Antonios Tragoudaras ⋅ Daniil Cherniavskii ⋅ Chenyu Zhang ⋅ Antonis Vozikis ⋅ Thijmen Nijdam ⋅ Derck Prinzhorn ⋅ Márk Bodrácska ⋅ Nicu Sebe ⋅ Andrii Zadaianchuk ⋅ Efstratios Gavves
[ OpenReview] 
Poster
None
Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
Kiran Tomlinson ⋅ Tobias Schnabel ⋅ Adith Swaminathan ⋅ Jennifer Neville
[ OpenReview] 
Poster
None
Head-in-Head in Linear Attention
Shijie Mei ⋅ Man Yao ⋅ Jiabo Tong ⋅ Bo XU ⋅ Guoqi Li
[ OpenReview] 
Poster
None
SleepMaMi: A Universal Sleep Foundation Model for Integrating Macro- and Micro-structures
Keondo Park ⋅ Younghoon Na ⋅ You Rim Choi ⋅ Hyunwoo Ryu ⋅ Hyun-Woo Shin ⋅ Hyung-Sin Kim
[ OpenReview] 
Poster
None
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination
Yi Xie ⋅ Siao Liu ⋅ Falong FAN ⋅ Yuanqi Yao ⋅ Siyang Cao ⋅ Yue Zhao ⋅ Bo Liu
[ OpenReview] 
Poster
None
Direct Flow Q-Learning
Shicheng Cao ⋅ Jingrui Jia ⋅ Wenyu Li ⋅ Feng Duan ⋅ Tao Zhang ⋅ Shengbo Li
[ OpenReview] 
Poster
None
Z-Erase: Enabling Concept Erasure in Single Stream Diffusion Transformers
Nanxiang Jiang ⋅ Zhaoxin Fan ⋅ Baisen Wang ⋅ Daiheng Gao ⋅ Junhang Cheng ⋅ Jifeng Guo ⋅ Yalan Qin ⋅ Yeying Jin ⋅ Hongwei Zheng ⋅ Faguo Wu ⋅ wenjun wu
[ OpenReview] 
Poster
None
AutoQRA: Joint Optimization of Mixed-Precision Quantization and Low-rank Adapters for Efficient LLM Fine-Tuning
Changhai Zhou ⋅ Shiyang Zhang ⋅ Yuhua Zhou ⋅ Qian Qiao ⋅ Jun Gao ⋅ Cheng Jin ⋅ KAIZHOU QIN ⋅ Weizhong Zhang
[ OpenReview] 
Poster
None
Noisy-Channel Minimum Bayes Risk Decoding
Yusuke Sakai ⋅ Hidetaka Kamigaito ⋅ Taro Watanabe
[ OpenReview] 
Poster
None
EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
hao chen ⋅ Tao Han ⋅ Jie ZHANG ⋅ Song Guo ⋅ Fenghua Ling ⋅ LEI BAI
[ Poster]  [ OpenReview] 
Poster
None
Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation
Xixiang He ⋅ Qiyao Sun ⋅ Ao Cheng ⋅ Xingming Li ⋅ Xuanyu Ji ⋅ Hailun Lu ⋅ Runke Huang ⋅ Qingyong Hu
[ Poster]  [ OpenReview] 
Poster
None
What You Think is What You See: Driving Exploration in VLM Agents via Visual-Linguistic Curiosity
Haoxi Li ⋅ Qinglin Hou ⋅ Jianfei Ma ⋅ Jinxiang Lai ⋅ Tao Han ⋅ Sikai Bai ⋅ Jingcai Guo ⋅ Jie ZHANG ⋅ Song Guo
[ OpenReview] 
Poster
None
GraphPFN: A Prior-Data Fitted Network for Graph Node-Level Tasks
Dmitry Eremeev ⋅ Oleg Platonov ⋅ Gleb Bazhenov ⋅ Artem Babenko ⋅ Liudmila Prokhorenkova
[ OpenReview] 
Poster
None
CodeTaste: Can LLMs Generate Human-Level Code Refactorings?
Alex Thillen ⋅ Niels Mündler ⋅ Veselin Raychev ⋅ Martin Vechev
[ OpenReview] 
Poster
None
Affine-Equivariant Kernel Space Encoding for NeRF Editing
Mikołaj Zieliński ⋅ Krzysztof Byrski ⋅ Tomasz Szczepanik ⋅ Dominik Belter ⋅ Przemysław Spurek
[ OpenReview] 
Poster
None
Reasoning Cache: Learning to Extrapolate to Long Lengths via Short-Length RL
Ian Wu ⋅ Yuxiao Qu ⋅ Amrith Setlur ⋅ Aviral Kumar
[ OpenReview] 
Poster
None
Adversarial Latent Embedding Repair for LLM Continual Learning
Xilin Xia ⋅ Tong Xialiang ⋅ Jie Wang ⋅ Chi Ma ⋅ Shengxue Li ⋅ 白 寅岐 ⋅ Yuhang Jiang ⋅ Xing Li ⋅ Jianye Hao ⋅ Mingxuan Yuan ⋅ Feng Wu
[ OpenReview] 
Poster
None
Pushing the Boundaries of Natural Reasoning: Interleaved Bonus from Formal-Logic Verification
楚雪 曹 ⋅ Jinluan Yang ⋅ Haoran Li ⋅ Kunhao Pan ⋅ Zijian Zhao ⋅ Zhengyu Chen ⋅ Yuchen Tian ⋅ Lijun Wu ⋅ Conghui He ⋅ Sirui Han ⋅ Yike Guo
[ OpenReview] 
Poster
None
Scalable Option Learning in High-Throughput Environments
Mikael Henaff ⋅ Scott Fujimoto ⋅ Michael Matthews ⋅ Michael Rabbat
[ OpenReview] 
Poster
None
Neural Modular Physics for Elastic Simulation
Yifei Li ⋅ Haixu Wu ⋅ Zeyi Xu ⋅ Tuur Stuyck ⋅ Wojciech Matusik
[ OpenReview] 
Poster
None
Active Timepoint Selection for Learning Measure-Valued Trajectories
Nicolas Huynh ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Understanding Truncated Positional Encodings for Graph Neural Networks
James Flora ⋅ Mitchell Black ⋅ Weng-Keen Wong ⋅ Amir Nayyeri
[ OpenReview] 
Poster
None
Learning Gaussian Mixture-distributed Prototypes for 3D Scene Graph Generation from RGB-D Sequences
Rongxing Ding ⋅ Hongyu Qu ⋅ Xinguang Xiang ⋅ Pengpeng Li ⋅ Xiangbo Shu
[ Poster]  [ OpenReview] 
Poster
None
LEGO: An LLM-Enabled Hierarchical Optimizer for Tensor Computation Graphs with Structure-Aware Search and Compositional Synthesis
Ruiyuan Xu ⋅ shuoming zhang ⋅ Guangli Li ⋅ Qiuchu Yu ⋅ Rui Zhang ⋅ Yangyu Zhang ⋅ Hao Qian ⋅ Chunwei Xia ⋅ Jiacheng Zhao ⋅ Chenxi Wang ⋅ Xiaobing Feng ⋅ Jingling Xue ⋅ Huimin Cui
[ OpenReview] 
Poster
None
CONTINUUM: Restoring the Contiguous Tensor Abstraction Efficiently for Dynamic AI Workloads via Hardware Virtualization
Yangyu Zhang ⋅ shuoming zhang ⋅ Chunwei Xia ⋅ Shuaijiang Li ⋅ Zhicheng Li ⋅ Ruiyuan Xu ⋅ Zheming Yang ⋅ Lei Chen ⋅ YUAN WEN ⋅ Guangli Li ⋅ Xiaobing Feng ⋅ Huimin Cui ⋅ Jiacheng Zhao
[ OpenReview] 
Poster
None
CellBRIDGE: Learning Cellular Trajectories via Interaction-Aware Alignment
Silas Ruhrberg Estevez ⋅ Nicolas Huynh ⋅ Tennison Liu ⋅ Roderik Kortlever ⋅ Gerard Evan ⋅ David Bentley ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
StethoLM: Audio Language Model for Cardiopulmonary Analysis Across Clinical Tasks
Poster
None
Contrastive Spectral Rectification: Test-Time Defense towards Zero-shot Adversarial Robustness of CLIP
Sen Nie ⋅ Jie Zhang ⋅ Zhuo Wang ⋅ Shiguang Shan ⋅ Xilin Chen
[ OpenReview] 
Poster
None
$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
Jake Fawkes ⋅ Jason Hartford
[ OpenReview] 
Poster
None
Align Your Trajectory Tangent: Training Better Consistency Models via Manifold-Aligned Tangents
Beomsu Kim ⋅ ByungHee Cha ⋅ Jong Chul YE
[ OpenReview] 
Poster
None
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning
Xuyang Chen ⋅ Keyu Yan ⋅ Guojian Wang ⋅ Lin Zhao
[ OpenReview] 
Poster
None
MAGIC: A Co-Evolving Attacker–Defender Adversarial Game for Robust LLM Safety
Xiaoyu Wen ⋅ Zhida He ⋅ Han Qi ⋅ Ziyu Wan ⋅ Zhongtian Ma ⋅ Ying Wen ⋅ Tianhang Zheng ⋅ Xingcheng Xu ⋅ Chaochao Lu ⋅ Qiaosheng Zhang
[ OpenReview] 
Poster
None
Disentangling Intent from Role: Adversarial Self-Play for Persona-Invariant Safety Alignment
Jiajia Li ⋅ Xiaoyu Wen ⋅ Shuyue Hu ⋅ Qiaosheng Zhang ⋅ Zhen Wang
[ OpenReview] 
Poster
None
Principled Zero-shot Ranking Agents with Tournament Graphs
Sheshansh Agrawal ⋅ Thien Nguyen ⋅ Douwe Kiela
[ OpenReview] 
Poster
None
When Can You Poison Rewards? A Tight Characterization of Reward Poisoning in Linear MDPs
Jose Aguilar Escamilla ⋅ Haoyang Hong ⋅ Jiawei Li ⋅ Haoyu Zhao ⋅ Xuezhou Zhang ⋅ Sanghyun Hong ⋅ Huazheng Wang
[ OpenReview] 
Poster
None
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents
Shuo Ji ⋅ yibo li ⋅ Bryan Hooi
[ OpenReview] 
Poster
None
MC-HNN: Learning Latent Structural Semantics and High-Rank Representations for Hypergraph Neural Networks
Shuyang Fang ⋅ Yuqin Huang ⋅ Zelong Yang ⋅ Yintao Cai ⋅ Xiaoping Min
[ OpenReview] 
Poster
None
Beyond Accuracy and Complexity: The Effective Information Criterion for Structurally Stable Symbolic Regression
Zihan Yu ⋅ Guanren Wang ⋅ Ding ⋅ Huandong Wang ⋅ Yong Li
[ OpenReview] 
Poster
None
Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios
Jianxiang Zang ⋅ Yongda Wei ⋅ Ruxue Bai ⋅ Shiyu Jiang ⋅ Nijia Mo ⋅ Binhong Li ⋅ Qiang Sun ⋅ Hui Liu
[ OpenReview] 
Poster
None
Beyond Description: Federated Adaptation via Semantic-Visual Prototype Alignment
Jiarong Yang ⋅ Yuan Liu
[ OpenReview] 
Poster
None
Debiased Model-based Representations for Sample-efficient Continuous Control
Jiafei Lyu ⋅ Zichuan Lin ⋅ Scott Fujimoto ⋅ Kai Yang ⋅ Yangkun Chen ⋅ Saiyong Yang ⋅ Zongqing Lu ⋅ Deheng Ye
[ OpenReview] 
Poster
None
A Solver-Free Training Method for Predict-then-Optimize
Beichen Wan ⋅ Mo Liu
[ OpenReview] 
Poster
None
Kalman Linear Attention: Parallel Bayesian Filtering For Efficient Language Modeling and State Tracking
Vaisakh Shaj ⋅ Cameron Barker ⋅ Aidan Scannell ⋅ Andras Szecsenyi ⋅ Elliot Crowley ⋅ Amos Storkey
[ OpenReview] 
Poster
None
SetPO: Set-Level Policy Optimization for Diversity-Preserving LLM Reasoning
Chenyi Li ⋅ Yuan Zhang ⋅ Bo Wang ⋅ Guoqing Ma ⋅ Wei Tang ⋅ Haoyang Huang ⋅ Nan Duan
[ OpenReview] 
Poster
None
MetaStreet: Semi-Supervised Multimodal Learning for Street-Level Socioeconomic Prediction
Meng Chen ⋅ Junjie Yang ⋅ Zechen Li ⋅ Kai Zhao ⋅ Hongjun Dai ⋅ Weiming Huang
[ OpenReview] 
Poster
None
What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis
Xinghao Chen ⋅ Chak Tou Leong ⋅ Guo Wenjin ⋅ Jian Wang ⋅ Wenjie Li ⋅ Xiaoyu Shen
[ OpenReview] 
Poster
None
A proximal ADMM for multiblock problems with block anti-upper triangular constraints
Zhanwang Deng ⋅ Yuqiu Su ⋅ Wen Huang
[ OpenReview] 
Poster
None
From Flat Facts to Sharp Hallucinations: Detecting Stubborn Errors via Gradient Sensitivity
Liew Yee Zhing ⋅ Andrew Tan ⋅ Anwar Majeed
[ OpenReview] 
Poster
None
PODiff: Latent Diffusion in Proper Orthogonal Decomposition Space for Scientific Super-Resolution
Onkar Jadhav ⋅ Tim French ⋅ Matthew Rayson ⋅ Nicole Jones
[ OpenReview] 
Poster
None
Bring Future Vision: Dynamic Computation Allocation Guided by Lightweight Feature Forecaster
Chao Han ⋅ Yijuan Liang ⋅ Zihao Xuan ⋅ Daokuan Wu ⋅ Wei Zhang ⋅ Xiaoyu Shen
[ OpenReview] 
Poster
None
Probing How Scalable Table Data Enhances General Long-Context Reasoning
Huaibing Xie ⋅ Guoliang Zhao ⋅ Yang Liu ⋅ Shihan Dou ⋅ Siming Huang ⋅ Yanling Xiao ⋅ Shaolei Wang ⋅ Yiting Liu ⋅ Cheng Zhang ⋅ Shaofan Liu ⋅ PlutoZhou
[ OpenReview] 
Poster
None
Rel-MOSS: Towards Imbalanced Relational Deep Learning on Relational Databases
Jun Yin ⋅ Peng Huo ⋅ Bangguo Zhu ⋅ Hao Yan ⋅ Senzhang Wang ⋅ Shirui Pan ⋅ Chengqi Zhang
[ OpenReview] 
Poster
None
Agentic Model Predictive Questioning Control in Visual Design
Kuang-Da Wang ⋅ Zhao Wang ⋅ Wei-Yao Wang ⋅ Yotaro Shimose ⋅ Jaechang Kim ⋅ Shingo Takamatsu
[ OpenReview] 
Poster
None
Provable Sample Efficiency of Curriculum Post-Training for Transformer Reasoning
Dake Bu ⋅ Wei Huang ⋅ Andi Han ⋅ Atsushi Nitanda ⋅ Hau-San Wong ⋅ Qingfu Zhang ⋅ Taiji Suzuki
[ OpenReview] 
Poster
None
Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates
yibo li ⋅ Zijie Lin ⋅ Ailin Deng ⋅ Xuan Zhang ⋅ Yufei He ⋅ Shuo Ji ⋅ Tri Cao ⋅ Bryan Hooi
[ OpenReview] 
Poster
None
On the Power of Source Screening for Learning Shared Feature Extractors
Muxing Wang ⋅ Connor Mclaughlin ⋅ Lili Su
[ OpenReview] 
Poster
None
DualCOIL: Offline Imitation Learning from Contrasting Demonstrations
Huy Hoang ⋅ Tien Mai ⋅ Pradeep Varakantham ⋅ Tanvi Verma
[ OpenReview] 
Poster
None
LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning
Yansheng Mao ⋅ Yufei Xu ⋅ Jiaqi Li ⋅ Fanxu Meng ⋅ Haotong Yang ⋅ Zilong Zheng ⋅ Xiyuan Wang ⋅ Muhan Zhang
[ OpenReview] 
Poster
None
SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass
Yewei Liu ⋅ Xiyuan Wang ⋅ Yansheng Mao ⋅ Yoav Gelberg ⋅ Haggai Maron ⋅ Muhan Zhang
[ OpenReview] 
Poster
None
Mixtures Closest To A Given Measure: A Semidefinite Programming Approach
Srećko Ðurašinović ⋅ Jean B Lasserre ⋅ Victor Magron
[ OpenReview] 
Poster
None
Sample-Efficient Diffusion-based Reinforcement Learning with Critic Guidance
Shutong Ding ⋅ Zejia Zhong ⋅ Zhongyi Wang ⋅ Ke Hu ⋅ Bikang Pan ⋅ Jingya Wang ⋅ Ye Shi
[ OpenReview] 
Poster
None
Watch Your Step: Information Injection in Diffusion Models via Shadow Timestep Embedding
AN HUANG ⋅ Junggab Son ⋅ Zuobin Xiong
[ OpenReview] 
Poster
None
Transfer Learning in Nonparametric Regression with Deep ReLU Networks
Junpeng Ren ⋅ Carlos Misael Madrid Padilla ⋅ Yanzhen Chen ⋅ OSCAR HERNAN MADRID PADILLA
[ OpenReview] 
Poster
None
Online Change Point Detection for Multivariate Inhomogeneous Poisson Processes Time Series
Xiaokai Luo ⋅ Haotian Xu ⋅ Carlos Misael Madrid Padilla ⋅ OSCAR HERNAN MADRID PADILLA
[ OpenReview] 
Poster
None
Glimpse: Geometry Learning of Multi-scale Structural Priors for 3D Pose Estimation
Zhenhua TANG ⋅ JIHUA PENG ⋅ Yanbin Hao ⋅ Qiguang Miao ⋅ Chi-Man Pun
[ OpenReview] 
Poster
None
STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
Daiheng Zhang ⋅ Shiyang Zhang ⋅ Sizhuang He ⋅ Yangtian Zhang ⋅ Syed Rizvi ⋅ David van Dijk
[ OpenReview] 
Poster
None
EAPO: Enhancing Policy Optimization with On-Demand Expert Assistance
Siyao Song ⋅ Cong Ma ⋅ Zhihao Cheng ⋅ Shiye Lei ⋅ Minghao Li ⋅ Ying Zeng ⋅ Huaixiao Tou ⋅ Kai Jia
[ OpenReview] 
Poster
None
FIRE: Learning to Navigate and Act on Real-World Files via Stateful Reinforcement Learning
Jingyuan Ma ⋅ Zheng Li ⋅ Rui Li ⋅ Siyao Song ⋅ Ying Zeng ⋅ Minghao Li ⋅ Zhifang Sui
[ OpenReview] 
Poster
None
Divide-and-Denoise: A Game-Theoretic Method for Fairly Composing Diffusion Models
Abhi Gupta ⋅ Polina Barabanshchikova ⋅ Vikas Garg ⋅ Samuel Kaski ⋅ Tommi Jaakkola
[ OpenReview] 
Poster
None
The Surprising Difficulty of Search in Model-Based Reinforcement Learning
Wei-Di Chang ⋅ Mikael Henaff ⋅ Brandon Amos ⋅ Gregory Dudek ⋅ Scott Fujimoto
[ OpenReview] 
Poster
None
Goal-Conditioned Agents that Learn Everything All at Once
Michael Matthews ⋅ Matthew Jackson ⋅ Michael Beukman ⋅ Thomas Foster ⋅ Alistair Letcher ⋅ Scott Fujimoto ⋅ Cédric Colas ⋅ Jakob Foerster
[ OpenReview] 
Poster
None
Robust AI Evaluation through Maximal Lotteries
Hadi Khalaf ⋅ Flavio Calmon ⋅ Daniel Halpern ⋅ Ariel Procaccia ⋅ Itai Shapira ⋅ Serena Wang
[ OpenReview] 
Poster
None
The Stability of Singular Distribution: A Spectral Perspective on the Two-Phase Dynamics of Language Model Pre-training
Hongtao Zhang ⋅ WenJie Zhou ⋅ Chenxi Jia ⋅ Wei Chen ⋅ Xueqi Cheng
[ OpenReview] 
Poster
None
BrainJanus: A Foundation Model for Unified Understanding and Generation across Brain, Vision, and Language
Haitao Wu ⋅ Qirui Zhang ⋅ Zhouheng Yao ⋅ Shangquan Sun ⋅ Qihao Zheng ⋅ Mianxin Liu ⋅ Chi Zhang ⋅ Wanli Ouyang ⋅ Chunfeng Song ⋅ Changqing Zhang ⋅ Jiamin Wu
[ OpenReview] 
Poster
None
Predicting Dynamic Stability Landscapes in Synchronization Networks
Christian Nauck ⋅ Junyou Zhu ⋅ Michael Lindner ⋅ Frank Hellmann
[ OpenReview] 
Poster
None
MORE: A Multilingual Document Parsing Benchmark and Evaluation
Long Xu ⋅ Binghong Wu ⋅ TingHao YU ⋅ Hao Feng ⋅ zhenyuhuang ⋅ Haoqing Jiang ⋅ Yunhao Wang ⋅ Shuo Huang ⋅ feng zhang
[ OpenReview] 
Poster
None
HyperPotter: Spell the Charm of High-Order Interactions in Audio Deepfake Detection
Qing Wen ⋅ Haohao Li ⋅ Zhongjie Ba ⋅ Peng Cheng ⋅ Miao He ⋅ Li Lu ⋅ Kui Ren
[ OpenReview] 
Poster
None
Comp-Attn: Present-and-Align Attention for Compositional Video Genneration
Hongyu Zhang ⋅ Yufan Deng ⋅ Shenghai Yuan ⋅ Yian Zhao ⋅ Peng Jin ⋅ Xuehan Hou ⋅ Chang Liu ⋅ Jie Chen
[ OpenReview] 
Poster
None
On the Sharp Input-Output Analysis of Nonlinear Systems under Adversarial Attacks
Jihun Kim ⋅ Yuchen Fang ⋅ Javad Lavaei
[ OpenReview] 
Poster
None
Furina: Fragmented Uncertainty-Driven Refusal Instability Attack
Tongxi Wu ⋅ Jian Zhang ⋅ Yang Gao
[ OpenReview] 
Poster
None
GeoReward: Mitigating Contextual Variable Overestimation in Vision-Language Models for Cross-Market Preference Prediction
Shuo Liu ⋅ Huixiang.Cai ⋅ Weiru Zhang ⋅ Xiaoyi Zeng
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
3DGS$^2$-TR: A Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
Roger Hsiao ⋅ Yuchen Fang ⋅ Xiangru Huang ⋅ Ruilong Li ⋅ Hesam Rabeti ⋅ Zan Gojcic ⋅ Javad Lavaei ⋅ James Demmel ⋅ Sophia Shao
[ OpenReview] 
Poster
None
Extra-Merge: Tracing the Rank-1 Subspace of Model Merging in Language Model Pre-Training
WenJie Zhou ⋅ Bohan Wang ⋅ Hongtao Zhang ⋅ Chenxi Jia ⋅ Wei Chen ⋅ Xueqi Cheng
[ OpenReview] 
Poster
None
AICrypto: Evaluating Cryptography Capabilities of Large Language Models
Yu Wang ⋅ Yijian Liu ⋅ Liheng Ji ⋅ Han Luo ⋅ Wenjie Li ⋅ Xiaofei Zhou ⋅ Chiyun Feng ⋅ Puji Wang ⋅ Yuhan Cao ⋅ Geyuan Zhang ⋅ Xiaojian Li ⋅ Rongwu Xu ⋅ Yilei Chen ⋅ Tianxing He
[ OpenReview] 
Poster
None
Contribution Weights: A Geometrical Analysis of Self-Attention Transformers
Jake Cunningham ⋅ Nicola Muca Cirone
[ OpenReview] 
Poster
None
Front-Loaded Robust Conformal Prediction: Heavy Calibration, Minimal Test-Time Cost
Soroush H. Zargarbashi ⋅ Mohammad Sadegh Akhondzadeh ⋅ Aleksandar Bojchevski
[ OpenReview] 
Poster
None
REAL: Resolving Knowledge Conflicts in Knowledge-Intensive Visual Question Answering via Reasoning-Pivot Alignment
Kai Ye ⋅ Xianwei Mao ⋅ Sheng Zhou ⋅ Zirui Shao ⋅ Ye Mo ⋅ Liangliang Liu ⋅ Haikuan Huang ⋅ Bin Li ⋅ Jiajun Bu
[ Slides]  [ OpenReview] 
Poster
None
Beyond Token-level Supervision: Unlocking the Potential of Decoding-based Regression via Reinforcement Learning
Ming Chen ⋅ Sheng Tang ⋅ Rong-Xi Tan ⋅ Ziniu Li ⋅ Jiacheng Chen ⋅ Ke Xue ⋅ Chao Qian
[ OpenReview] 
Poster
None
Hermes: An Evidence-Driven Agentic Framework for Trustworthy and Explainable AI-Generated Video Detection
Shuaibo Li ⋅ Pengfei HAO ⋅ Hongtao Wu ⋅ Jianfeng Dong ⋅ Ping Li ⋅ Xiaohong Liu ⋅ Lei Zhu
[ OpenReview] 
Poster
None
MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
Jung Min Lee ⋅ Dohyeok Lee ⋅ Seokhun Ju ⋅ Taehyun Cho ⋅ Jin Koo ⋅ Li Zhao ⋅ Sangwoo Hong ⋅ Jungwoo Lee
[ OpenReview] 
Poster
None
CORE-MTL: Rethinking Gradient Balancing via Causal Orthogonal Representations
Chengfeng Wu ⋅ Jingge Wang ⋅ Yanru Wu ⋅ Tao Zou
[ OpenReview] 
Poster
None
Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers
Leyla Candogan ⋅ Arshia Afzal ⋅ Pol Puigdemont ⋅ Volkan Cevher
[ OpenReview] 
Poster
None
Position: Evaluation of ECG Representations Must Be Fixed
Zachary Berger ⋅ Daniel Prakah-Asante ⋅ John Guttag ⋅ Collin Stultz
[ OpenReview] 
Poster
None
ImpText: A Benchmark and Tool-Augmented Framework for Implicit Text Reasoning
Litao Guo ⋅ Jinsong Zhou ⋅ Shuaibo Li ⋅ Man CHEN ⋅ Xinli Xu ⋅ Zixin Zhang ⋅ Harold Haodong Chen ⋅ YINGCONG CHEN
[ OpenReview] 
Poster
None
LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
Hwanhee Kim ⋅ Seungyeon Choi ⋅ Sanghyun Park
[ OpenReview] 
Poster
None
Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification
Yilin Zhang ⋅ Cai Xu ⋅ You Wu ⋅ Ziyu Guan ⋅ Wei Zhao
[ OpenReview] 
Poster
None
DuFal: Dual-Frequency-Aware Learning for High-Fidelity Extremely Sparse-view CBCT Reconstruction
Poster
None
Many Needles in a Haystack: Active Hit Discovery for Perturbation Experiments
Andrea Rubbi ⋅ Arpit Merchant ⋅ Samuel Ogden ⋅ Amir Akbarnejad ⋅ Pietro Lió ⋅ Sattar Vakili ⋅ Mohammad Lotfollahi
[ OpenReview] 
Poster
None
When Do Graph Foundation Models Transfer? A Data-Centric Theory
Jiajun Zhu ⋅ Ying Chen ⋅ Peihao Wang ⋅ Yixuan He ⋅ Pan Li ⋅ Aditya Akella ⋅ Zhangyang “Atlas” Wang
[ OpenReview] 
Poster
None
Factored Classifier-Free Guidance
Tian Xia ⋅ Fabio De Sousa Ribeiro ⋅ Rajat Rasal ⋅ Avinash Kori ⋅ Raghav Mehta ⋅ Ben Glocker
[ OpenReview] 
Poster
None
Position: Why a Dynamical Systems Perspective is Needed to Advance Time Series Modeling
Daniel Durstewitz ⋅ Christoph Jürgen Hemmer ⋅ Florian Hess ⋅ Charlotte Ricarda Doll ⋅ Lukas Eisenmann
[ OpenReview] 
Poster
None
Efficient Stochastic Optimisation via Sequential Monte Carlo
James Cuin ⋅ Davide Carbone ⋅ Yanbo Tang ⋅ O. Akyildiz
[ OpenReview] 
Poster
None
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes
Axel Benyamine ⋅ Julien Grand-Clément ⋅ Marek Petrik ⋅ Michael Jordan ⋅ Alain Oliviero Durmus
[ OpenReview] 
Poster
None
TabularBERT: Binning-Based Self-Supervised Learning for Tabular Representation
Beomjin Park ⋅ Seunghwan An ⋅ Sungchul Hong ⋅ Hosik Choi
[ OpenReview] 
Poster
None
A Graph Foundation Model with Cross-Modal Alignment and Modality-Aware Expert Fusion for Multi-Modal Graphs
Dongxiao He ⋅ AnKang Yang ⋅ Jitao Zhao ⋅ Di Jin
[ OpenReview] 
Poster
None
Seeking Commonality, Preserving Specificity: A Spectral-Aware Hierarchical Framework for Cross-City Road Representation Learning
Jingtian Ma ⋅ Jingyuan Wang ⋅ Leong Hou U
[ OpenReview] 
Poster
None
EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation and Diagnostic Analyses of EEG Foundation Models
Wei Xiong ⋅ Jiangtong Li ⋅ Jie Li ⋅ Kun Zhu ⋅ Changjun Jiang
[ OpenReview] 
Poster
None
SoftMoE: Soft Differentiable Routing for Mixture-of-Experts in LLMs
Mikołaj Zasada ⋅ Łukasz Struski ⋅ Jacek Tabor ⋅ Marcin Kurdziel
[ OpenReview] 
Poster
None
GLAD: Bidirectional Structure-Attribute Alignment via Latent Graph Diffusion Models
Jiankai Zuo ⋅ Yu Zhang ⋅ Yang Zhang ⋅ Zihao Yao ⋅ YAYING ZHANG
[ OpenReview] 
Poster
None
Prediction-Powered Adaptive Inference with Pretrained AI Models for Contextual Bandits
Gabriel Sargent ⋅ Wei Sun ⋅ Zhengwu Zhang ⋅ Yufeng Liu
[ OpenReview] 
Poster
None
PLANTAIN: Plan-Answer Interleaved Reasoning
Anthony Liang ⋅ Jonathan Berant ⋅ Adam Fisch ⋅ Abhimanyu Goyal ⋅ Kalpesh Krishna ⋅ Jacob Eisenstein
[ OpenReview] 
Poster
None
Revisiting Positive Samples in Graph Contrastive Learning: From the Perspective of Message Passing
Lianze Shan ⋅ Ningchong Wang ⋅ Jitao Zhao ⋅ Di Jin ⋅ Dongxiao He
[ OpenReview] 
Poster
None
GP2F: Cross-Domain Graph Prompting with Adaptive Fusion of Pre-trained Graph Neural Networks
Dongxiao He ⋅ Wenxuan Sun ⋅ Yongqi Huang ⋅ Jitao Zhao ⋅ Di Jin
[ OpenReview] 
Poster
None
Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
Tong Wu ⋅ Michael Liu ⋅ Jun Bai ⋅ Zixia Jia ⋅ Shuyi Zhang ⋅ Ziyong Lin ⋅ Yanting Wang ⋅ Song-Chun Zhu ⋅ Zilong Zheng
[ OpenReview] 
Poster
None
Safety Anchor: Defending Harmful Fine-tuning via Geometric Bottlenecks
Guoxin Lu ⋅ Letian Sha ⋅ Qing Wang ⋅ Peijie Sun ⋅ Hao Zhou ⋅ Hua Dai ⋅ Fu Xiao
[ OpenReview] 
Poster
None
Escaping the Likelihood Trap: Geometric Diversity Optimization for Long-Form Image Captioning
Qingmei Tang ⋅ Shuai Hao ⋅ Rong Fu ⋅ Zirui Mo ⋅ Xiang Liu ⋅ Jiaxuan Lu ⋅ Wenyu Wang
[ Poster]  [ OpenReview] 
Poster
None
RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation
Tianxing Chen ⋅ Zanxin Chen ⋅ Baijun Chen ⋅ Zijian Cai ⋅ Yibin Liu ⋅ Zixuan Li ⋅ Qiwei Liang ⋅ Xianliang Lin ⋅ Yiheng Ge ⋅ Zhenyu Gu ⋅ Weiliang Deng ⋅ Yubin Guo ⋅ Tian Nian ⋅ Xuanbing Xie ⋅ Qiangyu Chen ⋅ KailunSu ⋅ Tianling Xu ⋅ Guodong Liu ⋅ Mengkang Hu ⋅ Huan-ang Gao ⋅ Kaixuan Wang ⋅ Zhixuan Liang ⋅ Yusen Qin ⋅ Xiaokang Yang ⋅ Ping Luo ⋅ Yao Mu
[ OpenReview] 
Poster
None
Prompt Optimization with Minimal Unlabeled Input via Meta-Reasoning
Yuran Sun ⋅ Chuan Wu
[ OpenReview] 
Poster
None
SAEs-BrainMap: Unveiling the Emergence of Specialized Concepts in Deep Models via Brain Alignment
Ziming Mao ⋅ Jia Xu ⋅ Wenxuan Pan ⋅ Mufan Xue ⋅ Yaochu Jin ⋅ Guoyuan Yang
[ OpenReview] 
Poster
None
Rethinking Feature Alignment in Generalist Graph Anomaly Detection: A Relational Fingerprint-based Approach
Yujing Liu ⋅ Yixin Liu ⋅ Yu Zheng ⋅ Alan Liew ⋅ Xiaofeng Cao ⋅ Shirui Pan
[ OpenReview] 
Poster
None
The Devil is in the Spectrum: Mitigating Representation Collapse in LLMs via Topologically Regularized Side-Path
Yiheng Tao ⋅ Kaiwen Cheng ⋅ Yao Lu ⋅ Chang Liu ⋅ Jie Chen
[ OpenReview] 
Poster
None
RSTR: Reducing SpatioTemporal Redundancy in Diffusion Transformers
Ruitong Sun ⋅ Tianze Yang ⋅ Wei Niu ⋅ Jin Sun
[ OpenReview] 
Poster
None
MLLM-4D: Towards Visual-based Spatial-Temporal Intelligence
Xingyilang Yin ⋅ Chengzhengxu Li ⋅ Jiahao Chang ⋅ Chi-Man Pun ⋅ Xiaodong Cun
[ Poster]  [ OpenReview] 
Poster
None
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors
Xingyilang Yin ⋅ Qi Zhang ⋅ Jiahao Chang ⋅ Ying Feng ⋅ Qingnan Fan ⋅ Xi Yang ⋅ Chi-Man Pun ⋅ Huaqi Zhang ⋅ Xiaodong Cun
[ Poster]  [ OpenReview] 
Poster
None
Textual Stochastic Gradient Descent: Discrete Optimization of External Memory for Reasoning Language Agents
Jian Li ⋅ Hua Huang
[ OpenReview] 
Poster
None
NOMAD: Lifelong Trajectory Planning via Non-Parametric Bayesian Memory-Adaptive Diffusion Experts
Yixian Chen ⋅ Rufan Bai ⋅ Jiangbin Zheng ⋅ Yimin Wang ⋅ Tiantian CHEN ⋅ Wei Wang ⋅ Yuhuan Lu
[ OpenReview] 
Poster
None
Position: Modular Memory is the Key to Continual Learning Agents
Vaggelis Dorovatas ⋅ Malte Schwerin ⋅ Andrew Bagdanov ⋅ Lucas Caccia ⋅ Antonio Carta ⋅ Laurent Charlin ⋅ CITEC Barbara Hammer ⋅ Tyler Hayes ⋅ Timm Hess ⋅ Christopher Kanan ⋅ Dhireesha Kudithipudi ⋅ Xialei Liu ⋅ Vincenzo Lomonaco ⋅ Jorge Mendez-Mendez ⋅ Darshan Patil ⋅ Ameya Pandurang Prabhu ⋅ Elisa Ricci ⋅ Tinne Tuytelaars ⋅ Gido M van de Ven ⋅ Liyuan Wang ⋅ Joost van de Weijer ⋅ Jonghyun Choi ⋅ Martin Mundt ⋅ Rahaf Aljundi
[ OpenReview] 
Poster
None
Generalized Linear Bandits with Memory
Heesang Ann ⋅ Hyun-jun Choi ⋅ Taehyun Hwang ⋅ Younghoon Shin ⋅ Haeju Cheong ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
SwitchCraft: Programmatic Design of State-Switching Proteins
Bowen Jing ⋅ Mihir Bafna ⋅ Anisha Parsan ⋅ Heyuan Ni ⋅ David Kwabi-Addo ⋅ Bryan Bryson ⋅ Adam Klivans ⋅ Bonnie Berger
[ OpenReview] 
Poster
None
Turbo4DGen: Ultra-Fast Acceleration for 4D Generation
Yuanbin Man ⋅ Ying Huang ⋅ Zhile Ren ⋅ Miao Yin
[ OpenReview] 
Poster
None
Step-resolved data attribution for looped transformers
Georgios Kaissis ⋅ David Mildenberger ⋅ Felipe Gomez ⋅ Martin Menten ⋅ Eleni Triantafillou
[ OpenReview] 
Poster
None
Latent-Guided Cooperative Energy-Based Models
Cong Geng ⋅ Xue Han ⋅ Ye Yuan ⋅ Qiang Hu ⋅ Huang ⋅ Ruiqiao Bai ⋅ JUNLAN FENG
[ OpenReview] 
Poster
None
ReNF: Rethinking the Principles of Neural Long-Term Time Series Forecasters
Yihang Lu ⋅ Xianwei Meng ⋅ Enhong Chen
[ OpenReview] 
Poster
None
When AI Agents Compete for Jobs: Strategic Capabilities and Economic Dynamics of AI Labour Markets
Christopher Chiu ⋅ Simpson Zhang ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
AgentScore: Autoformulation of Deployable Clinical Scoring Systems
Silas Ruhrberg Estevez ⋅ Christopher Chiu ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Trading Complexity for Expressivity Through Structured Generalized Linear Token Mixing
Erwan Fagnou ⋅ Paul Caillon ⋅ Blaise Delattre ⋅ Alexandre Allauzen
[ OpenReview] 
Poster
None
Operationalizing the Superficial Alignment Hypothesis via Task Complexity
Tomás Vergara Browne ⋅ Darshan Patil ⋅ Ivan Titov ⋅ Siva Reddy ⋅ Tiago Pimentel ⋅ Marius Mosbach
[ OpenReview] 
Poster
None
Certified Robustness under Heterogeneous Perturbations via Hybrid Randomized Smoothing
Blaise Delattre ⋅ Hengyu WU ⋅ Paul Caillon ⋅ Wei Lim ⋅ YANG CAO
[ OpenReview] 
Poster
None
Mitigating Label Shift in Tabular In-Context Learning via Test-Time Posterior Adjustment
Seunghan Lee
[ Slides]  [ OpenReview] 
Poster
None
Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
Julien Brandoit ⋅ Arthur Fyon ⋅ Damien Ernst ⋅ Guillaume Drion
[ OpenReview] 
Poster
None
Certain Head, Uncertain Tail: Expert-Sample for Test-Time Scaling in Fine-Grained MoE
Yuanteng Chen ⋅ Peisong Wang ⋅ Nanxin Zeng ⋅ Yuantian Shao ⋅ Shuang Qiu ⋅ Gang Li ⋅ Jing Liu ⋅ Jian Cheng
[ OpenReview] 
Poster
None
Early Directional Convergence in Deep Homogeneous Neural Networks for Small Initializations
Poster
None
Blending Supervised and Reinforcement Fine-Tuning with Prefix Sampling
Zeyu Huang ⋅ Tianhao Cheng ⋅ Zihan Qiu ⋅ Zili Wang ⋅ Xu Yinghui ⋅ Edoardo Ponti ⋅ Ivan Titov
[ OpenReview] 
Poster
None
Prototype-Based Test-Time Adaptation of Vision-Language Models
Zhaohong Huang ⋅ Yuxin Zhang ⋅ Wenjing Liu ⋅ Fei Chao ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Well-Posed KL-Regularized Control via Wasserstein and Kalman–Wasserstein KL Divergences
Viktor Stein ⋅ Adwait Datar ⋅ Nihat Ay
[ OpenReview] 
Poster
None
From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning
Xiaoda Yang ⋅ Yuxiang Liu ⋅ Shenzhou Gao ⋅ Can Wang ⋅ Jingyang Xue ⋅ Lixin Yang ⋅ Yao Mu ⋅ Tao Jin ⋅ Shuicheng YAN ⋅ Zhimeng Zhang ⋅ Zhou Zhao
[ Poster]  [ OpenReview] 
Poster
None
From Optimization to Generalization under Heavy-Tailed Data: The Role of Gradient Clipping
Aleksandr Shestakov ⋅ Martin Takac ⋅ Eduard Gorbunov
[ OpenReview] 
Poster
None
UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models
Jiaqi Wang ⋅ Haoge Deng ⋅ Ting Pan ⋅ Yang Liu ⋅ Chengyuan Wang ⋅ Fan Zhang ⋅ Yonggang Qi ⋅ Xinlong Wang
[ OpenReview] 
Poster
None
Where Rectified Flows Leak: Characterizing Membership Signals Along the Interpolation Path
Thomas Sesmat ⋅ Gabriel Meseguer-Brocal ⋅ Geoffroy Peeters
[ OpenReview] 
Poster
None
Multi-scale Explainer for Graph Neural Networks
Lutong Wu ⋅ Shiying Cheng ⋅ Zhiqiang Wang ⋅ Jianqing Liang ⋅ Peng Song ⋅ Xizhao Luo ⋅ Jiye Liang
[ OpenReview] 
Poster
None
Position: Bridge Human Interpretation and Machine Representation With Explicit Specification For Qualitative Data Analysis In LLM Era
Xinyu Pi ⋅ Qisen Yang ⋅ Chuong Nguyen ⋅ Hua Shen
[ OpenReview] 
Poster
None
Test-Time Debiasing with Probabilistic Prompts via Wasserstein Distance in Vision-Language Models
Chengye Wang ⋅ Yuyuan Li ⋅ XiaoHua Feng ⋅ Xiaolin Zheng ⋅ Chaochao Chen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
Yanan Wang ⋅ Shuaicong Hu ⋅ Jian Liu ⋅ Guohui Zhou ⋅ Aiguo Wang ⋅ Cuiwei Yang
[ OpenReview] 
Poster
None
Learning Useful Supervision for Reinforcement Learning in Reasoning Models
Liang CHEN ⋅ Xueting Han ⋅ Li Shen ⋅ Jing Bai ⋅ Kam-Fai Wong
[ OpenReview] 
Poster
None
Stronger Benchmarks for Prediction as a Service with Constraints
Yahav Bechavod ⋅ Jiuyao Lu ⋅ Aaron Roth
[ OpenReview] 
Poster
None
Emergent Alignment via Competition
Collina ⋅ Surbhi Goel ⋅ Aaron Roth ⋅ Emily Ryu ⋅ Mirah Shi
[ OpenReview] 
Poster
None
Privasis: Synthesizing the Largest "Public" Private Dataset from Scratch
Hyunwoo Kim ⋅ Niloofar Mireshghallah ⋅ Michael Duan ⋅ Rui Xin ⋅ Stella Li ⋅ Jaehun Jung ⋅ David Acuna ⋅ Qi Pang ⋅ Hanshen Xiao ⋅ Edward Suh ⋅ Sewoong Oh ⋅ Yulia Tsvetkov ⋅ Pang Wei Koh ⋅ Yejin Choi
[ OpenReview] 
Poster
None
ProRL: Effective Reinforcement Learning for Proactive Recommendation via Rectified Policy Gradient Estimation
Hongru Hou ⋅ Tiehua Mei ⋅ Denghui Geng ⋅ Jinhui Huang ⋅ Ao Xu ⋅ Hengrui Chen ⋅ Jiaqing Liang ⋅ Deqing Yang
[ OpenReview] 
Poster
None
Position: Don't Just "Fix it in Post'': A Science of AI Must Study Learning Dynamics
Stella Biderman ⋅ Mohammad Aflah Khan ⋅ Niloofar Mireshghallah ⋅ Catherine Arnett ⋅ Fazl Barez ⋅ Naomi Saphra
[ OpenReview] 
Poster
None
Privileged Information Distillation for Language Models
Emiliano Penaloza ⋅ Dheeraj Vattikonda ⋅ Nicolas Gontier ⋅ Alexandre Lacoste ⋅ Laurent Charlin ⋅ Massimo Caccia
[ OpenReview] 
Poster
None
Theoretical Investigation on Inductive Bias of Isolation Forest
Qin-Cheng Zheng ⋅ Shao-Qun Zhang ⋅ Shen-Huan Lyu ⋅ Yuan Jiang ⋅ Zhi-Hua Zhou
[ OpenReview] 
Poster
None
Training-Free Hierarchical Working Memory for Small Language Model Agents
Ziyi Wang ⋅ Haonan Jin ⋅ Zian Wang ⋅ Wendong Wang ⋅ Lanshan Zhang
[ OpenReview] 
Poster
None
Signal Strength Estimation in Logistic Regression Using Data Splitting
Weihao Li ⋅ Jun Liu
[ OpenReview] 
Poster
None
Feature Collapse Under Corruption: An Entropy Perspective on Robust Neural Networks
Vishesh Kumar ⋅ Akshay Agarwal
[ OpenReview] 
Poster
None
PolySAE: Modeling Feature Interactions in Sparse Autoencoders via Polynomial Decoding
Panagiotis Koromilas ⋅ Andreas Demou ⋅ James Oldfield ⋅ Yannis Panagakis ⋅ Mihalis Nicolaou
[ OpenReview] 
Poster
None
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
Haoran Zhao ⋅ Caren Han ⋅ Eduard Hovy
[ OpenReview] 
Poster
None
TaRO: Temporal-Aware Reasoning Optimization for Video Temporal Grounding
Minghang Zheng ⋅ Zihao Yin ⋅ YI YANG ⋅ Yuxin Peng ⋅ Yang Liu
[ OpenReview] 
Poster
None
From Reward-Free Representations to Preferences: Rethinking Offline Preference-Based Reinforcement Learning
Jun-Jie Yang ⋅ Chia-Heng Hsu ⋅ Kui-Yuan Chen ⋅ Ping-Chun Hsieh
[ OpenReview] 
Poster
None
The Illusion of Generalization: Instruction-Following, Task Bias and Contamination in Tabular Language Model Evaluation
Aditya Gorla ⋅ Ratish Surendran Puduppully
[ OpenReview] 
Poster
None
SlaClip: Gradient Norm Slacks can be Indicator for Adaptive Clipping in DP-SGD
Shuyan Zou ⋅ Shaowei Wang ⋅ Zhanxing Zhu ⋅ Jin Li ⋅ Changyu Dong ⋅ Vladimiro Sassone ⋅ Han Wu
[ OpenReview] 
Poster
None
Return-Critic: Bridging Goal Discrepancy for Efficient Visual Reinforcement Learning
Ruyi Lu ⋅ Xuesong Wang ⋅ Hengrui Zhang ⋅ Yuhu Cheng
[ OpenReview] 
Poster
None
DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization
Yitong Yang ⋅ Xuexin Liu ⋅ Yinglin Wang ⋅ Jing Wang ⋅ Hao Dou ⋅ Changshuo Wang ⋅ Shuting He
[ OpenReview] 
Poster
None
From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
Ke Liu ⋅ Jiwei Wei ⋅ Wenyu Zhang ⋅ Shuchang Zhou ⋅ Ruikun Chai ⋅ Yutao Dai ⋅ Chaoning Zhang ⋅ Yang Yang
[ OpenReview] 
Poster
None
Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
Constantin Ruhdorfer ⋅ Matteo Bortoletto ⋅ Victor Oei ⋅ Anna Penzkofer ⋅ Andreas Bulling
[ OpenReview] 
Poster
None
OmniShow: Orchestrating Multimodal Conditions for Human-Object Interaction Video Generation
Donghao Zhou ⋅ Guisheng Liu ⋅ Hao Yang ⋅ Jiatong Li ⋅ Jingyu Lin ⋅ Xiaohu Huang ⋅ Yichen Liu ⋅ Xin Gao ⋅ Cunjian Chen ⋅ Shilei Wen ⋅ Chi Wing Fu ⋅ Pheng Ann Heng
[ OpenReview] 
Poster
None
MEAL: A Benchmark for Continual Multi-Agent Reinforcement Learning
Tristan Tomilin ⋅ Luka van den Boogaard ⋅ Samuel Garcin ⋅ Constantin Ruhdorfer ⋅ Bram Grooten ⋅ Fabrice Kusters ⋅ Yali Du ⋅ Andreas Bulling ⋅ Mykola Pechenizkiy ⋅ Meng Fang
[ OpenReview] 
Poster
None
TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data
Poster
None
Creat3r: Confidence Reaggregation for Exploration-aware Active 3D Reconstruction
Chih Jung Tsai ⋅ Hwann-Tzong Chen ⋅ Tyng-Luh Liu
[ OpenReview] 
Poster
None
AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
Ziwei Zhou ⋅ Zeyuan Lai ⋅ Rui Wang ⋅ Yifan Yang ⋅ Yuqing Yang ⋅ Qi Dai ⋅ Lili Qiu ⋅ Chong Luo
[ OpenReview] 
Poster
None
Offline Reinforcement Learning with Universal Horizon Models
Hojun Chung ⋅ Junseo Lee ⋅ Songhwai Oh
[ OpenReview] 
Poster
None
Preference-based Antibody Expression Ranking: Scaling with Large-scale Weak Supervision
Josh Sun ⋅ Morteza Babaie ⋅ Wenyang hou ⋅ Mark Crowley ⋅ David Young
[ OpenReview] 
Poster
None
Privacy-Aware Video Anomaly Detection: Guided Orthogonal Projection and a Comprehensive Evaluation Framework
Wenxiang Diao ⋅ Lei Wang ⋅ Andrew Busch ⋅ Jun Zhou ⋅ Yongsheng Gao
[ OpenReview] 
Poster
None
Vision in One Vector: Implicit Visual Compression with Diffusion Foundation Models
Jiajun He ⋅ Zongyu Guo ⋅ Zhaoyang Jia ⋅ Xiaoyi Zhang ⋅ Jiahao Li ⋅ Xiao Li ⋅ Bin Li ⋅ Jose Miguel Hernandez-Lobato ⋅ Yan Lu
[ OpenReview] 
Poster
None
ScaleEnv: Scaling Environment Synthesis from Scratch for Generalist Interactive Tool-Use Agent Training
Dunwei Tu ⋅ Hongyan Hao ⋅ Hansi Yang ⋅ Yihao Chen ⋅ Yu Yang ⋅ Yueqing Sun ⋅ Xingchen Liu ⋅ Furao Shen ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai
[ OpenReview] 
Poster
None
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
Jia Haozhe ⋅ Pengyu Yin ⋅ Wenshuo Chen ⋅ Shaofeng Liang ⋅ Lei Wang ⋅ Bowen Tian ⋅ Xiucheng Wang ⋅ Jia Nanqian ⋅ Yutao Yue
[ OpenReview] 
Poster
None
Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang ⋅ Donglin Bai ⋅ Yifan Yang ⋅ Xiao Jin ⋅ Anlan Zhang ⋅ Rui Wang ⋅ Shiqi Jiang ⋅ Yuqing Yang ⋅ Hao Wu ⋅ Qi Dai ⋅ Chong Luo ⋅ Ting Cao ⋅ Lili Qiu ⋅ Suman Banerjee
[ OpenReview] 
Poster
None
Do LLMs Signal When They’re Right? Evidence from Neuron Agreement
chenkang ⋅ Yaoning Wang ⋅ Kai Xiong ⋅ Zhuoka Feng ⋅ Yu Minshen ⋅ Wenhe Sun ⋅ Haotian Chen ⋅ Yixin Cao
[ OpenReview] 
Poster
None
Representational Curvature Shapes Behavioral Uncertainty in Large Language Models
Jack King ⋅ Evelina Fedorenko ⋅ Eghbal Hosseini
[ OpenReview] 
Poster
None
Iterative Robust Satisficing: Minimizing Performance Degradation Under Distribution Shift
Enes Ağırman ⋅ Artun Saday ⋅ Cem Tekin
[ OpenReview] 
Poster
None
$A_2$DEPT: Large Language Model–Driven Automated Algorithm Design via Evolutionary Program Trees
Bin Chen ⋅ Shouliang Zhu ⋅ Beidan Liu ⋅ Yong Zhao ⋅ Tianle Pu ⋅ Huichun Li ⋅ Zhengqiu Zhu
[ OpenReview] 
Poster
None
Joint Enhancement and Classification using Coupled Diffusion Models of Signals and Logits
Gilad Nurko ⋅ Roi Benita ⋅ Yehoshua Dissen ⋅ Tomohiro Nakatani ⋅ Marc Delcroix ⋅ Shoko Araki ⋅ Joseph Keshet
[ OpenReview] 
Poster
None
Beyond Mode Collapse: Distribution Matching for Diverse Reasoning
Xiaozhe Li ⋅ Yang Li ⋅ Xinyu Fang ⋅ Shengyuan Ding ⋅ Peiji Li ⋅ Yongkang Chen ⋅ Yichuan Ma ⋅ TianYi Lyu ⋅ Linyang Li ⋅ Dahua Lin ⋅ Qipeng Guo ⋅ Qingwen Liu ⋅ Kai Chen
[ OpenReview] 
Poster
None
Neuro-Fuzzy Concept Learning for Interpretable Large Multimodal Models
Ritik Mishra ⋅ Vanshika Gupta ⋅ M. Sajid ⋅ M. Tanveer
[ OpenReview] 
Poster
None
Cross-task Calibration for Asynchronous Federated Continual Learning
Yichen Li ⋅ Haozhao Wang ⋅ HANG SU ⋅ Yulong Li ⋅ xiaoquan Yi ⋅ Yankai Jiang ⋅ Chuang Zhao ⋅ Imran Razzak ⋅ Ruixuan Li
[ OpenReview] 
Poster
None
Lightweight Federated Incremental Learning via Decoupled Replay
Xiuying Wang ⋅ Yichen Li ⋅ HANG SU ⋅ Gaozhuo Liu ⋅ Shiwei Li ⋅ Chuang Zhao ⋅ Jiangming Shi ⋅ Imran Razzak
[ OpenReview] 
Poster
None
Diffusion differentiable resampling
Jennifer Andersson ⋅ Zheng Zhao
[ OpenReview] 
Poster
None
TCAP: Tri-Component Attention Profiling for Unsupervised Backdoor Detection in MLLM Fine-Tuning
Mingzu Liu ⋅ Hao Fang ⋅ Runmin Cong
[ OpenReview] 
Poster
None
DreamDojo: A Real-Time Robot World Model from Large-Scale Human Videos
Shenyuan Gao ⋅ William Liang ⋅ Kaiyuan Zheng ⋅ Ayaan Malik ⋅ Seonghyeon Ye ⋅ Sihyun Yu ⋅ Wei-Cheng Tseng ⋅ Yuzhu Dong ⋅ Kaichun Mo ⋅ Chen-Hsuan Lin ⋅ Jiannan Xiang ⋅ Yuqi Xie ⋅ Ruijie Zheng ⋅ Dantong Niu ⋅ Pooya Jannaty ⋅ Jinwei Gu ⋅ Jun Zhang ⋅ Jitendra Malik ⋅ Pieter Abbeel ⋅ Ming-Yu Liu ⋅ Yuke Zhu ⋅ Joel Jang ⋅ Jim Fan
[ OpenReview] 
Poster
None
Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering
Yun Xing ⋅ Hanyuan Liu ⋅ Jiahao Nie ⋅ Shijian Lu
[ OpenReview] 
Poster
None
Particle-Guided Diffusion Models for Partial Differential Equations
Andrew Millard ⋅ Fredrik Lindsten ⋅ Zheng Zhao
[ OpenReview] 
Poster
None
Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models
Tianyu Fu ⋅ Yichen You ⋅ Zekai Chen ⋅ Guohao Dai ⋅ Huazhong Yang ⋅ Yu Wang
[ OpenReview] 
Poster
None
A Cartesian-3j and nj Framework for Machine Learning Interatomic Potentials
Zemin Xu ⋅ Chenyu Wu ⋅ Wenbo Xie ⋅ Peijun Hu
[ OpenReview] 
Poster
None
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation
Lingxuan Wu ⋅ Zijian Zhu ⋅ Lizhong Wang ⋅ Chengyang Ying ⋅ Huayu Chen ⋅ Xiao Yang ⋅ Fangming Liu ⋅ Jun Zhu
[ OpenReview] 
Poster
None
Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models
Shelly Francis-Meretzki ⋅ Mirco Mutti ⋅ Yaniv Romano ⋅ Aviv Tamar
[ OpenReview] 
Poster
None
Enhanced Multi-Instance Partial Label Learning via Average Gradient Outer Product
nan cao ⋅ Xu Zhao ⋅ Teng Zhang
[ OpenReview] 
Poster
None
DAL: A Practical Prior-Free Black-Box Framework for Piecewise Stationary Bandits
Argyrios Gerogiannis ⋅ Yu-Han Huang ⋅ Subhonmesh Bose ⋅ Venugopal Veeravalli
[ OpenReview] 
Poster
None
Optimality of FSQ tokens for continuous diffusion for categorical data with application to text-to-speech
Vadim Popov ⋅ Wenju Gu ⋅ Tasnima Sadekova ⋅ Georgii Aparin ⋅ Assel Yermekova
[ OpenReview] 
Poster
None
SparseSSM: Efficient Selective Structured State Space Models Can Be Pruned in One-Shot
Kaiwen Tuo ⋅ Huan Wang
[ OpenReview] 
Poster
None
Disentangling Latent Risk Pathways via Bayesian Hypergraph Inference
Shengxian Ding ⋅ Haonan Gao ⋅ Pangpang Liu ⋅ Xinyuan Tian ⋅ Yize Zhao
[ OpenReview] 
Poster
None
Weight Updates as Activation Shifts: A Principled Framework for Steering
Dyah Adila ⋅ John Cooper ⋅ Alexander Yun ⋅ Avi Trost ⋅ Frederic Sala
[ OpenReview] 
Poster
None
ScalingAR: Scaling Confidence for Autoregressive Image Generation
Harold Haodong Chen ⋅ Xianfeng Wu ⋅ Wenjie Shu ⋅ Rongjin Guo ⋅ Disen Lan ⋅ Harry Yang ⋅ YINGCONG CHEN
[ OpenReview] 
Poster
None
Adaptive Momentum and Nonlinear Damping for Neural Network Training
Aikaterini Karoni ⋅ Rajit Rajpal ⋅ Benedict Leimkuhler ⋅ Gabriel Stoltz
[ OpenReview] 
Poster
None
When Drafts Evolve: Speculative Decoding Meets Online Learning
Yu-Yang Qian ⋅ Hao-Cong Wu ⋅ Yichao Fu ⋅ Hao Zhang ⋅ Peng Zhao
[ OpenReview] 
Poster
None
Co-RedTeam: Orchestrated Security Discovery and Exploitation with LLM Agents
Pengfei He ⋅ Ash Fox ⋅ Lesly Miculicich ⋅ Stefan Friedli ⋅ Daniel Fabian ⋅ Burak Gokturk ⋅ Jiliang Tang ⋅ Chen-Yu Lee ⋅ Tomas Pfister ⋅ Long T. Le
[ OpenReview] 
Poster
None
Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
A. Said Gurbuz ⋅ Sunghwan Hong ⋅ Ahmed Nassar ⋅ Marc Pollefeys ⋅ Peter Staar
[ OpenReview] 
Poster
None
ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning
Ziyan Liu ⋅ Xueda Shen ⋅ Yuzhe Gu ⋅ songyang gao ⋅ Kuikun Liu ⋅ Cheng ⋅ Chengqi Lyu ⋅ Dahua Lin ⋅ Wenwei Zhang ⋅ Kai Chen
[ OpenReview] 
Poster
None
Correcting Visual Blur Induced by Attention Distraction to Reduce Hallucinations: Algorithm and Theory
Quanjiang Li ⋅ Zhiming Liu ⋅ Wei Luo ⋅ Tingjin Luo ⋅ Chenping Hou
[ OpenReview] 
Poster
None
BabyVision: Visual Reasoning Beyond Language
Liang Chen ⋅ Weichu Xie ⋅ Liang Yiyan ⋅ Hongfeng He ⋅ Haozhe Zhao ⋅ Zhibo Yang ⋅ Zhiqi Huang ⋅ Haoning Wu ⋅ Haoyu Lu ⋅ Y.Charles ⋅ Yiping Bao ⋅ YuanTao Fan ⋅ Guopeng Li ⋅ Haiyang Shen ⋅ Xuanzhong Chen ⋅ Wendong Xu ⋅ Shuzheng Si ⋅ Zefan Cai ⋅ Wenhao Chai ⋅ Ziqi Huang ⋅ Fangfu Liu ⋅ Tianyu Liu ⋅ Baobao Chang ⋅ Ming Wu ⋅ Xiaobo Hu ⋅ Kaiyuan Chen ⋅ Yixin Ren ⋅ Yang Liu ⋅ Yuan Gong ⋅ Kuan Li
[ OpenReview] 
Poster
None
Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data
Ahmed Mehdi Inane ⋅ Vincent Quirion ⋅ Gintare Karolina Dziugaite ⋅ Ioannis Mitliagkas
[ OpenReview] 
Poster
None
Hearing Without Noticing? Attention-Aware Stealthy Black-box Adversarial Audio Attacks
Tianyi Xu ⋅ Cheng'an Wei ⋅ Yue Zhao ⋅ Kai Chen
[ Slides]  [ OpenReview] 
Poster
None
An Empirical Study on the Resilience of Partial Merging to Model Clone Attacks
Tiantong Wu ⋅ Yurong Hao ⋅ Wei Lim
[ OpenReview] 
Poster
None
Position: Agentic AI systems should be making Bayes-consistent decisions
Theodore Papamarkou ⋅ Pierre Alquier ⋅ Matthias Bauer ⋅ Wray Buntine ⋅ Andrew Davison ⋅ Gintare Karolina Dziugaite ⋅ Maurizio Filippone ⋅ Andrew Y. K. Foong ⋅ Vincent Fortuin ⋅ Dimitris Fouskakis ⋅ Jes Frellsen ⋅ Eyke Hüllermeier ⋅ Theofanis Karaletsos ⋅ Mohammad Emtiyaz Khan ⋅ Nikita Kotelevskii ⋅ Salem Lahlou ⋅ Yingzhen Li ⋅ Fang Liu ⋅ Clare Lyle ⋅ Thomas Moellenhoff ⋅ Konstantina Palla ⋅ Maxim Panov ⋅ Yusuf Sale ⋅ Kajetan Schweighofer ⋅ Artem Shelmanov ⋅ Siddharth Swaroop ⋅ Martin Trapp ⋅ Willem Waegeman ⋅ Andrew Wilson ⋅ Alexey Zaytsev
[ OpenReview] 
Poster
None
SoftJAX & SoftTorch: Empowering Automatic Differentiation Libraries with Informative Gradients
Anselm Paulus ⋅ Andreas René Geist ⋅ Vit Musil ⋅ Sebastian Hoffmann ⋅ Georg Martius
[ OpenReview] 
Poster
None
Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
Yeqiu Chen ⋅ Ziyan Liu ⋅ Hong Wang ⋅ Lei Liu
[ OpenReview] 
Poster
None
ArborKV: Structure-Aware KV Cache Management for Scaling Tree-based LLM Reasoning
Yeqiu Chen ⋅ Ziyan Liu ⋅ Zhenxin Huang ⋅ Runquan Gui ⋅ Hong Wang ⋅ Lei Liu
[ OpenReview] 
Poster
None
InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
Hongyang ZHANG ⋅ Maonan Wang ⋅ Ziyao Wang ⋅ Hongrui Yin ⋅ Simon Pun
[ OpenReview] 
Poster
None
HiDe: Rethinking The Zoom-IN method in High Resolution MLLMs via Hierarchical Decoupling
Xianjie Liu ⋅ Yiman Hu ⋅ Yixiong Zou ⋅ Liang Wu ⋅ Jian Xu ⋅ Bo Zheng
[ OpenReview] 
Poster
None
ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior
Florian Eichin ⋅ Yupei Du ⋅ Philipp Mondorf ⋅ Maria Matveev ⋅ Barbara Plank ⋅ Michael Hedderich
[ OpenReview] 
Poster
None
Selective Coupling of Decoupled Informative Regions: Masked Attention Alignment for Data-Free Quantization of Vision Transformers
Biao Qian ⋅ Yang Wang ⋅ Yong Wu ⋅ Jungong Han
[ OpenReview] 
Poster
None
Rethinking Serialization in Linear 3D Vision: Decoupling Anisotropic Geometry from Isotropic Semantics
YinYun Yan ⋅ Liping Zhang ⋅ Tingran Wang ⋅ Jiaxin Deng ⋅ Changshuo Wang ⋅ Limin Jiang ⋅ Shanwei Gao ⋅ Xin Ning
[ OpenReview] 
Poster
None
Learning Multi-Agent Coordination via Sheaf-ADMM
Jeffrey Seely ⋅ Bartłomiej Cupiał ⋅ Llion Jones
[ OpenReview] 
Poster
None
Decoupling Universal Laws and Environmental Heterogeneity: A Physics-Inspired Framework for Robust Spatio-Temporal Forecasting
Aoyu Liu ⋅ Liming Wei ⋅ YAYING ZHANG
[ OpenReview] 
Poster
None
Sparser, Faster, Lighter Transformer Language Models
Edoardo Cetin ⋅ Stefano Peluchetti ⋅ Emilio Castillo ⋅ Akira Naruse ⋅ Mana Murakami ⋅ Llion Jones
[ OpenReview] 
Poster
None
DeepHA: Scaling Action Chains Elicits Deep Hierarchical Agents
Zihao Wang ⋅ Muyao Li ⋅ Kaichen He ⋅ Haowei Lin ⋅ Xiaojian Ma ⋅ Anji Liu ⋅ Yitao Liang
[ OpenReview] 
Poster
None
PAC-Bayesian Reinforcement Learning Trains Generalizable Policies
Abdelkrim ZITOUNI ⋅ Mehdi Hennequin ⋅ Juba Agoun ⋅ Ryan Horache ⋅ NADIA KABACHI ⋅ Omar Rivasplata
[ OpenReview] 
Poster
None
Geometry-Guided Modeling of Foundation Features Enables Generalizable Object Shape Deformation Learning
YIYAO MA ⋅ Kai Chen ⋅ Zhongxiang Zhou ⋅ Zhuheng Song ⋅ Dongsheng Xie ⋅ Zelong Tan ⋅ Rong Xiong ⋅ DOU QI
[ OpenReview] 
Poster
None
Learning Coherent Representations: A Topological Approach to Interpretability
Sigurd Gaukstad ⋅ Erik Hermansen ⋅ Valdemar Kargård Olsen ⋅ Melvin Vaupel ⋅ Benjamin Dunn
[ OpenReview] 
Poster
None
CofactGVR: Counterfactual Intervention for Grounded Visual Reasoning
Yan Zhang ⋅ Zhijin Qin ⋅ Feng Xu ⋅ guiguang ding ⋅ Jungong Han
[ OpenReview] 
Poster
None
Hyperbolic Multimodal Continual Learning
Jiahong Liu ⋅ Ming Shen ⋅ Xiaohao Liu ⋅ ZHITAO YING ⋅ Menglin Yang ⋅ Tat-Seng Chua ⋅ Irwin King
[ OpenReview] 
Poster
None
Convex Distance Operator Transport: Convex and Geometry-Preserving Information
Junhyoung Chung ⋅ Euijong Song ⋅ Won Hwa Kim ⋅ Gunwoong Park
[ OpenReview] 
Poster
None
Graph Alignment via Dual-Pass Spectral Encoding and Latent Space Communication
Maysam Behmanesh ⋅ Erkan Turan ⋅ Maks Ovsjanikov
[ OpenReview] 
Poster
None
Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)
Marius Knorr ⋅ Robert Müller ⋅ Jan Bremer ⋅ Nils Schweingruber
[ OpenReview] 
Poster
None
Asymmetric Multi-View Clustering with Hyperbolic Uncertainty Modeling
Yiming Wang ⋅ Qun Li ⋅ Dongxia Chang ⋅ Jie Wen ⋅ Hua Dai ⋅ Fu Xiao
[ OpenReview] 
Poster
None
Equivariant Covariance Tensors: Guaranteed SPD Uncertainty for Tensor-Valued Geometric Learning
Ruihan Liu ⋅ Yu Ji ⋅ Jianbo Yu ⋅ Shifu Yan ⋅ Qingchao Jiang
[ OpenReview] 
Poster
None
FOCUS: DLLMs Know How to Tame Their Compute Bound
Kaihua Liang ⋅ Xin Tan ⋅ An Zhong ⋅ Hong Xu ⋅ Marco Canini
[ OpenReview] 
Poster
None
Transforming Weather Data from Pixel to Latent Space
Sijie Zhao ⋅ Feng Liu ⋅ Xueliang Zhang ⋅ Hao Chen ⋅ Tao Han ⋅ JUNCHAO GONG ⋅ Ran Tao ⋅ Pengfeng Xiao ⋅ Xinyu Gu ⋅ LEI BAI
[ OpenReview] 
Poster
None
GuidedBridge: Training-freely Improving Bridge Models with Prior Guidance
Zehua Chen ⋅ Yucheng Yang ⋅ Binjie Yuan ⋅ Kaiwen Zheng ⋅ Jun Liu ⋅ Jun Zhu
[ OpenReview] 
Poster
None
Learning Query-Aware Budget-Tier Routing for Runtime Agent Memory
Haozhen Zhang ⋅ Haodong Yue ⋅ Tao Feng ⋅ Quanyu Long ⋅ Jianzhu Bao ⋅ Bowen Jin ⋅ Weizhi Zhang ⋅ Xiao Li ⋅ Jiaxuan You ⋅ Chengwei Qin ⋅ Wenya Wang
[ OpenReview] 
Poster
None
MalTree: Tracing Malware Evolution using Embeddings at Scale
Akash Amalan ⋅ Georgios Smaragdakis ⋅ Tom Viering
[ OpenReview] 
Poster
None
Optimal Transport Group Counterfactual Explanations
Enrique Valero-Leal ⋅ Bernd Bischl ⋅ Pedro Larrañaga ⋅ Concha Bielza ⋅ Giuseppe Casalicchio
[ OpenReview] 
Poster
None
EchoAttention: Exploiting Token-Pair Redundancy and Frame-Block Similarity for Efficient Long Video Generation
Yifei Xia ⋅ Fangcheng Fu ⋅ Hao Yuan ⋅ Suhan Ling ⋅ Xupeng Miao ⋅ Huixia Li ⋅ Yuxi Ren ⋅ Xin Xia ⋅ Xuefeng Xiao ⋅ Bin Cui
[ OpenReview] 
Poster
None
Escaping the Mode: Multi-Answer Reinforcement Learning in LMs
Isha Puri ⋅ Mehul Damani ⋅ Idan Shenfeld ⋅ Marzyeh Ghassemi ⋅ Jacob Andreas ⋅ Yoon Kim
[ OpenReview] 
Poster
None
Spatio-Temporal LLM: Reasoning about Environments and Actions
Haozhen Zheng ⋅ beitong tian ⋅ Mingyuan Wu ⋅ Zhenggang Tang ⋅ Klara Nahrstedt ⋅ Alex Schwing
[ OpenReview] 
Poster
None
Conditional KRR: Injecting Unpenalized Features into Kernel Methods with Applications to Kernel Thresholding
Rustem Takhanov ⋅ Zhenisbek Assylbekov
[ OpenReview] 
Poster
None
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
Rishit Dagli ⋅ Donglai Xiang ⋅ Vismay Modi ⋅ Xuning Yang ⋅ Gavriel State ⋅ David I.W. ⋅ Maria Shugrina
[ Slides]  [ OpenReview] 
Poster
None
MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Models Serving
Tiancheng Zhang ⋅ Yulin Chen ⋅ Yunfeng Zhao ⋅ Shaoyuan Huang ⋅ Cheng Zhang ⋅ Xiaofei Wang
[ OpenReview] 
Poster
None
SSDCN: Spatial-Spectral Dual-Clustering-based Network for Hyperspectral Image Super-resolution
Yong Yang ⋅ Xuran Zhang ⋅ Shuying Huang ⋅ Xiaozheng Wang ⋅ Weiguo Wan ⋅ Hangyuan Lu
[ Poster]  [ OpenReview] 
Poster
None
MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
Chuyang Xiang ⋅ Yichen Wei ⋅ Junchi Yan
[ OpenReview] 
Poster
None
InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
Pengkai Wang ⋅ Pengwei Liu ⋅ Qi Zuo ⋅ Zhijie Sang ⋅ Congkai Xie ⋅ Hongxia Yang
[ OpenReview] 
Poster
None
Optimizing Visual Generative Models via Distribution-wise Rewards
Ruihang Li ⋅ Mengde Xu ⋅ Shuyang Gu ⋅ Leigang Qu ⋅ Fuli Feng ⋅ Han Hu ⋅ Wenjie Wang
[ OpenReview] 
Poster
None
Order Matters: Unveiling the Hidden Impact of Macro Placement Sequences via Proxy-Guided LLM Evolution
Shibing Mo ⋅ Jing Liu ⋅ Jianchu Xu ⋅ Ruilin Wu
[ OpenReview] 
Poster
None
Decoupling Regularization and Privacy in Differentially Private Ridge Regression and ERM
Wanjie Wang ⋅ Tathagata Banerjee
[ OpenReview] 
Poster
None
Steer Like the LLM: Activation Steering that Mimics Prompting
Geert Heyman ⋅ Frederik Vandeputte
[ OpenReview] 
Poster
None
Reinforcement Learning from Bagged Reward
Poster
None
Geometric Embedding Alignment via Curvature Matching in Transfer Learning
Sung Moon Ko ⋅ Jaewan Lee ⋅ Sumin Lee ⋅ Soorin Yim ⋅ Sehui Han
[ OpenReview] 
Poster
None
Continuous Diffusion Models Can Obey Formal Syntax
Jinwoo Kim ⋅ Taylor Berg-Kirkpatrick ⋅ Loris D'Antoni
[ OpenReview] 
Poster
None
HVR-Met: A Hypothesis-Verification-Replaning Agentic System for Extreme Weather Diagnosis
Shuo Tang ⋅ Jiadong Zhang ⋅ Jian Xu ⋅ Gengxian Zhou ⋅ Qizhao Jin ⋅ Qinxuan Wang ⋅ Yi Hu ⋅ Ning Hu ⋅ Hongchang Ren ⋅ Lingli He ⋅ Jiaolan Fu ⋅ Ding ⋅ Shiming Xiang ⋅ Cheng-Lin Liu
[ OpenReview] 
Poster
None
Rethinking Convergence in MoE Training: The Role of Routing Sparsity
Weihao Zhu ⋅ Long Shi ⋅ Kang Wei ⋅ Zhe Wang ⋅ Yipeng Zhou ⋅ Haixia Zhang
[ OpenReview] 
Poster
None
MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs
Huiyi Chen ⋅ Jiawei Peng ⋅ Dehai Min ⋅ Changchang Sun ⋅ Kaijie Chen ⋅ Yan Yan ⋅ Xu Yang ⋅ Lu Cheng
[ Poster]  [ OpenReview] 
Poster
None
Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations
Hang Yu ⋅ Yu-Hu Yan ⋅ Peng Zhao
[ OpenReview] 
Poster
None
Two-dimensional quantization for geometry-aware audio coding
Tal Shuster ⋅ Eliya Nachmani
[ Poster]  [ OpenReview] 
Poster
None
Unbiased Reward Modeling from Implicit Preference
Eric Wang ⋅ Haocheng Yang ⋅ Licheng Pan ⋅ Lei Shen ⋅ Xiaoxi Li ⋅ Yinuo Wang ⋅ Zhichao Chen ⋅ Yuan Lu ⋅ Haoxuan Li ⋅ Zhouchen Lin
[ OpenReview] 
Poster
None
Multi-Task GRPO: Reliable LLM Reasoning Across Tasks
Shyam Sundhar Ramesh ⋅ Xiaotong Ji ⋅ Matthieu Zimmer ⋅ Sangwoong Yoon ⋅ Zhiyong Wang ⋅ Haitham Bou Ammar ⋅ Aurelien Lucchi ⋅ Ilija Bogunovic
[ OpenReview] 
Poster
None
Optimal Transport for Reward Modeling from Noisy Feedback
Eric Wang ⋅ Licheng Pan ⋅ Haocheng Yang ⋅ Yunsheng Lu ⋅ Yongqi Tong ⋅ Yinuo Wang ⋅ Shijian Wang ⋅ Zhixuan Chu ⋅ Lei Shen ⋅ Haoxuan Li ⋅ Yuan Lu
[ OpenReview] 
Poster
None
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening
Xiaotong Ji ⋅ Rasul Tutunov ⋅ Matthieu Zimmer ⋅ Haitham Bou Ammar
[ OpenReview] 
Poster
None
Harmonized Dual Policy Improvement for Model-based Reinforcement Learning
Guojian Zhan ⋅ Likun Wang ⋅ Feihong Zhang ⋅ Yang Guan ⋅ Shengbo Li
[ OpenReview] 
Poster
None
LoPhyDA: Low-Rank Tensor and Physics Gradient Guided Diffusion for Atmospheric Data Assimilation
danyang peng ⋅ Yang Chen ⋅ Yunlong Zhou ⋅ Xiaotong Yuan
[ OpenReview] 
Poster
None
Bad Seeing or Bad Thinking? Rewarding Perception for Multimodal Reasoning
WANG ⋅ Qixin Xu ⋅ Changpeng Wang ⋅ Taofeng Xue ⋅ Chong Peng ⋅ Wenhu Chen ⋅ Fangzhen Lin
[ OpenReview] 
Poster
None
Learning to Refine: Spectral-Decoupled Iterative Refinement Framework for Precipitation Nowcasting
Yunlong Zhou ⋅ Chen Zhao ⋅ danyang peng ⋅ Fanfan Ji ⋅ Xiaotong Yuan
[ OpenReview] 
Poster
None
Learning to Memorize with Attributive and Associative Memory for Online Test-Time Adaptation of Vision-Language Models
Yuchao Zhang ⋅ Eric Wang ⋅ Fan Zhang ⋅ Haoxuan Li ⋅ Yisen Wang ⋅ Zhouchen Lin ⋅ Jun Wang ⋅ QIRUI MI ⋅ Mengyue Yang
[ OpenReview] 
Poster
None
Power-Boosted Granger-Causal Discovery for Large Heterogeneous Panel Data
Yiheng Gu ⋅ Xiufan Yu
[ OpenReview] 
Poster
None
Evaluating and Explaining Prompt Sensitivity of LLMs Using Interactions
Ruiyang Qin ⋅ Qingzhuo Wang ⋅ Tian Wang ⋅ Zhihua Wei ⋅ Wen Shen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Scalable Kronecker-Factored Fisher Approximation for Neural Network Parameter Sensitivity
Viktoriia Chekalina ⋅ Daniil Moskovskiy ⋅ Tatyana Matveeva ⋅ Andrey Kuznetsov ⋅ Evgeny Frolov
[ OpenReview] 
Poster
None
Who can we trust? LLM-as-a-jury for Comparative Assessment
Mengjie Qian ⋅ Guangzhi Sun ⋅ Mark Gales ⋅ Kate Knill
[ OpenReview] 
Poster
None
LDARNet: DNA Adaptive Representation Network with Learnable Tokenization for Genomic Modeling
Daria Ledneva ⋅ Denis Kuznetsov
[ OpenReview] 
Poster
None
Rethinking the Flow-based Gradual Domain Adaption: A Semi-Dual Optimal Transport Perspective
Zhichao Chen ⋅ Zhan Zhuang ⋅ Yunfei Teng ⋅ Eric Wang ⋅ Fangyikang Wang ⋅ Zhengnan Li ⋅ Tianqiao Liu ⋅ Haoxuan Li ⋅ Zhouchen Lin
[ OpenReview] 
Poster
None
Wasserstein Geometry-Aware Adaptive Control via Meta-Learning
Xingyu Yang ⋅ Hanzhang Qu ⋅ Ye Cao ⋅ Jianfu Cao
[ OpenReview] 
Poster
None
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
Junze Zhu ⋅ Weihao Chen ⋅ Xuanwang Zhang ⋅ Zhen Wu ⋅ Xinyu Dai
[ OpenReview] 
Poster
None
Contractive Anchor Resolvent Diffusion for Incomplete Multi-View Clustering
Tongzheng Zhao ⋅ Yangyang Wen ⋅ Yukai Shi ⋅ Xinyan Liang ⋅ Feijiang Li ⋅ Peng Zhou ⋅ Liang Du
[ OpenReview] 
Poster
None
Beyond Logits: Coherent Hallucination Mitigation via Attention Contrastive Decoding
Yujia Chen ⋅ Rui Sun ⋅ Wangkai Li ⋅ Huayu Mai ⋅ Bingzhou Wang ⋅ Zhangyu He ⋅ Aibing Li ⋅ Wenzhang SUN ⋅ Tianzhu Zhang
[ OpenReview] 
Poster
None
Learning GUI Grounding with Spatial Reasoning from Visual Feedback
Yu Zhao ⋅ Wei-Ning Chen ⋅ Huseyin Inan ⋅ Samuel Kessler ⋅ Lu Wang ⋅ Lukas Wutschitz ⋅ Fangkai Yang ⋅ Chaoyun Zhang ⋅ Pasquale Minervini ⋅ Saravanakumar Rajmohan ⋅ Robert A Sim
[ OpenReview] 
Poster
None
The Accumulation of Score Estimation Error in Diffusion Models
Baoxiang He ⋅ Valentio Iverson ⋅ Shuai Li ⋅ Cheng Chen ⋅ Bo Jiang
[ OpenReview] 
Poster
None
Beyond Blind Noising: Disentangled Visual Rectification for Hallucination Mitigation in MLLMs
Yujia Chen ⋅ Rui Sun ⋅ Zhaoyang Li ⋅ Wangkai Li ⋅ Huayu Mai ⋅ Bingzhou Wang ⋅ Aibing Li ⋅ Wenzhang SUN
[ OpenReview] 
Poster
None
A Unified Approach to Interpreting Knowledge Distillation for Large Language Models via Interactions
Qingzhuo Wang ⋅ Ruiyang Qin ⋅ Zhenxin Qin ⋅ Wen Shen ⋅ Zhihua Wei
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
AugServe: Adaptive Request Scheduling for Augmented Large Language Model Inference Serving
Ying Wang ⋅ Zhen Jin ⋅ Zhenqian Chen ⋅ Jiexiong Xu ⋅ Wenhai Lin ⋅ Yiquan Chen ⋅ Wenzhi CHEN
[ OpenReview] 
Poster
None
FS-I2P: A Hierarchical Focus–Sweep Registration Network with Dynamically Allocated Depth
Zhixin Cheng ⋅ Yujia Chen ⋅ Xujing Tao ⋅ Bohao Liao ⋅ Xiaotian Yin ⋅ Baoqun Yin ⋅ Tianzhu Zhang
[ OpenReview] 
Poster
None
Eliminating Solution Bias in Differentially Private Optimization
DONGRUN LI ⋅ YUN ZENG ⋅ Zibo Wei ⋅ Jiacheng Wei ⋅ Qinnan Zhang ⋅ Faguo Wu ⋅ Xiao Zhang ⋅ Zhiming Zheng
[ OpenReview] 
Poster
None
Star Elastic: Many-in-One Reasoning LLMs with Efficient Budget Control
Ali Taghibakhshi ⋅ Ruisi Cai ⋅ Saurav Muralidharan ⋅ Sharath Turuvekere Sreenivas ⋅ Ameya Mahabaleshwarkar ⋅ Marcin Chochowski ⋅ Akhiad Bercovich ⋅ Ran Zilberstein ⋅ Ran El-Yaniv ⋅ Yonatan Geifman ⋅ Daniel Korzekwa ⋅ Yoshi Suhara ⋅ Oluwatobi Olabiyi ⋅ Ashwath Aithal ⋅ Nima Tajbakhsh ⋅ Pavlo Molchanov
[ OpenReview] 
Poster
None
Spectral Heat Flow for Conservative Token Condensation in Vision-Language Models
Zhaoyang Li ⋅ Yanjun Li ⋅ Wangkai Li ⋅ Yujia Chen ⋅ Tianzhu Zhang
[ OpenReview] 
Poster
None
CauchyNet: Compact and Data-Efficient Learning using Holomorphic Activation Functions
Hong-Kun Zhang ⋅ Xin Li ⋅ Sikun Yang ⋅ Zhihong Xia
[ OpenReview] 
Poster
None
Mind Your Entropy: From Maximum Entropy to Trajectory Entropy-Constrained RL
Guojian Zhan ⋅ Likun Wang ⋅ Pengcheng Wang ⋅ Feihong Zhang ⋅ Jingliang Duan ⋅ Kaicheng Yu ⋅ Masayoshi Tomizuka ⋅ Shengbo Li
[ OpenReview] 
Poster
None
MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
Lee Hsin-Ying ⋅ Hanwen Jiang ⋅ Yiqun Mei ⋅ Jing Shi ⋅ Ming-Hsuan Yang ⋅ Zhixin Shu
[ OpenReview] 
Poster
None
CoCoReviewBench: A Completeness- and Correctness-Oriented Benchmark for AI Reviewers
Hexuan Deng ⋅ Xiaopeng Ke ⋅ Yichen Li ⋅ Ruina Hu ⋅ Dehao Huang ⋅ Derek F. Wong ⋅ Yue Wang ⋅ Xuebo Liu ⋅ Min zhang
[ OpenReview] 
Poster
None
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge
Yu Zhang ⋅ Xi Zhang ⋅ Hualin zhou ⋅ Xinyuan Chen ⋅ Shang Gao ⋅ Hong Jia ⋅ Jianfei Yang ⋅ Yuankai Qi ⋅ Tao Gu
[ OpenReview] 
Poster
None
Compute as Teacher: Turning Inference Compute Into Reference-Free Supervision
Dulhan Jayalath ⋅ Shashwat Goel ⋅ Thomas Foster ⋅ Parag Jain ⋅ Suchin Gururangan ⋅ Cheng Zhang ⋅ Anirudh Goyal ⋅ Alan Schelten
[ Poster]  [ OpenReview] 
Poster
None
Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees
Xiaoyang LIU ⋅ Zineng Dong ⋅ Yifan Bai ⋅ Yantao Li ⋅ Yuntian Liu ⋅ Tao Luo
[ Poster]  [ OpenReview] 
Poster
None
d3LLM: Ultra-Fast Diffusion LLM using Pseudo-Trajectory Distillation
Yu-Yang Qian ⋅ Junda Su ⋅ Lanxiang Hu ⋅ Peiyuan Zhang ⋅ Zhijie Deng ⋅ Peng Zhao ⋅ Hao Zhang
[ OpenReview] 
Poster
None
Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits
Guanzheng Qin ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ OpenReview] 
Poster
None
Optimal Top-$k$ Identification from Pairwise Comparisons
Motti Goldberger ⋅ Nils Rudi
[ OpenReview] 
Poster
None
Agentic Monte Carlo: Reinforcement Learning for Black-Box LLM Agents
Daeyon Hwang ⋅ Raunaq Suri ⋅ Valentin Villecroze ⋅ Anthony Caterini ⋅ Jesse Cresswell ⋅ Noël Vouitsis ⋅ Brendan Ross
[ OpenReview] 
Poster
None
PACE: Parameter Change for Unsupervised Environment Design
Fang YUAN ⋅ Quanjun Yin ⋅ Siqi Shen ⋅ Yuxiang Xie ⋅ Junqiang Yang ⋅ Long Qin ⋅ Junjie Zeng ⋅ Qinglun Li
[ OpenReview] 
Poster
None
FormalRx: Rectify and eXamine Semantic Failures in Autoformalization
Haocheng Wang ⋅ Baiyu Huang ⋅ Yingjia Wan ⋅ Xiao Zhu ⋅ Xiaoyang LIU ⋅ Yinya Huang ⋅ Zhijiang Guo
[ OpenReview] 
Poster
None
Taming the Aleatoric Impulse in Off-Policy Reinforcement Learning
Zhouyang Yu ⋅ Guojian Zhan ⋅ Yang Guan ⋅ Jingliang Duan ⋅ Letian Tao ⋅ Shengbo Li
[ OpenReview] 
Poster
None
Unlearning Isn’t Forgetting: Revealing Hidden Leakage in Class Unlearning Evaluations
Ali Ebrahimpour-Boroojeny ⋅ Yian Wang ⋅ Hari Sundaram
[ OpenReview] 
Poster
None
Langevin Rollout Optimization for Modelic Reinforcement Learning
Tianyi Zhang ⋅ Likun Wang ⋅ Guojian Zhan ⋅ Feihong Zhang ⋅ Yang Guan ⋅ Yao Lyu ⋅ Shengbo Li
[ OpenReview] 
Poster
None
Native Spatio-Temporal 4D Variational Autoencoder
Lihe Ding ⋅ Weicai Ye ⋅ Shaocong Dong ⋅ Xintao Wang ⋅ Pengfei Wan ⋅ Kun Gai ⋅ Tianfan Xue
[ OpenReview] 
Poster
None
Understand and Accelerate Memory Processing Pipeline for Large Language Model Inference
Zifan He ⋅ Rui Ma ⋅ Yizhou Sun ⋅ Jason Cong
[ Poster]  [ OpenReview] 
Poster
None
Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration
CHENGJIE MA ⋅ Seungeun Oh ⋅ Jihong Park ⋅ Seong-Lyun Kim
[ OpenReview] 
Poster
None
From Generalist to Specialist Representation
Yujia Zheng ⋅ Fan Feng ⋅ Yuke Li ⋅ Shaoan Xie ⋅ Kevin Murphy ⋅ Kun Zhang
[ OpenReview] 
Poster
None
StyleDistillation: A New Insight of Image Style Enables Personalized Aesthetic Manipulation
Yuxin Wang ⋅ Xiaoyu Geng ⋅ Yuke Li ⋅ Zheng Wang
[ OpenReview] 
Poster
None
Adaptive Generation of Bias-Eliciting Questions for LLMs
Robin Staab ⋅ Jasper Dekoninck ⋅ Maximilian Baader ⋅ Martin Vechev
[ OpenReview] 
Poster
None
Towards Universal Gene Regulatory Network Inference: Unlocking Generalizable Regulatory Knowledge in Single-cell Foundation Models
Jiaxin Qi ⋅ Hang Li ⋅ Yan Cui ⋅ Yuhua Zheng ⋅ Jianqiang Huang
[ OpenReview] 
Poster
None
Understanding Reasoning Collapse in LLM Agent Reinforcement Learning
Zihan (Zenus) Wang ⋅ Chi Gui ⋅ Xing Jin ⋅ Qineng Wang ⋅ Licheng Liu ⋅ Kangrui Wang ⋅ Shiqi Chen ⋅ Linjie Li ⋅ Zhengyuan Yang ⋅ Pingyue Zhang ⋅ Yiping Lu ⋅ Jiajun Wu ⋅ Li Fei-Fei ⋅ Lijuan Wang ⋅ Yejin Choi ⋅ Manling Li
[ OpenReview] 
Poster
None
Dual-branch Robust Unlearnable Examples
Xianlong Wang ⋅ Hangtao Zhang ⋅ Wenbo Pan ⋅ Ziqi Zhou ⋅ Changsong Jiang ⋅ Li Zeng ⋅ Xiaohua Jia
[ Poster]  [ OpenReview] 
Poster
None
LMCleaner: Efficient and Certified Online Unlearning via Influence Propagation Truncation
Jie Xu ⋅ Zihan Wu ⋅ Wenbo Pan ⋅ Jiao Yin ⋅ Yong-Feng Ge ⋅ Hua Wang ⋅ Cong Wang ⋅ Xiaohua Jia
[ OpenReview] 
Poster
None
The Devil is in the Condition Numbers: Why is GLU Better than non-GLU Structure?
Xingyu Lyu ⋅ Qianqian Xu ⋅ zhiyong yang ⋅ Peisong Wen ⋅ Qingming Huang
[ OpenReview] 
Poster
None
DDSVM: A Differentiable Framework for Deep Support Vector Machines with Iterative Geometry-Aware Optimization
Yirun Ding ⋅ Zhihui Lai
[ OpenReview] 
Poster
None
Robust Strategic Classification under Decision-Dependent Cost Uncertainty
Sura Alhanouti ⋅ Guzin Bayraksan ⋅ Parinaz Naghizadeh
[ OpenReview] 
Poster
None
SMD: Multi-view Safety-Critical Driving Video Generation in the Real-world Domain
Jiawei Zhou ⋅ Linye Lyu ⋅ Zhuotao Tian ⋅ Cheng Zhuo ⋅ YU LI
[ OpenReview] 
Poster
None
Don't Forget Why You Started: Tackling Dual Forgetting in Vision-Language Continual Learning
Borui Kang ⋅ Jinrui Gu ⋅ Tao Feng ⋅ Qi Fan ⋅ Yinghuan Shi ⋅ Lei Wang ⋅ Wenbin Li ⋅ Yang Gao
[ OpenReview] 
Poster
None
mSOP-765k: A Benchmark For Multi-Modal Structured Output Predictions
Poster
None
Theoretical Analysis of Sparse Optimization with Reparameterization, Weight Decay, and Adaptive Learning Rate
Huangyu Xu ⋅ Jingqin Yang ⋅ Qianqian Xu ⋅ Jiaye Teng
[ OpenReview] 
Poster
None
Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks
Yuri Kinoshita ⋅ Naoki Nishikawa ⋅ Taro Toyoizumi
[ OpenReview] 
Poster
None
Two Modalities Are Better Than One: Efficient Adversarial Purification via Multimodal Diffusion Models
Mingyuan Bai ⋅ Wei Huang ⋅ Tenghui Li ⋅ Andong Wang ⋅ Chao Li ⋅ Cesar F Caiafa ⋅ Junbin Gao ⋅ Qibin Zhao
[ OpenReview] 
Poster
None
Learning Treatment Representations for Downstream Instrumental Variable Regression
Shiangyi Lin ⋅ Hui Lan ⋅ Vasilis Syrgkanis
[ OpenReview] 
Poster
None
Process Reward Agents for Steering Knowledge-Intensive Reasoning
Jiwoong Sohn ⋅ Tomasz Sternal ⋅ Kenneth Styppa ⋅ Torsten Hoefler ⋅ Michael Moor
[ OpenReview] 
Poster
None
Graph of States: Solving Abductive Tasks with Large Language Models
Yu Luo ⋅ Rongchen Gao ⋅ Lu Teng ⋅ Xidao Wen ⋅ Jiamin Jiang ⋅ Qingliang Zhang ⋅ Yongqian Sun ⋅ Shenglin Zhang ⋅ Jiasong Feng ⋅ Tong Liu ⋅ Wenjie Zhang ⋅ Dan Pei
[ Poster]  [ OpenReview] 
Poster
None
Attention Hijacking: Backdooring Text Dataset Distillation via Semantic Anchors
Hang Ren ⋅ Xin Wang ⋅ Tong Yue ⋅ Chen Wen ⋅ Junqing Le
[ OpenReview] 
Poster
None
InstEmb: Instruction-Following Embeddings through Glimpses of the Future
Tianhao Gao ⋅ Jun Fang ⋅ Xiaohui Zhang ⋅ Zhiyuan Liu ⋅ Chao Liu ⋅ Pengzhang Liu ⋅ Qixia Jiang
[ Slides]  [ OpenReview] 
Poster
None
STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems
Sailendra Akash Bonagiri ⋅ Gerard Anderias ⋅ Saee Patil ⋅ Angelina Lai ⋅ Devang Borkar ⋅ Gezheng Kang ⋅ Ishant Gandhi ⋅ Setareh Rafatirad ⋅ Houman Homayoun
[ OpenReview] 
Poster
None
VLA-Arena: An Open-Source Framework for Benchmarking Vision-Language-Action Models
Borong Zhang ⋅ Jiahao Li ⋅ Jiachen Shen ⋅ Yishuai Cai ⋅ Yuhao Zhang ⋅ Yuanpei Chen ⋅ Juntao Dai ⋅ Jiaming Ji ⋅ Yaodong Yang
[ OpenReview] 
Poster
None
Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
Yizhuo Lu ⋅ Changde Du ⋅ Qingyu Shi ⋅ Hang Chen ⋅ Jie Peng ⋅ Liuyun Jiang ⋅ Shuangchen Zhao ⋅ Huiguang He
[ OpenReview] 
Poster
None
CARE: Adaptive Calibration for Reliable Recommendations
Nitin Bisht ⋅ Xiuwen Gong ⋅ Huan Huo ⋅ Guandong Xu
[ OpenReview] 
Poster
None
TraCeS: Learning Per-Timestep Constraint-Violation Credit from Sparse Trajectory-Level Labels
Siow Meng Low ⋅ Ze Gong ⋅ Akshat Kumar
[ OpenReview] 
Poster
None
Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality
Nitay Calderon ⋅ Eyal Ben-David ⋅ Zorik Gekhman ⋅ Eran Ofek ⋅ Gal Yona
[ OpenReview] 
Poster
None
SWE-MiniSandbox: Container-Free Reinforcement Learning for Building Software Engineering Agents
Danlong Yuan ⋅ Wei Wu ⋅ Huishuai Zhang ⋅ Zhengren Wang ⋅ Xueliang Zhao ⋅ Dongyan Zhao
[ OpenReview] 
Poster
None
Who’s in Charge? Disempowerment Patterns in Real-World LLM Usage
Mrinank Sharma ⋅ Miles McCain ⋅ Raymond Douglas ⋅ David Duvenaud
[ OpenReview] 
Poster
None
MoCL: Metabolic Optimization for Curvature-Aware Continual Learning
Jiajun Lai ⋅ Qi Liu ⋅ Shijie Li ⋅ Huaiguang Jiang
[ OpenReview] 
Poster
None
Statistical Learning Theory in Lean 4: Empirical Processes from Scratch
Yuanhe Zhang ⋅ Jason Lee ⋅ Fanghui Liu
[ OpenReview] 
Poster
None
ECO: Quantized Training without Full-Precision Master Weights
Mahdi Nikdan ⋅ Amir Zandieh ⋅ Dan Alistarh ⋅ Vahab Mirrokni
[ OpenReview] 
Poster
None
AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection
Junru Zhang ⋅ Lang Feng ⋅ Haoran Shi ⋅ Xu Guo ⋅ Han Yu ⋅ Yabo Dong ⋅ Duanqing Xu
[ OpenReview] 
Poster
None
CORAL: Uncertainty-Aware Regulation of Exposure Concentration in Recommender Systems
Nitin Bisht ⋅ Linjiang Guo ⋅ Xiuwen Gong ⋅ Huan Huo ⋅ Guandong Xu
[ OpenReview] 
Poster
None
OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
Zixiao Wang ⋅ Yifei Shen ⋅ Huishuai Zhang
[ OpenReview] 
Poster
None
Reward-free Alignment for Conflicting Objectives
Peter Chen ⋅ Xiaopeng Li ⋅ Xi Chen ⋅ Tianyi Lin
[ OpenReview] 
Poster
None
Localize and Neutralize: Gradient-Guided Token Suppression Against Visual Prompt Injection Attack
Dongpeng Zhang ⋅ Ke Ma ⋅ Yangbangyan Jiang ⋅ Gaozheng Pei ⋅ Longtao Huang ⋅ Qianqian Xu ⋅ Qingming Huang
[ OpenReview] 
Poster
None
The Bridge-Garden Dilemma in LLM Distillation: Why Mixing Hard and Soft Labels Works
Guanghui Wang ⋅ Kaiwen Kacuila ⋅ zhiyong yang ⋅ Zitai Wang ⋅ Jin-Wen Wu ⋅ Longtao Huang ⋅ Qianqian Xu ⋅ Qingming Huang
[ OpenReview] 
Poster
None
IndexMem: Learned KV-Cache Eviction with Latent Memory for Long-Context LLM Inference
Xintong Yang ⋅ Hao Gu ⋅ Binxing Xu ⋅ Lujun Li ⋅ Bei Liu ⋅ Jiacheng Liu ⋅ Qiyuan Zhu ⋅ Sirui Han ⋅ Yike Guo
[ OpenReview] 
Poster
None
RuCL: Stratified Rubric-Based Curriculum Learning for Multimodal Large Language Model Reasoning
Yukun Chen ⋅ Jiaming Li ⋅ Longze Chen ⋅ Ze Gong ⋅ Jingpeng Li ⋅ Zhen Qin ⋅ Hengyu Chang ⋅ Lei Zhang ⋅ Ancheng Xu ⋅ Zhihao Yang ⋅ Hamid Alinejad-Rokny ⋅ Qiang Qu ⋅ Bo Zheng ⋅ Min Yang
[ OpenReview] 
Poster
None
Identifying Connectivity Distributions from Neural Dynamics Using Flows
Timothy Kim ⋅ Ulises Obilinovic ⋅ Yiliu Wang ⋅ Eric SheaBrown ⋅ Uygar Sümbül
[ OpenReview] 
Poster
None
SORA: Free Second Order Attacks in Fast Adversarial Training
Mazdak Teymourian ⋅ Ramtin Moslemi ⋅ Farzan Rahmani ⋅ Mohammad H Rohban
[ OpenReview] 
Poster
None
Representation Drift Compensation: A Zero-Cost Enhancement for LLM Decomposition
Xinhao Huang ⋅ You-Liang Huang ⋅ Zeyi Wen
[ Poster]  [ OpenReview] 
Poster
None
Do LLMs “Feel”? Emotion Circuits Discovery and Control
Chenxi Wang ⋅ Yixuan Zhang ⋅ Ruiji Yu ⋅ Yufei Zheng ⋅ Lang Gao ⋅ Zirui Song ⋅ Zixiang Xu ⋅ Gus xia ⋅ Huishuai Zhang ⋅ Dongyan Zhao ⋅ Xiuying Chen
[ OpenReview] 
Poster
None
Adaptive Time Series Reasoning via Segment Selection
Shvat Messica ⋅ Jiawen Zhang ⋅ Kevin Li ⋅ Theodoros Tsiligkaridis ⋅ Marinka Zitnik
[ OpenReview] 
Poster
None
Ellipsoidal Time Series Forecasting
Qilin Wang
[ OpenReview] 
Poster
None
Towards One-for-All Anomaly Detection for Tabular Data
Shiyuan Li ⋅ Yixin Liu ⋅ Yu Zheng ⋅ Xiaofeng Cao ⋅ Shirui Pan ⋅ Heng Tao Shen
[ OpenReview] 
Poster
None
When to Trust the Cheap Check: Weak and Strong Verification for Reasoning
Shayan Kiyani ⋅ Sima Noorani ⋅ George Pappas ⋅ Hamed Hassani
[ OpenReview] 
Poster
None
BTSP-CAM: A Brain-Inspired Geometric Memory for Class-Incremental Learning
Zheng Zhang ⋅ Jiaye Yang ⋅ Qingjie Guo ⋅ Jiangrong Shen ⋅ Long Chen ⋅ Qi Xu
[ OpenReview] 
Poster
None
The Geometry of Narrow Fine-Tuning Degradation: Trajectory Lock-in and Spectral Bifurcation
Jia Liu ⋅ Jiaxin Luo ⋅ Xinhao Qiu ⋅ Yixue Hao ⋅ Min Chen
[ OpenReview] 
Poster
None
PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation
Haofei Xu ⋅ Rundi Wu ⋅ Philipp Henzler ⋅ Nikolai Kalischek ⋅ Michael Oechsle ⋅ Fabian Manhardt ⋅ Marc Pollefeys ⋅ Andreas Geiger ⋅ Federico Tombari ⋅ Michael Niemeyer
[ OpenReview] 
Poster
None
APIC: Orthogonalized Neuro-Symbolic Modeling for Nonlinear Dissipative Dynamics
YanHui Zhu ⋅ Chen Zhao ⋅ Yinhao Li ⋅ Xiangfu Meng
[ OpenReview] 
Poster
None
The Velocity Deficit: Initial Energy Injection for Flow Matching
Linze Li ⋅ Zong-Wei Hong ⋅ Shen Zhang ⋅ Bo Lin ⋅ Jinglun Li ⋅ Yao Tang ⋅ Jiajun Liang
[ OpenReview] 
Poster
None
Continual Segmentation under Joint Nonstationarity
Prashant Pandey ⋅ Himanshu Kumar ⋅ Devineni Chowdary ⋅ Brejesh Lall
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
SOLAR: Self-supervised Joint Learning for Symmetric Multimodal Retrieval
Wenjie Yang ⋅ Hang Yu ⋅ Yuyu Guo ⋅ Peng Di
[ Poster]  [ OpenReview] 
Poster
None
Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL
Yihan Wang ⋅ Peiyu Liu ⋅ Runyu Chen ⋅ Wei Xu
[ OpenReview] 
Poster
None
TimeOmni-VL: Unified Models for Time Series Understanding and Generation
Tong Guan ⋅ SHENG PAN ⋅ Johan Barthelemy ⋅ Zhao Li ⋅ Yujun Cai ⋅ Cesare Alippi ⋅ Ming Jin ⋅ Shirui Pan
[ OpenReview] 
Poster
None
Dreaming in Code for Curriculum Learning in Open-Ended Worlds
Konstantinos Mitsides ⋅ Maxence Faldor ⋅ Antoine Cully
[ OpenReview] 
Poster
None
Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models
Kaiqing Lin ⋅ Zhiyuan Yan ⋅ Ruoxin Chen ⋅ Ke-Yue Zhang ⋅ Yue Zhou ⋅ Caiyong Piao ⋅ Bin Li ⋅ Taiping Yao ⋅ Bo Wang ⋅ Youchang xiao ⋅ Shouhong Ding
[ OpenReview] 
Poster
None
EpiTwin: Spatiotemporal Graph Transformers for Epileptic sEEG Signal Reconstruction
Jingbo Yang ⋅ Yunfeng Zhao ⋅ Chao Qiu ⋅ Yulin Sun ⋅ Xiuyun Liu ⋅ Xiaofei Wang
[ OpenReview] 
Poster
None
Post-Training LLMs as Better Decision-Making Agents: A Regret-Minimization Approach
Chanwoo Park ⋅ Ziyang Chen ⋅ Asuman Ozdaglar ⋅ Kaiqing Zhang
[ OpenReview] 
Poster
None
TaskLoom: Weaving Knowledge Across Tasks in World Models
Qingzhang Zeng ⋅ Peixi Peng ⋅ hang li ⋅ Luntong Li ⋅ Yonghong Tian
[ OpenReview] 
Poster
None
DyLLM: Efficient Diffusion LLM inference via saliency-based token selection and partial attention
Younjoo Lee ⋅ Junghoo Lee ⋅ Seungkyun Dan ⋅ Jaiyoung Park ⋅ Jung Ho Ahn
[ OpenReview] 
Poster
None
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation
Ziniu Li ⋅ Congliang Chen ⋅ Tianyun Yang ⋅ Tian Ding ⋅ Ruoyu Sun ⋅ Ge Zhang ⋅ Wenhao Huang ⋅ Zhiquan Luo
[ OpenReview] 
Poster
None
Long Live The Balance: Information Bottleneck Driven Tree-based Policy Optimization
Hao Jiang ⋅ Shurui Li ⋅ Tianpeng Bu ⋅ Bowen Xu ⋅ Xin Liu ⋅ Qihua Chen ⋅ hongtao duan ⋅ lulu hu ⋅ Bin Yang ⋅ Minying Zhang
[ OpenReview] 
Poster
None
D-CORE: Incentivizing Task Decomposition in Large Reasoning Models for Complex Tool Use
Bowen Xu ⋅ Shaoyu Wu ⋅ Hao Jiang ⋅ Kai Liu ⋅ Xin Chen ⋅ lulu hu ⋅ Bin Yang
[ OpenReview] 
Poster
None
The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning
Donghang Wu ⋅ Tianyu Zhang ⋅ Yuxin Li ⋅ Hexin Liu ⋅ Chen Chen ⋅ EngSiong Chng ⋅ Yoshua Bengio
[ Slides]  [ OpenReview] 
Poster
None
Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
Tianpeng Bu ⋅ Xin Liu ⋅ Qihua Chen ⋅ Hao Jiang ⋅ Shurui Li ⋅ hongtao duan ⋅ Lu Jiang ⋅ lulu hu ⋅ Bin Yang ⋅ Minying Zhang
[ OpenReview] 
Poster
None
OnePO: Direct One-stage Policy Optimization for SFT-free Domain Adaptation
Junying Chen ⋅ Xinyuan Xie ⋅ Ziniu Li ⋅ Benyou Wang
[ OpenReview] 
Poster
None
CooT: Learning to Coordinate In-Context with Coordination Transformers
Huai-Chih Wang ⋅ Hsiang-Chun Chuang ⋅ Hsi-Chun Cheng ⋅ Dai-Jie Wu ⋅ Shao-Hua Sun
[ OpenReview] 
Poster
None
Low-cost Full Fine-tuning: Learning What to Update for LLMs
Li ⋅ Yaming Guo ⋅ Shenghao Gao ⋅ Xinlong Chen ⋅ Zuhao Xu ⋅ Ying Sun ⋅ Chao Wang ⋅ Hui Xiong
[ OpenReview] 
Poster
None
Knothe-Rosenblatt Quantile Regression for Risk-sensitive Multi-objective Reinforcement Learning
Gwangpyo Yoo ⋅ Woo Kyung Kim ⋅ Honguk Woo
[ OpenReview] 
Poster
None
Minimum Distance Summaries for Robust Neural Posterior Estimation
Sherman Khoo ⋅ Dennis Prangle ⋅ Song Liu ⋅ Mark Beaumont
[ OpenReview] 
Poster
None
Semantic Cache Distillation: Efficient State Transfer via Reuse and Selective Patching
Qianli Ma ⋅ Zhiqing Tang ⋅ Hanshuai Cui ⋅ Zhi Yao ⋅ Weijia Jia
[ OpenReview] 
Poster
None
Non-Adversarial Imitation Learning Provably Free of Compounding Errors: The Role of Bellman Constraints
Tian Xu ⋅ 陈阳 王 ⋅ Xiaochen Zhai ⋅ Ziniu Li ⋅ Yi-Chen Li ⋅ Yang Yu
[ OpenReview] 
Poster
None
SWE-Compass: Towards Unified Evaluation of Agentic Coding Abilities for Large Language Models
Xu jingxuan ⋅ Ken Deng ⋅ Weihao Li ⋅ Songwei Yu ⋅ Haoyang Huang ⋅ Yifan Yao ⋅ Huaixi Tang ⋅ Zhiyi Lai ⋅ Kepeng Lei ⋅ Zizheng Zhan ⋅ Yanan Wu ⋅ Chenchen Zhang ⋅ Xinping Lei ⋅ Wenqiang Zhu ⋅ wen xiang ⋅ Zongxian Feng ⋅ Han Li ⋅ Junqi Xiong ⋅ Dailin Li ⋅ GAO Zuchen ⋅ Kun Wu ⋅ Yuanxing Zhang ⋅ Wuxuan Gong ⋅ Ziyuan Gao ⋅ Guanxiang Wang ⋅ Yirong Xue ⋅ Mengfei Xie ⋅ Xiaojiang Zhang ⋅ Jinghui Wang ⋅ Wenhao Zhuang ⋅ Zheng Lin ⋅ Huiming Wang ⋅ Zhaoxiang Zhang ⋅ Yuqun Zhang ⋅ Haotian Zhang ⋅ Ming Sun ⋅ chenbin ⋅ Jiaheng Liu
[ OpenReview] 
Poster
None
DetailMaster: Can Your Text-to-Image Model Handle Long Prompts?
Qirui Jiao ⋅ Daoyuan Chen ⋅ Yilun Huang ⋅ Xika Lin ⋅ Ying Shen ⋅ Yaliang Li
[ OpenReview] 
Poster
None
Where Signals Are Sparse, We Synthesize: Reinforcing Self-Corrective Reasoning in Vision–Language Models via Rollout Augmentation
Yi Ding ⋅ Ziliang Qiu ⋅ Bolian Li ⋅ Ruqi Zhang
[ OpenReview] 
Poster
None
PETS: A Principled Framework Towards Optimal Trajectory Allocation for Efficient Test-Time Self-Consistency
Zhangyi Liu ⋅ Huaizhi Qu ⋅ Xiaowei Yin ⋅ He Sun ⋅ Yanjun Han ⋅ Tianlong Chen ⋅ Xinyu Yang
[ OpenReview] 
Poster
None
Inference of Online Newton Methods with Nesterov's Accelerated Sketching
Haoxuan Wang ⋅ Xinchen Du ⋅ Sen Na
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
A Mechanistic Understanding of Sim-and-Real Co-Training in Generative Policies
Yu Lei ⋅ Minghuan Liu ⋅ Abhiram Maddukuri ⋅ Zhenyu Jiang ⋅ Yuke Zhu
[ OpenReview] 
Poster
None
Representation Learning for Equivariant Inference with Guarantees
Daniel Felipe Ordonez Apraez ⋅ Vladimir Kostic ⋅ Alek Fröhlich ⋅ Vivien Brandt ⋅ Karim Lounici ⋅ Massimiliano Pontil
[ OpenReview] 
Poster
None
Position: Modular Safety Guardrails Are Necessary for Foundation-Model-Enabled Robots in the Real World
Joonkyung Kim ⋅ Wenxi Chen ⋅ Davood Soleymanzadeh ⋅ Yi Ding ⋅ Xiangbo Gao ⋅ Zhengzhong Tu ⋅ Ruqi Zhang ⋅ Fan Fei ⋅ Sushant Veer ⋅ Yiwei Lyu ⋅ Minghui Zheng ⋅ Yan Gu
[ OpenReview] 
Poster
None
Trust Region Masking for Long-Horizon LLM Reinforcement Learning
Yingru Li ⋅ Jiacai Liu ⋅ Jiawei Xu ⋅ Yuxuan Tong ⋅ Ziniu Li ⋅ Baoxiang Wang
[ OpenReview] 
Poster
None
R-Diverse: Mitigating Diversity Illusion in Self-Play LLM Training
Gengsheng Li ⋅ Jinghan He ⋅ Shijie Wang ⋅ Dan Zhang ⋅ Ruiqi Liu ⋅ Renrui Zhang ⋅ Zijun Yao ⋅ Junfeng Fang ⋅ Haiyun Guo ⋅ Jinqiao Wang
[ OpenReview] 
Poster
None
Tractable Expected Information Gains for Exponential Family Posteriors
Rik Knowles ⋅ Tom Rainforth
[ OpenReview] 
Poster
None
Mitigating Reward Hacking in LLM-based Recommendation: A Preference Optimization Approach
Heyu Chen ⋅ Junkang Wu ⋅ Guoqing Hu ⋅ Kexin Huang ⋅ Xiang Wang ⋅ Jiancan Wu
[ OpenReview] 
Poster
None
Towards Trustworthy and Identifiable Virtual Face Generation
Chunyang Li ⋅ Haoyue Wang ⋅ Zhenxing Qian ⋅ Sheng Li ⋅ Xinpeng Zhang ⋅ Jian liu ⋅ Yixuan Pei ⋅ Weiqiang Wang
[ OpenReview] 
Poster
None
CoRe: Context-Robust Remasking for Diffusion Language Models
Kevin Zhai ⋅ Sabbir Mollah ⋅ Zhenyi Wang ⋅ Mubarak Shah
[ OpenReview] 
Poster
None
Awakening Visual Reasoning: Mitigating Post-Training Failure in Vision-Text Compression
Xing Xi ⋅ Liyao Li ⋅ Hao Chen ⋅ NINGTAO WANG ⋅ Peixian Chen ⋅ peilin tong ⋅ Xing Fu ⋅ Yu Cheng ⋅ Haobo Wang ⋅ Gang Chen ⋅ Junbo Zhao ⋅ Ronghua Luo
[ OpenReview] 
Poster
None
U-Cast: A Surprisingly Simple Frontier Probabilistic AI Weather Forecaster
Salva Ruhling Cachay ⋅ Duncan Watson-Parris ⋅ Rose Yu
[ OpenReview] 
Poster
None
HypCL: Adapting CLIP in Hyperbolic Space for Continual Learning
Quan Cheng ⋅ Hao Yu ⋅ Da-Wei Zhou ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
Grouter: Decoupling Routing from Representation for Accelerated MoE Training
Yuqi Xu ⋅ Rizhen Hu ⋅ zihan liu ⋅ Mou Sun ⋅ Kun Yuan
[ OpenReview] 
Poster
None
TabMGP: Martingale Posterior with TabPFN
Kenyon Ng ⋅ Edwin Fong ⋅ David Frazier ⋅ Jeremias Knoblauch ⋅ Susan Wei
[ OpenReview] 
Poster
None
Adaptive Quasimetric Mapping : Principled Topological Abstraction for Robust Offline Goal-Conditioned Navigation
Anthony Kobanda ⋅ Waris Radji ⋅ Odalric-Ambrym Maillard ⋅ Rémy Portelas
[ OpenReview] 
Poster
None
Predictive variational inference: Learn the predictively optimal posterior distribution
Jinlin Lai ⋅ Antonio Linero ⋅ Yuling Yao
[ OpenReview] 
Poster
None
WebWorld: A Large-Scale World Model for Web Agent Training
Zikai Xiao ⋅ Jianhong Tu ⋅ Chuhang Zou ⋅ Yuxin Zuo ⋅ Zhi Li ⋅ Peng Wang ⋅ Bowen Yu ⋅ Fei Huang ⋅ Junyang Lin ⋅ Zuozhu Liu
[ OpenReview] 
Poster
None
TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis
Austin Feng ⋅ Andreas Varvarigos ⋅ Ioannis Panitsas ⋅ Daniela Fernandez ⋅ Yuwei Guo ⋅ Jinbiao Wei ⋅ Chen ⋅ Ali Maatouk ⋅ Leandros Tassiulas ⋅ ZHITAO YING
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
PRISM: Demystifying Retention and Interaction in Mid-Training
Bharat Runwal ⋅ Ashish Agrawal ⋅ Anurag Roy ⋅ Rameswar Panda
[ OpenReview] 
Poster
None
Fixed Aggregation Features Can Rival GNNs
Celia Rubio-Madrigal ⋅ Rebekka Burkholz
[ Poster]  [ OpenReview] 
Poster
None
Use What You Know: Causal Foundation Models with Partial Graphs
Arik Reuter ⋅ Anish Dhir ⋅ Cristiana Diaconu ⋅ Jake Robertson ⋅ Ole Ossen ⋅ Frank Hutter ⋅ Adrian Weller ⋅ Mark van der Wilk ⋅ Bernhard Schölkopf
[ OpenReview] 
Poster
None
FlowMAP: Flow Matching for Generalizable Agent Planning
Jiarun Fu ⋅ Lizhong Ding ⋅ Qiuning Wei ⋅ Zhaohuan Linghu ⋅ Yurong Cheng ⋅ Changsheng Li ⋅ Tianlong Gu ⋅ Liang Chang ⋅ Ye Yuan ⋅ Guoren Wang
[ OpenReview] 
Poster
None
LIMMT: Less is More for Motion Tracking
Yu Guan ⋅ Zekun Qi ⋅ Chenghuai Lin ⋅ Xuchuan Chen ⋅ Wenyao Zhang ⋅ Jilong Wang ⋅ XinQiang Yu ⋅ He Wang ⋅ Li Yi
[ OpenReview] 
Poster
None
Entropy-Aware Dynamic KV Cache Sparsification for Autoregressive Image Generation and Editing
Tong Tong ⋅ Ling Xing ⋅ Linjie Li ⋅ Rui Yan ⋅ Zhengyuan Yang ⋅ Lijuan Wang ⋅ Alex Jinpeng Wang
[ OpenReview] 
Poster
None
ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
Zeyu Wang ⋅ Xin Zheng ⋅ Yao Lu ⋅ Shanqing Yu ⋅ Qi Xuan ⋅ Shirui Pan
[ OpenReview] 
Poster
None
Innovation: An Almost Characterization of Hallucination
Nishant Das ⋅ Piyush Srivastava
[ OpenReview] 
Poster
None
Optimal structure learning and conditional independence testing
Ming Gao ⋅ Yuhao Wang ⋅ Bryon Aragam
[ OpenReview] 
Poster
None
Autoregressive, Yet Revisable: In Decoding Revision for Secure Code Generation
Chengran Yang ⋅ zichao wei ⋅ Heminghao Deng ⋅ Jinfeng Jiang ⋅ Zhensu Sun ⋅ Ting Zhang ⋅ Tianyi Wu ⋅ Ming Wen ⋅ David Lo
[ OpenReview] 
Poster
None
ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability
Hongjiang Chen ⋅ Xin Zheng ⋅ Pengfei Jiao ⋅ Huan Liu ⋅ Zhidong Zhao ⋅ Huaming Wu ⋅ Feng Xia ⋅ Shirui Pan
[ OpenReview] 
Poster
None
EvoEGF-Mol: Evolving Exponential Geodesic Flow for Structure-based Drug Design
Yaowei Jin ⋅ Junjie Wang ⋅ Cheng Cao ⋅ Penglei Wang ⋅ Duo An ⋅ Qian Shi
[ Poster]  [ OpenReview] 
Poster
None
Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture
Shuchen Xue ⋅ Tianyu Xie ⋅ Tianyang Hu ⋅ Zijin Feng ⋅ Jiacheng Sun ⋅ Kenji Kawaguchi ⋅ Zhenguo Li ⋅ Zhi-Ming Ma
[ OpenReview] 
Poster
None
QuantWear: Quantum-scale Wear Particle Detection for Jet Engine Diagnosis
Zheng Wang ⋅ Yanwen Wang ⋅ Tianyu Fang ⋅ Jiaxing Shen ⋅ Yisen Kang ⋅ Di Wu ⋅ Yuanqing Zheng
[ OpenReview] 
Poster
None
Nash Equilibria in Games with Playerwise Concave Coupling Constraints: Existence and Computation
Philip Jordan ⋅ Maryam Kamgarpour
[ OpenReview] 
Poster
None
Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models
Ming Yang ⋅ Xin Zheng ⋅ Yi Li ⋅ YIZHEN ZHENG ⋅ Huan Yee Koh ⋅ Yanqing Guo ⋅ Xiaofeng Cao ⋅ Shirui Pan
[ OpenReview] 
Poster
None
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
Shuchen Xue ⋅ Chongjian GE ⋅ Shilong Zhang ⋅ Yichen Li ⋅ Zhi-Ming Ma
[ OpenReview] 
Poster
None
Mirror Mean-Field Langevin Dynamics
Anming Gu ⋅ Juno Kim
[ OpenReview] 
Poster
None
Coupled Trigger Optimization and Vulnerable Parameter Alignment for Persistent Backdoor Attacks on Federated Learning
ma zhixuan ⋅ Haichang Gao ⋅ Shangwen Li ⋅ Ping Wang ⋅ Han Yu
[ OpenReview] 
Poster
None
Improving Graph Transformers via Global Structural Priors
Jiaming Zhuo ⋅ Ziyi Ma ⋅ Kun Fu ⋅ Di Jin ⋅ Chuan Wang ⋅ Zhen Wang ⋅ Xiaochun Cao ⋅ Huazhu Fu ⋅ Liang Yang
[ OpenReview] 
Poster
None
PosterAgent: Agentic Poster Generation via Stage-Aware Reinforcement Learning
Zhuocheng Yu ⋅ Feng Zhang ⋅ Sujian Li ⋅ Kai Jia
[ OpenReview] 
Poster
None
Weaving Graph over Tokens: Contextualizing Structured Sequences for LLMs
Jiaxuan Chen ⋅ Zixing Zhang ⋅ Ruijun Mao ⋅ Wei Sun ⋅ Zhicheng Liang ⋅ Yuhang Zhang ⋅ Yaxi Liu ⋅ Fangxin Wang
[ OpenReview] 
Poster
None
Neural Quantum States in Mixed Precision
Massimo Solinas ⋅ Agnes Valenti ⋅ Nawaf Bou-Rabee ⋅ Roeland Wiersema
[ OpenReview] 
Poster
None
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
Chengzhuo Tong ⋅ Chang Mingkun ⋅ Shenglong Zhang ⋅ Yuran Wang ⋅ Cheng Liang ⋅ Zhizheng Zhao ⋅ Bohan Zeng ⋅ Yang Shi ⋅ Ruichuan An ⋅ Yifan Dai ⋅ Ziming Zhao ⋅ Guanbin Li ⋅ Pengfei Wan ⋅ Yuanxing Zhang ⋅ Wentao Zhang
[ OpenReview] 
Poster
None
Cognitive Fatigue in Autoregressive Transformers: Formalization and Measurement
Riju Marwah ⋅ Ritvik Garimella ⋅ Vishal Pallagani ⋅ Atishay Jain ⋅ Michael Stewart ⋅ Amit Sheth
[ OpenReview] 
Poster
None
Demystifying Mergeability: Interpretable Properties to Predict Model Merging Success
Luca Zhou ⋅ Bo Zhao ⋅ Rose Yu ⋅ Emanuele Rodolà
[ OpenReview] 
Poster
None
Hardware-Aware Dynamic Sparse Training for Large Output Spaces
Nasib Ullah ⋅ Jinbin Zhang ⋅ Jean Lucien Randrianantenaina ⋅ Erik Schultheis ⋅ Rohit Babbar
[ OpenReview] 
Poster
None
RA-VLA: Retrieval-Augmented VLA for Test-Time Adaptation
Sanghwan Jang ⋅ Minjin Jeon ⋅ Minsoo Kim ⋅ Seong Jin Choi ⋅ Dongha Kim ⋅ Hwanjo Yu
[ OpenReview] 
Poster
None
From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
Dimitra Maoutsa
[ OpenReview] 
Poster
None
Inference Time Optimization with Confidence Dynamics
Yu Wang ⋅ Minghao Liu ⋅ Jiayun Wang ⋅ Jinrui Huang ⋅ Ankit Shah ⋅ Wei Wei
[ OpenReview] 
Poster
None
Bridging Local–Global Dissonance: Learning from Compressive Measurements for Hyperspectral Reconstruction
Xian-Hua Han
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Spik4lite: Refactoring Neuromorphic Sparsity for Efficient Spiking Neural Networks on Commodity Edge Devices
Yongzhi She ⋅ Qihua Zhou ⋅ Yuhao Wang ⋅ Yaodong Huang ⋅ Jingcai Guo ⋅ Laizhong Cui
[ OpenReview] 
Poster
None
SAME: Stabilized Mixture-of-Experts for Multimodal Continual Instruction Tuning
Zhen-Hao Xie Xie ⋅ Jun-Tao Tang ⋅ Yu-Cheng Shi ⋅ Han-Jia Ye ⋅ De-Chuan Zhan ⋅ Da-Wei Zhou
[ OpenReview] 
Poster
None
Differentially Private Continual Release with Relative Error
Bo Li ⋅ Wei Wang ⋅ Peng Ye
[ OpenReview] 
Poster
None
Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
Yuantong Li ⋅ Guang Cheng ⋅ Xiaowu Dai
[ OpenReview] 
Poster
None
AREA: Attribute Extraction and Aggregation for CLIP-Based Class-Incremental Learning
Zhen-Hao Xie Xie ⋅ Yu-Cheng Shi ⋅ Da-Wei Zhou
[ OpenReview] 
Poster
None
DecomPose: Disentangling Cross-Category Optimization Contention for Category-Level 6D Object Pose Estimation
Yifan Gao ⋅ Lu Zou ⋅ Zhangjin Huang ⋅ Guoping Wang
[ OpenReview] 
Poster
None
The Structural Origin of Attention Sink: Variance Discrepancy, Super Neurons, and Dimension Disparity
Siquan Li ⋅ Kaiqi Jiang ⋅ Jiacheng Sun ⋅ Tianyang Hu
[ OpenReview] 
Poster
None
The Decrypto Benchmark for Multi-Agent Reasoning and Theory of Mind
Andrei Lupu ⋅ Timon Willi ⋅ Jakob Foerster
[ OpenReview] 
Poster
None
ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking
Qiang Zhang ⋅ Boli Chen ⋅ Fanrui Zhang ⋅ Ruixue Ding ⋅ Shihang Wang ⋅ Qiuchen Wang ⋅ Yinfeng Huang ⋅ Haonan Zhang ⋅ Rongxiang Zhu ⋅ Xin Li ⋅ Houquan zhou ⋅ Pengjun Xie ⋅ Kaipeng Zhang ⋅ Jingren Zhou ⋅ Jiawei Liu
[ OpenReview] 
Poster
None
Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
Joongkyu Lee ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
Breaking the Lock-in: Diversifying Text-to-Image Generation via Representation Modulation
Dahee Kwon ⋅ Haeun Lee ⋅ Jaesik Choi
[ OpenReview] 
Poster
None
Towards Fair Sequential Decision-Making: A Causal Decomposition Approach
Jiajun Chen ⋅ Jin Tian ⋅ Chris Quinn
[ OpenReview] 
Poster
None
Semantic Granularity Navigation in Image Editing
Liangsi Lu ⋅ Minzhe Guo ⋅ Xuhang Chen ⋅ Yang Shi
[ OpenReview] 
Poster
None
ROAMM: A Benchmark Dataset for Multimodal Human Attention Decoding and EEG-to-Text Modeling During Naturalistic Reading
Haorui Sun ⋅ Ardyn Olszko ⋅ Niharika Singh ⋅ David Jangraw
[ OpenReview] 
Poster
None
MSP: Probabilistically Consistent Multi-Scale Action Generation
Zhixuan Lin ⋅ Gengqi Liu ⋅ Chao Zheng ⋅ Gao Lin ⋅ Jindong Yu ⋅ Song Gao ⋅ Fei Wang
[ OpenReview] 
Poster
None
Follow-the-Perturbed-Leader for Decoupled Bandits: Best-of-Both-Worlds and Practicality
Chaiwon Kim ⋅ Jongyeong Lee ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
Robust Multi-View Fusion via Prototype-Anchored Unbalanced Optimal Transport
Han Zhang ⋅ Xingwen Zhao ⋅ HUI LI
[ OpenReview] 
Poster
None
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
Qiuchen Wang ⋅ Shihang Wang ⋅ Yu Zeng ⋅ Qiang Zhang ⋅ Fanrui Zhang ⋅ Zhuoning Guo ⋅ Bosi Zhang ⋅ Wenxuan Huang ⋅ Lin Chen ⋅ Zehui Chen ⋅ Pengjun Xie ⋅ Ruixue Ding
[ OpenReview] 
Poster
None
COGNOS: Universal Enhancement for Time Series Anomaly Detection via Constrained Gaussian-Noise Optimization and Smoothing
Wenlong Shang ⋅ Shihao Tian ⋅ Xutong Wan ⋅ Peng Chang
[ OpenReview] 
Poster
None
Unveiling Prior-data Fitted Networks on Causal Effect Estimation: Pre-training or Finetuning?
Haotian Wang ⋅ Xinpeng Lv ⋅ Hao Zou ⋅ Yanghao Xiao ⋅ Shanzhi Gu ⋅ Yang Shi ⋅ Yunxin Mao ⋅ Yuanxing Zhang ⋅ Mingyang Geng ⋅ Shaowu Yang ⋅ Haoxuan Li ⋅ Wenjing Yang ⋅ Peng Cui ⋅ Zhouchen Lin
[ OpenReview] 
Poster
None
Lavida-R1: Advancing Reasoning for Unified Multimodal Diffusion Language Models
Shufan Li ⋅ Yuchen Zhu ⋅ Jiuxiang Gu ⋅ Kangning Liu ⋅ Zhe Lin ⋅ Yongxin Chen ⋅ Molei Tao ⋅ Aditya Grover ⋅ Jason Kuen
[ OpenReview] 
Poster
None
Geometry-Aware Probabilistic Circuits via Voronoi Tessellations
Sahil Sidheekh ⋅ Sriraam Natarajan
[ OpenReview] 
Poster
None
Both Semantics and Reconstruction Matter: Making Representation Encoders Ready for Text-to-Image Generation and Editing
Shilong Zhang ⋅ He Zhang ⋅ Zhifei Zhang ⋅ Chongjian GE ⋅ Shuchen Xue ⋅ Shaoteng Liu ⋅ Mengwei Ren ⋅ Soo Ye Kim ⋅ Yuqian Zhou ⋅ Qing Liu ⋅ Daniil Pakhomov ⋅ Kai Zhang ⋅ Zhe Lin ⋅ Ping Luo
[ OpenReview] 
Poster
None
Beyond Fixed Biases: Decoding the Role of Reasoning Uncertainty in MLLM Modality Conflicts
Zhuoran Zhang ⋅ Tengyue Wang ⋅ Xilin Gong ⋅ Yang Shi ⋅ Haotian Wang ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview] 
Poster
None
Decentralized Online Convex Optimization with Efficient Communication: Improved Algorithm and Lower Bounds
Sifan Yang ⋅ Wenhao Yang ⋅ Wei Jiang ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
The Role of Target Update Frequencies in Q-Learning
Simon Weissmann ⋅ Tilman Aach ⋅ Benedikt Wille ⋅ Sebastian Kassing ⋅ Leif Döring
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
ReTabSyn: Realistic Tabular Data Synthesis via Reinforcement Learning
Xiaofeng Lin ⋅ Seungbae Kim ⋅ Zhuoya Li ⋅ Zachary DeSoto ⋅ Charles Fleming ⋅ Guang Cheng
[ OpenReview] 
Poster
None
Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents
Wonjoong Kim ⋅ Sangwu Park ⋅ Yeonjun In ⋅ Sein Kim ⋅ Dongha Lee ⋅ Chanyoung Park
[ Slides]  [ OpenReview] 
Poster
None
OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing
zhihong Chen ⋅ Xuehai Bai ⋅ Yang Shi ⋅ Chaoyou Fu ⋅ Huanyu Zhang ⋅ Haotian Wang ⋅ Xiaoyan Sun ⋅ Zhang Zhang ⋅ Liang Wang ⋅ Yuanxing Zhang ⋅ Pengfei Wan ⋅ Yi-Fan Zhang
[ OpenReview] 
Poster
None
Distribution Matching Variational AutoEncoder
Sen Ye ⋅ Jianning Pei ⋅ Mengde Xu ⋅ Shuyang Gu ⋅ Chunyu Wang ⋅ Liwei Wang ⋅ Han Hu
[ OpenReview] 
Poster
None
LogicSAGE: Neuro-Symbolic Reasoning with Socratic-Guided Enhancement
Jinlong Tian ⋅ Jiang Yu ⋅ Kewei Cheng ⋅ Fengxiang Cheng ⋅ Yue He ⋅ Yunfei Wang ⋅ Haotian Wang ⋅ Haoxuan Li ⋅ Wenjing Yang ⋅ Shixuan Liu
[ OpenReview] 
Poster
None
How Can I Publish My LLM Benchmark Without Giving the True Answers Away?
Takashi Ishida ⋅ Thanawat Lodkaew ⋅ Ikko Yamane
[ OpenReview] 
Poster
None
Degradation-Aware Metric Prompting for Hyperspectral Image Restoration
Binfeng Wang ⋅ Di Wang ⋅ Haonan Guo ⋅ Ying Fu ⋅ Jing Zhang
[ OpenReview] 
Poster
None
RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments
Zhiyuan Zeng ⋅ Hamish Ivison ⋅ Yiping Wang ⋅ Lifan Yuan ⋅ Stella Li ⋅ Zhuorui Ye ⋅ Siting Li ⋅ Jacqueline He ⋅ Runlong Zhou ⋅ Tong Chen ⋅ Chenyang Zhao ⋅ Yulia Tsvetkov ⋅ Simon Du ⋅ Natasha Jaques ⋅ Hao Peng ⋅ Pang Wei Koh ⋅ Hannaneh Hajishirzi
[ OpenReview] 
Poster
None
D$^2$O: A Dual Debiasing Operator for Training-Free Test-Time Adaptation of Vision–Language Models
Yihong Luo ⋅ Wenwu He ⋅ Dong Liang ⋅ Yihang Zhou ⋅ Zhuo-Xu Cui
[ OpenReview] 
Poster
None
Deep Learning for Bioimaging: What are we actually learning?
Ivan Svatko ⋅ Maxime Sanchez ⋅ Ihab Bendidi ⋅ Gilles Cottrell ⋅ Auguste Genovesio
[ OpenReview] 
Poster
None
HSGG: Training-Free Hierarchical Scene Graph Generation with Geometry-Guided Relation Reasoning
yunzhe Liu ⋅ Wenbiao Liu ⋅ Lihui Cen ⋅ Zhe Qu ⋅ Yigang Cen ⋅ Yixiong Liang ⋅ Yongfang Xie ⋅ Shichao Kan
[ OpenReview] 
Poster
None
Topological Active Inference for Task Disambiguation
Yangbo Wei ⋅ Zhen Huang ⋅ Shaoqiang Lu ⋅ Junhong Qian ⋅ Chen Wu ⋅ Lei He
[ OpenReview] 
Poster
None
When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach
Xinpeng Lv ⋅ Yunxin Mao ⋅ Renzhe Xu ⋅ Chunyuan Zheng ⋅ Haoxuan Li ⋅ Yikai Chen ⋅ Jinxuan Yang ⋅ Wanrong Huang ⋅ Yuanlong Chen ⋅ Mingyang Geng ⋅ Shixuan Liu ⋅ Kun Kuang ⋅ Shaowu Yang ⋅ Wenjing Yang ⋅ Zhouchen Lin ⋅ Haotian Wang
[ OpenReview] 
Poster
None
SemRep: Code Transformation with Semantics-Preserving Representations
Weichen Li ⋅ Jiamin Song ⋅ Bogdan Stoica ⋅ Arav Dhoot ⋅ Gabriel Ryan ⋅ Shengyu Fu ⋅ Kexin Pei
[ OpenReview] 
Poster
None
Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing
Tong Zheng ⋅ Chengsong Huang ⋅ Runpeng Dai ⋅ Yun He ⋅ Rui Liu ⋅ Xin Ni ⋅ Huiwen Bao ⋅ Kaishen Wang ⋅ Hongtu Zhu ⋅ Jiaxin Huang ⋅ Furong Huang ⋅ Heng Huang
[ OpenReview] 
Poster
None
AutoMoT: A Unified Vision-Language-Action Model with Asynchronous Mixture -of-Transformers for End-to-End Autonomous Driving
Wenhui (Oscar) Huang ⋅ Songyan Zhang ⋅ Qihang Huang ⋅ Zhidong Wang ⋅ zhiqi mao ⋅ Collister Chua ⋅ Chen Zhan ⋅ Long Chen ⋅ Chen Lv
[ Poster]  [ OpenReview] 
Poster
None
Agentic Proposing: Enhancing Large language Model Reasoning via Compositional Skill Synthesis
Zhengbo Jiao ⋅ Shaobo Wang ⋅ Zifan Zhang ⋅ Xuan Ren ⋅ Wei Wang ⋅ Bing Zhao ⋅ HU WEI ⋅ Linfeng Zhang
[ OpenReview] 
Poster
None
A Pure Hierarchical Spectral Parcellation Network for Brain Network Analysis
Jiaming Zhuo ⋅ Shuai Zhai ⋅ Ziyi Ma ⋅ Kun Fu ⋅ Chuan Wang ⋅ Di Jin ⋅ Zhen Wang ⋅ Xiaochun Cao ⋅ Huazhu Fu ⋅ Liang Yang
[ OpenReview] 
Poster
None
Dive into the Scene: Breaking the Perceptual Bottleneck in Vision-Language Decision Making via Focus Plan Generation
Boyuan Xiao ⋅ Bohong Chen ⋅ Yumeng Li ⋅ Ji Feng ⋅ Yao-Xiang Ding ⋅ Kun Zhou
[ OpenReview] 
Poster
None
Rethinking Loss Reweighting for Imbalance Learning as an Inverse Problem: A Neural Collapse Point of View
Jinping Wang ⋅ Zixin Tong ⋅ Zhiwu Xie ⋅ Zhiqiang Gao
[ OpenReview] 
Poster
None
Fix the Loss, Not the Radius: Rethinking the Adversarial Perturbation of Sharpness-Aware Minimization
Jinping Wang ⋅ Qinhan Liu ⋅ Zhiwu Xie ⋅ Zhiqiang Gao
[ OpenReview] 
Poster
None
Plan Then Action: High-Level Planning Guidance Reinforcement Learning for LLM Reasoning
Zhihao Dou ⋅ Qinjian Zhao ⋅ Zhongwei Wan ⋅ Zhang Dinggen ⋅ Weida Wang ⋅ Benteng Chen ⋅ Towsif Raiyan ⋅ Qingtao Pan ⋅ Yang Ouyang ⋅ Chaoda Song ⋅ Zhiqiang Gao ⋅ shufei zhang ⋅ Sumon Biswas
[ OpenReview] 
Poster
None
OMP: One-step Meanflow Policy with Directional Alignment
Han Fang ⋅ Yize Huang ⋅ Yuheng Zhao ⋅ Paul Weng ⋅ Xiao Li ⋅ Yutong Ban
[ OpenReview] 
Poster
None
Newton-coupled Dual-Teacher Semi-supervised Learning Framework
Hongyang He ⋅ Yan Zhong ⋅ Xinyuan Song ⋅ Daizong Liu ⋅ Xuanyu Liu ⋅ Victor Sanchez
[ OpenReview] 
Poster
None
Manifold-Optimal Guidance: A Unified Riemannian Control View of Diffusion Guidance
Zexi Jia ⋅ Pengcheng Luo ⋅ Zhengyao Fang ⋅ Jinchao Zhang ⋅ Jie Zhou
[ OpenReview] 
Poster
None
ReaForest: Fostering Generative Video Reasoning for Spatial Planning
Kun Ouyang ⋅ Yuanxin Liu ⋅ Xinhao Li ⋅ Linli Yao ⋅ Xiangyu Zeng ⋅ Haoning Wu ⋅ Hao Zhou ⋅ Fandong Meng ⋅ Jie Zhou ⋅ Xu SUN
[ OpenReview] 
Poster
None
Latent Laplace Diffusion for Irregular Multivariate Time Series
Zinuo You ⋅ Jin Zheng ⋅ John Cartlidge
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
OmniDenseCap: Scripting Multi-Scene Videos with Time-Aware and Structural Audio-Visual Captions
Linli Yao ⋅ Yuancheng Wei ⋅ Yaojie Zhang ⋅ Lei Li ⋅ Xinlong Chen ⋅ Feifan Song ⋅ Ziyue Wang ⋅ Kun Ouyang ⋅ Yuanxin Liu ⋅ Lingpeng Kong ⋅ Qi Liu ⋅ Pengfei Wan ⋅ Kun Gai ⋅ Yuanxing Zhang ⋅ Xu SUN
[ OpenReview] 
Poster
None
End-to-end Graph-structured Brain Representation Learning
Liang Yang ⋅ Shuai Zhai ⋅ Ziyi Ma ⋅ Jiaming Zhuo ⋅ Di Jin ⋅ Chuan Wang ⋅ Zhen Wang ⋅ Xiaochun Cao
[ OpenReview] 
Poster
None
On Efficient Scaling of GNNs via IO-Aware Layers Implementations
Daria Fomina ⋅ Daniil Krasylnikov ⋅ Alexey Boykov ⋅ Andrey Dolgovyazov ⋅ Vyacheslav Zhdanovskiy ⋅ Fedor Velikonivtsev
[ OpenReview] 
Poster
None
A Formal Comparison Between Chain of Thought and Latent Thought
Kevin Xu ⋅ Issei Sato
[ OpenReview] 
Poster
None
Coverage ≠ Exposure: Auditable Control of Same-Support Tail Failures under Multimodal Missingness
Ziteng Hong ⋅ Bingzhi Chen ⋅ Yishu Liu ⋅ Sudong Cai ⋅ Guangming Lu
[ OpenReview] 
Poster
None
Decoding Safety Feedback from Diverse Raters: A Data-driven Lens on Responsiveness to Severity
Poster
None
3D MeanFlow: One-Step Point Cloud Completion and Generation via Average-Velocity Transport
Haowen Zhong ⋅ Jiujun Cheng ⋅ Haowen Wang ⋅ Chao Wei ⋅ Lu Yang ⋅ Qichao Mao ⋅ Shangce Gao
[ OpenReview] 
Poster
None
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
Wenhao Chen ⋅ Sirui Sun ⋅ Shengyuan Bai ⋅ Guojie Song
[ OpenReview] 
Poster
None
Beyond Soft Labels: Unifying Dataset Pruning and Distillation for Efficient Large-scale Compression
Lingao Xiao ⋅ Songhua Liu ⋅ Yang He ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Optimizing Network Simulation: Enhancing Performance Prediction Accuracy via Neural Architecture Search
ShaoChen He ⋅ Zirui Zhuang ⋅ Haifeng Sun ⋅ Xiaoyuan Fu ⋅ Qi Qi ⋅ Lei Zhang ⋅ Jianxin Liao ⋅ Jingyu Wang
[ OpenReview] 
Poster
None
Rethinking Video Generation Model for the Embodied World
Yufan Deng ⋅ Zilin Pan ⋅ Hongyu Zhang ⋅ Xiaojie Li ⋅ Huruoqing ⋅ Yufei Ding ⋅ Yiming Zou ⋅ Yan Zeng ⋅ Zhou Daquan
[ OpenReview] 
Poster
None
SaTeen: Learning Structural Alignment for Continual Test-Time Adaptation
Chang Liu ⋅ Ruotong Zhao ⋅ Li Gao ⋅ Yupei Zhang
[ OpenReview] 
Poster
None
HONet: Data-Efficient Learning for Exact Cover Problems via Hypergraph Optimization
Pengyang Huang ⋅ Zirui Zhuang ⋅ Haifeng Sun ⋅ Qi Qi ⋅ Jingyu Wang ⋅ Jianxin Liao
[ OpenReview] 
Poster
None
STLA: Spatiotemporal Lookahead Alignment for Post-Training Quantization
Zuqi Zhang ⋅ Chenghe Sun ⋅ Xiangyi Chu ⋅ Wei-Han Yu ⋅ Ka-Fai Un ⋅ Rui Martins ⋅ Pui-In Mak ⋅ Jiawei Xu
[ OpenReview] 
Poster
None
Contrastive Weak-to-Strong Generalization
Houcheng Jiang ⋅ Junfeng Fang ⋅ Jiaxin Wu ⋅ Tianyu Zhang ⋅ Chen Gao ⋅ Xiang Wang ⋅ Xiangnan He ⋅ Yang Deng
[ OpenReview] 
Poster
None
PADS-TAL: Padding-Annealed Diffusion Sampling in Text-Aware Latent Space for Robust and Diverse Text-to-Music Generation
Taekoan Yoo ⋅ Wonkyung Jung ⋅ Kyunghun Kim ⋅ Kyeongbo Kong
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Learning Treatment Allocations with Risk Control Under Partial Identifiability
Sofia Ek ⋅ Dave Zachariah
[ OpenReview] 
Poster
None
Omitted Variable Bias in Language Models Under Distribution Shift
Victoria Lin ⋅ Louis-Philippe Morency ⋅ Eli Ben-Michael
[ OpenReview] 
Poster
None
Query Circuits: Explaining How Language Models Answer User Prompts
Tung-Yu Wu ⋅ Fazl Barez
[ OpenReview] 
Poster
None
No Global Plan in Sight: Uncover the Myopic Planning Horizon of LLMs
Liyan Xu ⋅ Mo Yu ⋅ Fandong Meng ⋅ Jie Zhou
[ OpenReview] 
Poster
None
Information dynamics and Memory in Neural Networks through Fisher Information Diffusion
Haodong Qin ⋅ Tatyana Sharpee
[ OpenReview] 
Poster
None
Exactly Computing do-Shapley Values
R. Teal Witter ⋅ Álvaro Parafita ⋅ Tomas Garriga ⋅ Maximilian Muschalik ⋅ Fabian Fumagalli ⋅ Axel Brando ⋅ Lucas Rosenblatt
[ OpenReview] 
Poster
None
General Analysis of LMO-based Optimizers: Beyond Bounded Variance
Egor Shulgin ⋅ Mohamed Awad ⋅ Peter Richtarik ⋅ Eduard Gorbunov
[ OpenReview] 
Poster
None
Probabilistic Robustness Certificates against Adversarial Attacks
Sara Taheri ⋅ Majid Zamani
[ OpenReview] 
Poster
None
Benchmarking and Enhancing VLM for Compressed Image Understanding
Zifu Zhang ⋅ Tongda Xu ⋅ Siqi Li ⋅ Shengxi Li ⋅ Yue Zhang ⋅ Mai Xu ⋅ Yan Wang
[ OpenReview] 
Poster
None
Contextualized Privacy Defense for LLM Agents
Yule Wen ⋅ Yanzhe Zhang ⋅ Jianxun Lian ⋅ Xiaoyuan Yi ⋅ Xing Xie ⋅ Diyi Yang
[ OpenReview] 
Poster
None
Self-Augmenting Retrieval for Diffusion Language Models
Paul Jünger ⋅ Justin Lovelace ⋅ Linxi Zhao ⋅ Dongyoung Go ⋅ Kilian Weinberger
[ OpenReview] 
Poster
None
Rethinking Thinking Tokens: LLMs as Improvement Operators
Lovish Madaan ⋅ Aniket Didolkar ⋅ Suchin Gururangan ⋅ John Quan ⋅ Ruan Silva ⋅ Russ Salakhutdinov ⋅ Manzil Zaheer ⋅ Sanjeev Arora ⋅ Anirudh Goyal
[ OpenReview] 
Poster
None
Semantic-Enriched Latent Visual Reasoning
Tianrun Xu ⋅ Yue Sun ⋅ Qixun Wang ⋅ Jingyi Lu ⋅ Yuan Wang ⋅ Tianren Zhang ⋅ Longteng Guo ⋅ Fengyun Rao ⋅ Jing LYU ⋅ Jing Liu ⋅ Feng Chen
[ OpenReview] 
Poster
None
DomED: Redesigning Ensemble Distillation for Domain Generalization
Ziang Song ⋅ Zhou Zhidan ⋅ Zijun Zhang
[ OpenReview] 
Poster
None
Intrinsic Credit Assignment for Long Horizon Interaction
Ilze Amanda Auzina ⋅ Joschka Strüber ⋅ Sergio Hernández-Gutiérrez ⋅ Shashwat Goel ⋅ Ameya Pandurang Prabhu ⋅ Matthias Bethge
[ OpenReview] 
Poster
None
Stabilizing Reinforcement Learning for Diffusion Language Models
Jianyuan Zhong ⋅ Wang Kaibo ⋅ Ding Ding ⋅ Zijin Feng ⋅ Haoli Bai ⋅ Yang Xiang ⋅ Jiacheng Sun ⋅ Qiang Xu
[ OpenReview] 
Poster
None
Proact-VL: A Proactive VideoLLM for Real-Time AI Companions
Weicai Yan ⋅ Yuhong Dai ⋅ Qi Ran ⋅ Haodong Li ⋅ Wang Lin ⋅ Hao Liao ⋅ Xing Xie ⋅ Tao Jin ⋅ Jianxun Lian
[ OpenReview] 
Poster
None
Approximate Nearest Neighbor Search for Modern AI: A Projection-Augmented Graph Approach
Kejing Lu ⋅ Zhenpeng Pan ⋅ Jianbin Qin ⋅ Yoshiharu Ishikawa ⋅ Chuan Xiao
[ OpenReview] 
Poster
None
Width Independent Bounds for the Local Lipschitz Constant of Deep Neural Networks at Random Initialization and after Lazy Training
Apostolos Evangelidis ⋅ Felix Krahmer
[ OpenReview] 
Poster
None
CLAM-Bench: Benchmarking LLM Agents for Library-Scale Cross-Architecture Migration
Weijia Li ⋅ KE GAO ⋅ Jiajie Li ⋅ Han Sun ⋅ Yuhe Ding ⋅ Yongdong Mai ⋅ Yiran Le ⋅ Yongjie Qian ⋅ Zhibin Zhang ⋅ Xinyu Wang ⋅ Limin Cheng ⋅ Shouxu Kuang ⋅ Pengfei Chen ⋅ Ling Li
[ OpenReview] 
Poster
None
EmWorld: Emotion World Model with Latent State Evolution for Scenario-Incremental Dynamic Facial Expression Recognition
ke Wang ⋅ Yuanyuan Liu ⋅ Kejun Liu ⋅ Yuyang Xia ⋅ Chang Tang ⋅ Yibing Zhan ⋅ Zhe Chen
[ OpenReview] 
Poster
None
Linear Bandits beyond Inner Product Spaces, the case of Bandit Optimal Transport
Lorenzo Croissant
[ OpenReview] 
Poster
None
TSP with predictions
Marek Elias ⋅ Fabrizio Grandoni ⋅ Adam Polak ⋅ Eleonora Vercesi
[ OpenReview] 
Poster
None
Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models
Julianna Piskorz ⋅ Cristina Pinneri ⋅ Alvaro Correia ⋅ Motasem Alfarra ⋅ Risheek Garrepalli ⋅ Christos Louizos
[ OpenReview] 
Poster
None
Can Microcanonical Langevin Dynamics Leverage Mini-Batch Gradient Noise?
Emanuel Sommer ⋅ Kangning Diao ⋅ Jakob Robnik ⋅ Uros Seljak ⋅ David Rügamer
[ OpenReview] 
Poster
None
Position: The Time for Sampling Is Now! Charting a New Course for Bayesian Deep Learning
Emanuel Sommer ⋅ David Rügamer
[ OpenReview] 
Poster
None
AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters
Hanjun Luo ⋅ Zhimu Huang ⋅ Sylvia Chung Yan Shan ⋅ Yiran Wang ⋅ Yingbin Jin ⋅ Jialin Li ⋅ Jiang Li ⋅ Xinfeng Li ⋅ Hanan Salam
[ OpenReview] 
Poster
None
GeoFlow: Geo-Aware Modeling of Inter-Area Relationships in OD Flow Prediction and Generation
Zherui Huang ⋅ Guanjie Zheng ⋅ Hao Xue ⋅ Linghe Kong
[ OpenReview] 
Poster
None
Position: Human-Centric Vision Requires Topological Generalization Beyond Fixed Skeletal Topologies
Heming Du ⋅ Jiaying Ying ⋅ Kaihao Zhang ⋅ Tianqing Zhu ⋅ Xin Yu
[ OpenReview] 
Poster
None
AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation
Haobo Li ⋅ Yanhong Zeng ⋅ Yunhong Lu ⋅ Jiapeng Zhu ⋅ Hao Ouyang ⋅ Qiuyu Wang ⋅ Ka Leong Cheng ⋅ Yujun Shen ⋅ Zhipeng Zhang
[ Slides]  [ OpenReview] 
Poster
None
Local Intrinsic Dimension of Representations Predicts Alignment and Generalization in AI Models and Human Brain
Junjie Yu ⋅ Wenxiao Ma ⋅ Chen Wei ⋅ Jianyu Zhang ⋅ Haotian Deng ⋅ Zihan Deng ⋅ Quanying Liu
[ OpenReview] 
Poster
None
CentaurEval: Benchmarking Human-in-the-Loop Value in Agentic Coding
Hanjun Luo ⋅ Chiming Ni ⋅ Jiaheng Wen ⋅ Zhimu Huang ⋅ Bingduo Liao ⋅ Yiran Wang ⋅ Sylvia Chung Yan Shan ⋅ Yingbin Jin ⋅ Jialin Li ⋅ Xinfeng Li ⋅ Wenyuan Xu ⋅ XiaoFeng Wang ⋅ Hanan Salam
[ OpenReview] 
Poster
None
Understanding Generalization from Embedding Dimension and Distributional Convergence
Junjie Yu ⋅ Zhuoli Ouyang ⋅ Haotian Deng ⋅ Chen Wei ⋅ Wenxiao Ma ⋅ Jianyu Zhang ⋅ Zihan Deng ⋅ Quanying Liu
[ OpenReview] 
Poster
None
Towards Optimal Robustness in Learning-Augmented Paging
Peng Chen ⋅ Hailiang Zhao ⋅ Xueyan Tang ⋅ Yixuan Wang ⋅ Shuiguang Deng
[ OpenReview] 
Poster
None
Doc-to-LoRA: Learning to Instantly Internalize Contexts
Rujikorn Charakorn ⋅ Edoardo Cetin ⋅ Shinnosuke Uesaka ⋅ Robert Lange
[ OpenReview] 
Poster
None
Code2Worlds: Empowering Coding LLMs for 4D World Generation
Yi Zhang ⋅ Yunshuang Wang ⋅ Zeyu Zhang ⋅ Hao Tang
[ OpenReview] 
Poster
None
Bayesian Gated Non-Negative Contrastive Learning
Peng Cui ⋅ Jiahao Zhang ⋅ Lijie Hu
[ OpenReview] 
Poster
None
World-Model Inspired Emotion-aware Token Refinement for Training-Free Multimodal Emotion Recognition
Kejun Liu ⋅ Yuanyuan Liu ⋅ ke Wang ⋅ Zhe Chen ⋅ Yibing Zhan ⋅ Wei Xiang ⋅ Hongyan Zhang
[ OpenReview] 
Poster
None
One-shot Conditional Sampling: MMD meets Nearest Neighbors
Anirban Chatterjee ⋅ Sayantan Choudhury ⋅ Rohan Hore
[ OpenReview] 
Poster
None
An Empirical Study of Memory Poisoning Defenses for LLM Agents
Qianshan Wei ⋅ Tengchao Yang ⋅ Yaochen Wang ⋅ Xinfeng Li ⋅ Lijun Li ⋅ Zhenfei Yin ⋅ Yi Zhan ⋅ Thorsten Holz ⋅ Zhiqiang Lin ⋅ XiaoFeng Wang
[ OpenReview] 
Poster
None
Tabero: Learning Gentle Manipulation with Closed-Loop Force Feedback from Vision, Touch, and Language
Qiwei Wu ⋅ Rui Zhang ⋅ Xin Xiang ⋅ Tao Li ⋅ Weihua Zhang ⋅ Junjie Lai ⋅ Renjing Xu
[ OpenReview] 
Poster
None
Reinforcement Learning from Human Feedback with Active Queries
Poster
None
SpaCeFormer: Space-Curve Transformer for Open-Vocabulary 3D Instance Segmentation without Proposals
Christopher Choy ⋅ Junha Lee ⋅ Chunghyun Park ⋅ Minsu Cho ⋅ Jan Kautz
[ OpenReview] 
Poster
None
VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems
Guowei Guan ⋅ Yurong Hao ⋅ Jiaming Zhang ⋅ Tiantong Wu ⋅ Fuyao Zhang ⋅ Tianxiang Chen ⋅ Longtao Huang ⋅ Cyril Leung ⋅ Wei Lim
[ OpenReview] 
Poster
None
STEP: Warm-Started Visuomotor Policies with Spatiotemporal Consistency Prediction
Jinhao Li ⋅ Yuxuan Cong ⋅ Yingqiao Wang ⋅ Hao Xia ⋅ Shan Huang ⋅ Yijia Zhang ⋅ Ningyi Xu ⋅ Guohao Dai
[ OpenReview] 
Poster
None
One Bias After Another: Mechanistic Reward Shaping and Persistent Biases in Language Reward Models
Daniel Fein ⋅ Max Lamparth ⋅ Violet Xiang ⋅ Mykel Kochenderfer ⋅ Nick Haber
[ OpenReview] 
Poster
None
Principled SVD-based Delta Compression via Quantization Error Minimization
Boya Xiong ⋅ Shuo Wang ⋅ Weifeng Ge ⋅ Guanhua CHEN ⋅ Yun Chen
[ OpenReview] 
Poster
None
PhysHanDI: Physics-Based Reconstruction of Hand-Deformable Object Interactions
Jihyun Lee ⋅ Changmin Lee ⋅ Donghwan Kim ⋅ Tae-Kyun Kim
[ OpenReview] 
Poster
None
Cello: A Universal Cell-wise Feature Aggregation framework for Reliable Pathology Images Analysis
Hengrui Lou ⋅ Weihan Li ⋅ Jiazhen Yang ⋅ Lingxiang Jia ⋅ Shengxuming Zhang ⋅ Linyun Zhou ⋅ Xiuming Zhang ⋅ Zhenyang Wang ⋅ Mingli Song ⋅ Zunlei Feng
[ Poster]  [ OpenReview] 
Poster
None
Semantic-Aware Motion Encoding for Topology-Agnostic Character Animation
Zongye Zhang ⋅ Yuzhuo Cui ⋅ Qingjie Liu ⋅ Yunhong Wang
[ OpenReview] 
Poster
None
Elign: Equivariant Diffusion Model Alignment from Foundational Machine Learned Force Fields
Yunyang Li ⋅ Lin Huang ⋅ Luojia Xia ⋅ Wenhe Zhang ⋅ Mark Gerstein
[ OpenReview] 
Poster
None
Neural Low-Discrepancy Sequences
Michael Van Huffel ⋅ Nathan Kirk ⋅ Makram Chahine ⋅ Daniela Rus ⋅ T. Konstantin Rusch
[ OpenReview] 
Poster
None
Rethinking the Trust Region in LLM Reinforcement Learning
Penghui Qi ⋅ Xiangxin Zhou ⋅ Zichen Liu ⋅ Tianyu Pang ⋅ Chao Du ⋅ Min Lin ⋅ Wee Sun Lee
[ OpenReview] 
Poster
None
Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation
Yangneng Chen ⋅ Jing Li
[ OpenReview] 
Poster
None
MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
Dulhan Jayalath ⋅ ʻŌiwi Parker Jones
[ Poster]  [ OpenReview] 
Poster
None
XDomainBench: Diagnosing Reasoning Collapse in High-Dimensional Scientific Knowledge Composition
Zhiren Gong ⋅ Tiantong Wu ⋅ Jiaming Zhang ⋅ Fuyao Zhang ⋅ CHE WANG ⋅ Yurong Hao ⋅ Yikun Hou ⋅ Foo Ping ⋅ Yilei Zhao ⋅ Fei Huang ⋅ Chau Yuen ⋅ Wei Lim
[ OpenReview] 
Poster
None
Monitorability as a Free Gift: How RLVR Spontaneously Aligns Reasoning
Zidi Xiong ⋅ Shan Chen ⋅ Himabindu Lakkaraju
[ OpenReview] 
Poster
None
AgentVocab: Structure-Aware Vocabulary Adaptation for Efficient LLM Agents
Kai Bian ⋅ Haosi Mo ⋅ Xuebo Liu ⋅ Shuangyong Song ⋅ Jing Li ⋅ Yongxiang Li ⋅ Min zhang ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Shapley Regularized Neural Granger Causality
Maolin Yang ⋅ Zhoufan Zhu ⋅ Yuanhe Tian ⋅ Kun Gao ⋅ MUYI LI
[ Poster]  [ OpenReview] 
Poster
None
Expanding the Chaos: Neural Operator for Stochastic (Partial) Differential Equations
Dai Shi ⋅ Lequan Lin ⋅ Andi Han ⋅ Luke Thompson ⋅ Jose Miguel Hernandez-Lobato ⋅ Zhiyong Wang ⋅ Junbin Gao
[ OpenReview] 
Poster
None
Secure Multi-agent Reinforcement Learning for Service Systems with Affinity and Byzantine Nodes: Stability Analysis and Protection Design
Yifan Jiang ⋅ Jiasheng Pan ⋅ Mengtian Li ⋅ Li Jin
[ OpenReview] 
Poster
None
From Parameter Dynamics to Risk Scoring: Quantifying Sample-Level Safety Degradation in LLM Fine-tuning
Xiao Wang ⋅ Yifei Zhang ⋅ Yongkang Liu ⋅ Xiaocui Yang ⋅ Zihan Wang ⋅ Shi Feng ⋅ Daling Wang
[ OpenReview] 
Poster
None
TapSampling: Inference-Time Sampling with a Task-Progress-Understanding Verifier for Robotic Manipulation
Sizhe Zhao ⋅ Shengping Zhang ⋅ Shuo Yang ⋅ Weiyu Zhao ⋅ Shuigen Wang ⋅ Xiangyang Ji
[ OpenReview] 
Poster
None
LLM-based Embeddings: Attention Values Encode Sentence Semantics Better Than Hidden States
Yeqin Zhang ⋅ Yunfei Wang ⋅ Jiaxuan Chen ⋅ Ke Qin ⋅ Yizheng Zhao ⋅ Cam-Tu Nguyen
[ OpenReview] 
Poster
None
SpecPL: Disentangling Spectral Granularity for Prompt Learning
Jingtao Zhou ⋅ Xirui Kang ⋅ feiyang huang ⋅ Lai Man Po
[ OpenReview] 
Poster
None
OmniFit: Bridging Modalities via Layer-Adaptive Token Compression for Omnimodal Large Language Models
Zining Wang ⋅ Zhihang Yuan ⋅ Yingjie Zhai ⋅ Wenshuo Li ⋅ Han Shu ⋅ Ruihao Gong ⋅ Jinyang Guo ⋅ Xianglong Liu
[ OpenReview] 
Poster
None
MultiPriv: Benchmarking Individual-Level Privacy Reasoning in Vision-Language Models
Xiongtao Sun ⋅ HUI LI ⋅ Jiaming Zhang ⋅ Yujie Yang ⋅ Kaili Liu ⋅ Ruxin Feng ⋅ Wen Tan ⋅ Wei Lim
[ OpenReview] 
Poster
None
RGMem: Renormalization Group–inspired Memory Evolution for Language Agents
Ao Tian ⋅ Yunfeng Lu ⋅ Xinxin Fan ⋅ Changhao Wang ⋅ Lanzhi Zhou ⋅ Yeyao Zhang ⋅ Yanfang Liu
[ OpenReview] 
Poster
None
DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
Changhao Wang ⋅ Yanfang Liu ⋅ Xinxin Fan ⋅ Lanzhi Zhou ⋅ Ao Tian ⋅ Yunfeng Lu
[ OpenReview] 
Poster
None
BAS: Bridging Adam and SignSGD for Memory-Efficient LLM Training
Yijie Zhou ⋅ Mingliang Zhang ⋅ Jiaqi Zhang ⋅ Xunliang Cai ⋅ Shi Pu
[ OpenReview] 
Poster
None
SubspacePath Pruner: Inference-time Pruning via Probe-based Representation–Parameter Coupling
Zhiren Gong ⋅ Yikun Hou ⋅ Fan Wu ⋅ CHE WANG ⋅ Fuyao Zhang ⋅ Tiantong Wu ⋅ Yurong Hao ⋅ Jiaming Zhang ⋅ Yiyang Duan ⋅ Tiantong Wang ⋅ Fei Huang ⋅ Chau Yuen ⋅ Wei Lim
[ OpenReview] 
Poster
None
KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
Xin Sun ⋅ Zhongqi Chen ⋅ Xing Zheng ⋅ Qiang Liu ⋅ Shu Wu ⋅ Bowen Song ⋅ Zilei Wang ⋅ Weiqiang Wang ⋅ Liang Wang
[ OpenReview] 
Poster
None
Physiology as Language: Translating Nocturnal Breathing to EEG
Kaiwen Zha ⋅ Chao Li ⋅ Hao He ⋅ Peng Cao ⋅ Tianhong Li ⋅ Ali Mirzazadeh ⋅ Ellen Zhang ⋅ Jong Lee ⋅ Yoon Kim ⋅ Dina Katabi
[ OpenReview] 
Poster
None
Multi-Head LatentMoE and Head Parallel: Communication-Efficient and Deterministic MoE Parallelism
Chenwei Cui ⋅ Rockwell Jackson ⋅ Benjamin Joseph Herrera ⋅ Ana Tarano ⋅ Hannah Kerner
[ OpenReview] 
Poster
None
Decoupling Skeleton and Flesh: Efficient Multimodal Table Reasoning with Disentangled Alignment and Structure-aware Guidance
Yingjie Zhu ⋅ Xuefeng Bai ⋅ Kehai Chen ⋅ Yang Xiang ⋅ Youcheng Pan ⋅ Xiaoqiang Zhou ⋅ Min zhang
[ OpenReview] 
Poster
None
Jailbreak Foundry: From Papers to Runnable Attacks for Reproducible Benchmarking
Zhicheng Fang ⋅ Jingjie Zheng ⋅ Chenxu Fu ⋅ Wei Xu
[ OpenReview] 
Poster
None
The Safety-Aware Denoiser for Text Diffusion Models
Amman Yusuf ⋅ Zhejun Jiang ⋅ Mi Jung Park
[ OpenReview] 
Poster
None
ProphetKV: User-Query-Driven Selective Recomputation for Efficient KV Cache Reuse in Retrieval-Augmented Generation
Shihao Wang ⋅ Jiahao Chen ⋅ Yanqi Pan ⋅ Hao Huang ⋅ Yichen Hao ⋅ Xiangyu Zou ⋅ Wen Xia ⋅ Chongyang Qiu ⋅ Wentao Zhang ⋅ PengFei Wang
[ OpenReview] 
Poster
None
Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification
Shaohao Rui ⋅ Kaitao Chen ⋅ Weijie Ma ⋅ Xiaosong Wang
[ OpenReview] 
Poster
None
Q-Tab: Quantized Tabular Data Generator
Julian Wustl ⋅ Philipp Haid ⋅ Yarema Okhrin ⋅ Claudius Schnörr
[ OpenReview] 
Poster
None
Sheaf Neural Networks on SPD Manifolds: Second-Order Geometric Representation Learning
Yuhan Peng ⋅ Junwen Dong ⋅ Yuzhi Zeng ⋅ Hao Li ⋅ Ce Ju ⋅ Huitao Feng ⋅ Diaaeldin Taha ⋅ Anna Wienhard ⋅ Kelin Xia
[ OpenReview] 
Poster
None
What Reward Structure Enables Efficient Sparse-Reward RL? A Proof-of-Concept with Policy-Aware Matrix Completion
Ibne Farabi Shihab ⋅ SANJEDA AKTER ⋅ Anuj Sharma
[ OpenReview] 
Poster
None
EvoMAS: Heuristics in the Loop—Evolving Smarter Agentic Workflows
Yangbo Wei ⋅ Zhen Huang ⋅ Ronghao Xu ⋅ Hong Wang ⋅ WEI XING
[ OpenReview] 
Poster
None
Metric–-Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
Jiayi Kong ⋅ Xuhui Chen ⋅ Chen Zong ⋅ Fei Hou ⋅ Junhui Hou ⋅ Wenping Wang ⋅ Ying He
[ OpenReview] 
Poster
None
Proximal Decoding: Provably Reducing Copyright Risk for Any Language Model
Jacqueline He ⋅ Jonathan Hayase ⋅ Scott Yih ⋅ Sewoong Oh ⋅ Luke Zettlemoyer ⋅ Pang Wei Koh
[ OpenReview] 
Poster
None
Compositional Generative Modeling from Decentralized Data
Mashrur M. Morshed ⋅ Vishnu Boddeti
[ OpenReview] 
Poster
None
Learning to Reason for Factuality
Xilun Chen ⋅ Ilia Kulikov ⋅ Vincent-Pierre Berges ⋅ Barlas Oğuz ⋅ Rulin Shao ⋅ Gargi Ghosh ⋅ Scott Yih
[ OpenReview] 
Poster
None
A Provable Expressiveness Hierarchy in Hybrid Linear-Full Attention
Xiaowei Ye ⋅ Xiaoyu He ⋅ Chao Liao ⋅ Chen Wu ⋅ Pinyan Lu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
A Risk Decomposition Framework for Pre-hoc Fine-tuning Prediction
Yuxiang Luo ⋅ Chen Wang ⋅ Nan Tang
[ OpenReview] 
Poster
None
TuneAhead: Predicting Fine-tuning Performance Before Training Begins
Yuxiang Luo ⋅ Haonan Long ⋅ Chen Wang ⋅ Qiqi Duan ⋅ Xiaotian Lin ⋅ Yanwei XU ⋅ Yuyu Luo ⋅ Weikai Yang ⋅ Nan Tang
[ OpenReview] 
Poster
None
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning
Zhepei Wei ⋅ Xiao Yang ⋅ Kai Sun ⋅ Jiaqi Wang ⋅ Rulin Shao ⋅ Jingxiang Chen ⋅ Mohammad Kachuee ⋅ Teja Gollapudi ⋅ Yiwei Liao ⋅ Nicolas SCHEFFER ⋅ Rakesh Wanga ⋅ Anuj Kumar ⋅ Yu Meng ⋅ Scott Yih ⋅ Xin Dong
[ OpenReview] 
Poster
None
Gradient Flow Dynamics and Implicit Bias of Diagonal Linear Networks under Infinitesimal Initialization
Jiajie Zhao ⋅ Jianxing Wang ⋅ Junjie Yang ⋅ Zhiwei Bai ⋅ Yaoyu Zhang
[ OpenReview] 
Poster
None
Towards Understanding Adam Convergence on Highly Degenerate Polynomials
Zhiwei Bai ⋅ Jiajie Zhao ⋅ Zhangchen Zhou ⋅ Zhi-Qin John Xu ⋅ Yaoyu Zhang
[ OpenReview] 
Poster
None
NITP: Next Implicit Token Prediction for LLM Pre-training
Xiangdong Zhang ⋅ Debing Zhang ⋅ Shaofeng Zhang ⋅ Xiaohan Qin ⋅ Yu Cheng ⋅ Junchi Yan
[ OpenReview] 
Poster
None
Adaptive Preconditioners Trigger Loss Spikes in Adam
Zhiwei Bai ⋅ Zhangchen Zhou ⋅ Jiajie Zhao ⋅ Xiaolong Li ⋅ Zhiyu li ⋅ Feiyu Xiong ⋅ Hongkang Yang ⋅ Yaoyu Zhang ⋅ Zhi-Qin John Xu
[ OpenReview] 
Poster
None
Hyperbolic Associative Memory Networks
Boliang Hao ⋅ Bailing Zhang ⋅ Fangyu Wu
[ OpenReview] 
Poster
None
One Tool Is Enough: Reinforcement Learning of LLM Agents for Repository-Level Code Navigation
Zhaoxi Zhang ⋅ Yitong Duan ⋅ Yanzhi Zhang ⋅ Yiming Xu ⋅ Zhixiang Wang ⋅ Kun Liang ⋅ Yang Li ⋅ Jiahui Liang ⋅ Deguo Xia ⋅ Jizhou Huang ⋅ Jiyan He ⋅ Shuxin Zheng ⋅ Yunfang Wu
[ OpenReview] 
Poster
None
Infinite-Precision Autoregressive Modeling for Vector Graphics and Layouts
Yeonsang Shin ⋅ Insoo Kim ⋅ Bongkeun Kim ⋅ Keonwoo Bae ⋅ Bohyung Han
[ OpenReview] 
Poster
None
Second-Order Bilevel Optimization with Accelerated Convergence Rates
Sheng Yang ⋅ Chengchang Liu ⋅ Lesi Chen ⋅ John C. S. Lui
[ Poster]  [ OpenReview] 
Poster
None
Show, Don't Tell: Morphing Latent Reasoning into Image Generation
Harold Haodong Chen ⋅ Xinxiang Yin ⋅ Wenjie Shu ⋅ Hongfei (Faye) Zhang ⋅ Zixin Zhang ⋅ Chenfei Liao ⋅ Litao Guo ⋅ Qifeng Chen ⋅ YINGCONG CHEN
[ OpenReview] 
Poster
None
Internalizing Safety Understanding in Large Reasoning Models via Verification
Yi Zhang ⋅ Yuxin Chen ⋅ Leheng Sheng ⋅ Dongcheng Zhang ⋅ Chaochao Lu ⋅ Xiang Wang ⋅ An Zhang
[ OpenReview] 
Poster
None
AGoQ: Activation and Gradient Quantization for Memory-Efficient Distributed Training of LLMs
WenXiang Lin ⋅ HuangJunTao ⋅ ZhangLuHan ⋅ Lilaiyi ⋅ Xiang Bao ⋅ mengyang zhang ⋅ BingWang Wang ⋅ Shaohuai Shi
[ OpenReview] 
Poster
None
Towards Understanding Generalization of Federated Adversarial Learning: Perspective of Algorithmic Stability
Yongkang Yang ⋅ Chang Cao ⋅ Ke Zhang ⋅ Han Li ⋅ Hong Chen ⋅ Rushi Lan
[ OpenReview] 
Poster
None
Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding?
Jiaqi Tang ⋅ Jianmin Chen ⋅ Youyang Zhai ⋅ Wei Wei ⋅ Runtao Liu ⋅ Mengjie Zhao ⋅ Xiangyu Wu ⋅ Qingfa Xiao ⋅ Qifeng Chen
[ OpenReview] 
Poster
None
COLLIE: Guiding Skill Discovery in Semantically Coherent Latent Space
Yao Luan ⋅ Ni Mu ⋅ Hanfei Ge ⋅ Yiqin Yang ⋅ Bo XU ⋅ Qing-Shan Jia
[ OpenReview] 
Poster
None
Delayed Momentum Aggregation: Communication-efficient Byzantine-robust Federated Learning with Partial Participation
Kaoru Otsuka ⋅ Yuki Takezawa ⋅ Makoto Yamada
[ OpenReview] 
Poster
None
MedCRP-CL: Continual Medical Image Segmentation via Bayesian Nonparametric Semantic Modality Discovery
Ziyuan Gao
[ OpenReview] 
Poster
None
FoeGlass: When Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors
Sepehr Dehdashtian ⋅ Jacob Seidman ⋅ Vishnu Boddeti ⋅ Gaurav Bharaj
[ OpenReview] 
Poster
None
Uncertainty-Constrained Trustworthiness for Graph Learning
Chunhui Zhang ⋅ Pengqi Li ⋅ Lizhong Ding ⋅ Peng Yang ⋅ Changsheng Li ⋅ Ye Yuan ⋅ Guoren Wang
[ OpenReview] 
Poster
None
From Blind Spots to Gains: Diagnostic-Driven Iterative Training for Large Multimodal Models
Hongrui Jia ⋅ Chaoya Jiang ⋅ Yongrui Heng ⋅ Shikun Zhang ⋅ Wei Ye
[ OpenReview] 
Poster
None
Video-BCI: Bayesian Cognitive Integration of Self-Prior Hypotheses for Video Understanding
Xing Xi ⋅ Yu Qiu ⋅ Ronghua Luo ⋅ Peixian Chen ⋅ peilin tong ⋅ Jiahao Liang
[ OpenReview] 
Poster
None
What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?
Weizheng Gu ⋅ Chengze Li ⋅ Zhuohao Yu ⋅ Mengyuan Sun ⋅ Zhibang Yang ⋅ Wei Wang ⋅ Hongrui Jia ⋅ Shikun Zhang ⋅ Wei Ye
[ OpenReview] 
Poster
None
FlexiFlow: decomposable flow matching for generation of flexible molecular ensemble
Riccardo Tedoldi ⋅ Ola Engkvist ⋅ Patrick Bryant ⋅ Hossein Azizpour ⋅ Jon Paul Janet ⋅ Alessandro Tibo
[ OpenReview] 
Poster
None
Spiked-CFR: Causal Representation Learning from LLMs via Wasserstein Projection Pursuit
Fan Wang ⋅ Hengyu Yue ⋅ Yu Bowen ⋅ Weiming Liu ⋅ Zongxin Yang ⋅ Xuyun Zhang ⋅ Xiaolin Zheng ⋅ Chaochao Chen ⋅ Shuiguang Deng
[ OpenReview] 
Poster
None
CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement
Hong Qian ⋅ Yuanhao Liu ⋅ Zihan Zhou ⋅ Zongbao Zhang ⋅ Hanjie Ge ⋅ Haotian Shi ⋅ Liang Dou ⋅ Xiangfeng Wang ⋅ Jing-Wen Yang ⋅ Aimin Zhou
[ OpenReview] 
Poster
None
Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion
Jaejun Lee ⋅ Seheon Kim ⋅ Joyce Whang
[ OpenReview] 
Poster
None
Preference-Calibrated Optimization with Score-Level Distribution Alignment for Text-to-Image Diffusion Model Unlearning
Xiuyuan Wang ⋅ Weiming Liu ⋅ Hongyu Cai ⋅ Xin Gao ⋅ Fan Wang ⋅ Chaochao Chen ⋅ Xiaolin Zheng
[ OpenReview] 
Poster
None
Balancing Understanding and Generation in Discrete Diffusion Models
Yue Liu ⋅ Yuzhong Zhao ⋅ Zheyong Xie ⋅ Qixiang Ye ⋅ Jianbin Jiao ⋅ Yao Hu ⋅ Shaosheng Cao ⋅ Liu
[ OpenReview] 
Poster
None
What Makes Synthetic Data Effective in Image Segmentation
Jinjin Zhang ⋅ Xiefan Guo ⋅ Yizhou jin ⋅ Nan Zhou ⋅ Di Huang
[ Poster]  [ OpenReview] 
Poster
None
Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training
Wenzhi Fang ⋅ Dong-Jun Han ⋅ Liangqi Yuan ⋅ Evan Chen ⋅ Christopher G. Brinton
[ Slides]  [ OpenReview] 
Poster
None
PDAgent: An LLM-Driven Autonomous Agent Framework Towards *In Silico* Protein Design via Directed Mutation
Song Ouyang ⋅ Zhijie Dong ⋅ Yong Luo ⋅ Kehua Su ⋅ Huangxuan Zhao ⋅ Miaojing Shi ⋅ Bo Du
[ OpenReview] 
Poster
None
GR-LoRA: Gradient-Recycling Low-Rank Adaptation for Class-Incremental Learning
Yipeng Lin ⋅ Fengqiang Wan ⋅ Yang Yang
[ OpenReview] 
Poster
None
Approximating f -Divergences with Rank Statistics
Viktor Stein ⋅ José de Frutos
[ OpenReview] 
Poster
None
Fault Tolerant Multi-Agent Learning with Adversarial Budget Constraints
David Mguni ⋅ Yaqi Sun ⋅ Haojun Chen ⋅ Wanrong Yang ⋅ Amir Darabi ⋅ Larry Orimoloye ⋅ Yaodong Yang
[ OpenReview] 
Poster
None
Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO
Yunze Tong ⋅ Mushui Liu ⋅ Canyu Zhao ⋅ Wanggui He ⋅ Shiyi Zhang ⋅ Peng Zhang ⋅ Hongwei Zhang ⋅ Jinlong Liu ⋅ Hao Jiang
[ OpenReview] 
Poster
None
Easier to Judge than to Find: Predicting In-Context Learning Success for Demonstration Selection
Haochun Wang ⋅ Chaofen Yang ⋅ Jiatong Liu ⋅ Jingbo Wang ⋅ Zewen Qiang ⋅ Sendong Zhao ⋅ Ting Liu ⋅ Bing Qin
[ OpenReview] 
Poster
None
MOOSE-Star: Unlocking Tractable Training for Scientific Discovery by Breaking the Complexity Barrier
Zonglin Yang ⋅ Lidong Bing
[ OpenReview] 
Poster
None
Attention Sinks as Internal Signals for Hallucination Detection in Large Language Models
Jakub Binkowski ⋅ Kamil Adamczewski ⋅ Tomasz Kajdanowicz
[ OpenReview] 
Poster
None
A Geometry-Based View of Mahalanobis OOD Detection
Denis Janiak ⋅ Jakub Binkowski ⋅ Tomasz Kajdanowicz
[ OpenReview] 
Poster
None
Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
Zecheng Tang ⋅ Quantong Qiu ⋅ Yi Yang ⋅ Zhiyi Hong ⋅ Haiya Xiang ⋅ Kebin Liu ⋅ Qingqing Dang ⋅ Juntao Li ⋅ Min zhang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Search or Accelerate: Confidence-Switched Position Beam Search for Diffusion Language Models
Mingyu Cao ⋅ Alvaro Correia ⋅ Christos Louizos ⋅ Shiwei Liu ⋅ Lu Yin
[ OpenReview] 
Poster
None
Optimal Domain-Aware Privacy Mechanisms for Synthetic Data Generation
Sajani Vithana ⋅ Sangwon Jung ⋅ Haoyang Hu ⋅ Viveck Cadambe ⋅ Flavio Calmon ⋅ Haewon Jeong
[ OpenReview] 
Poster
None
Training-Free Adversarial Robustness in Deep Learning MRI Reconstruction
Mahdi Saberi ⋅ Chi Zhang ⋅ Mehmet Akcakaya
[ OpenReview] 
Poster
None
Can I Have Your Order? Monte-Carlo Tree Search for Slot Filling Ordering in Diffusion Language Models
Joshua Ong ⋅ Yu Zhao ⋅ Mihaela C. Stoian ⋅ Wenda Li ⋅ Shay Cohen ⋅ Eleonora Giunchiglia
[ OpenReview] 
Poster
None
Rethinking the Reranker: Boundary-Aware Evidence Selection for Robust Retrieval-Augmented Generation
Jiashuo Sun ⋅ Pengcheng Jiang ⋅ Saizhuo Wang ⋅ Jiajun Fan ⋅ Heng Wang ⋅ Siru Ouyang ⋅ Ming Zhong ⋅ Yizhu Jiao ⋅ Chengsong Huang ⋅ Xueqiang Xu ⋅ Pengrui Han ⋅ Peiran Li ⋅ Jiaxin Huang ⋅ Ge Liu ⋅ Heng Ji ⋅ Jiawei Han
[ Slides]  [ OpenReview] 
Poster
None
Scaling Continual Learning with Bi-Level Routing Mixture-of-Experts
Meng Lou ⋅ Yunxiang Fu ⋅ Yizhou Yu
[ OpenReview] 
Poster
None
Reward Redistribution for CVaR MDPs using a Bellman Operator on L-infinity
Aneri Muni ⋅ Vincent Taboga ⋅ Esther Derman ⋅ Pierre-Luc Bacon ⋅ Erick Delage
[ OpenReview] 
Poster
None
Functional building blocks of neural networks: from network motifs to collective dynamics
Jian Zhang ⋅ Yue Sun ⋅ Wangzi Yao ⋅ Tielin Zhang
[ OpenReview] 
Poster
None
APE-Bench: Evaluating Automated Proof Engineering for Formal Math Libraries
Huajian Xin ⋅ Zheng Yuan ⋅ Jacques Fleuriot ⋅ Wenda Li
[ OpenReview] 
Poster
None
Numina-Lean-Agent: An Open and General Agentic Reasoning System for Formal Mathematics
Junqi Liu ⋅ Zihao Zhou ⋅ Zekai Zhu ⋅ Marco Dos Santos ⋅ Weikun He ⋅ jiawei liu ⋅ Yunzhou Xie ⋅ Junqiao Zhao ⋅ Qiufeng Wang ⋅ Lihong Zhi ⋅ Jia LI ⋅ Wenda Li
[ OpenReview] 
Poster
None
Beyond Temperature: Hyperfitting as a Late-Stage Geometric Expansion
Meimingwei Li ⋅ Yuanhao Ding ⋅ Esteban Garces Arias ⋅ Christian Heumann
[ OpenReview] 
Poster
None
Revisiting Distribution Correction Estimation for Offline Imitation Learning with Suboptimal Dataset
Quang Anh PHAM ⋅ Tien Mai ⋅ Akshat Kumar
[ OpenReview] 
Poster
None
Romberg-Extrapolated Zeroth-Order Gradient Estimator: Higher-Order Bias Reduction with Preserved Leading Directional Variance
Hongcheng Dong ⋅ Wenqiang Pu ⋅ Licheng Zhao ⋅ Rui Zhou ⋅ Feng Yin
[ OpenReview] 
Poster
None
Monotonic Variational Gaussian Process for Efficient Data Collection
Donghyun Lee ⋅ Young Ko
[ OpenReview] 
Poster
None
Rethinking 1-bit Optimization Leveraging Pre-trained Large Language Models
Zhijun Tu ⋅ Hanting Chen ⋅ Jian Li ⋅ Yuanyuan Xi ⋅ Siqi Liu ⋅ Chuanjian Liu ⋅ Jie Hu ⋅ Yunhe Wang
[ OpenReview] 
Poster
None
TurboGS: Accelerating 3D Gaussian Splatting via Error-Guided Sparse Pixel Sampling and Optimization
Zheng Dong ⋅ Daifei Qiu ⋅ Pinxuan Dai ⋅ Ke Xu ⋅ Jiamin Xu ⋅ Lili He ⋅ Rynson Lau ⋅ Weiwei Xu
[ OpenReview] 
Poster
None
Reasoning-preserved Efficient Distillation of Large Language Models via Activation-aware Initialization
Junlin He ⋅ Yihong Tang ⋅ Tong Nie ⋅ Guilong Li ⋅ Binyu Yang ⋅ Jinxiao Du ⋅ Lijun Sun ⋅ Wei Ma
[ Poster]  [ OpenReview] 
Poster
None
ProMiSE: Protein Multi-state Structure Evaluation Benchmark in Biological Contexts
Bonjae Ku ⋅ Seeun Kim ⋅ Yubeen Kim ⋅ Hahnbeom Park ⋅ Chaok Seok
[ OpenReview] 
Poster
None
Depth over Fidelity in Fixed-Budget Noisy Evolution Strategies
Sichen Wang ⋅ Zhipeng Lu
[ OpenReview] 
Poster
None
ChaosNexus: A Foundation Model for ODE-based Chaotic System Forecasting with Hierarchical Multi-scale Awareness
Chang Liu ⋅ Bohao Zhao ⋅ Ding ⋅ Yong Li
[ OpenReview] 
Poster
None
Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
Mohammad Haddadnia ⋅ Yuvan Chali ⋅ Abhilash Jayaraj ⋅ Constance Kraay ⋅ Joana Reis ⋅ Felix Strieth-Kalthoff ⋅ Haribabu Arthanari
[ OpenReview] 
Poster
None
What If We Allocate Test-Time Compute Adaptively?
Ahsan Bilal ⋅ Muhammad Ahmed Mohsin ⋅ Muhammad Umer ⋅ Ali Subhan ⋅ Hassan Rizwan ⋅ Ayesha Mohsin ⋅ Dean Hougen
[ OpenReview] 
Poster
None
Monitoring LLM-based Multi-Agent Systems Against Corruptions via Node Evaluation
Chengcan Wu ⋅ Zhixin Zhang ⋅ Mingqian Xu ⋅ Zeming Wei ⋅ Meng Sun
[ OpenReview] 
Poster
None
Active Attacks: Red-teaming LLMs via Adaptive Environments
Taeyoung Yun ⋅ Pierre-Luc St-Charles ⋅ Jinkyoo Park ⋅ Yoshua Bengio ⋅ Minsu Kim
[ OpenReview] 
Poster
None
A Theoretical Framework for Modular Learning of Robust Generative Models
Corinna Cortes ⋅ Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview] 
Poster
None
Bimodal masked language modeling for bulk RNA-seq and DNA methylation representation learning
Maxence Gélard ⋅ Hakim Benkirane ⋅ Thomas Pierrot ⋅ Guillaume Richard ⋅ Paul-Henry Cournède
[ OpenReview] 
Poster
None
RADIO1D: Elastic Representations for Condensed Vision Modeling
Greg Heinrich ⋅ Mike Ranzinger ⋅ Collin McCarthy ⋅ Natan Bagrov ⋅ Eugene Khvedchenya ⋅ Bryan Catanzaro ⋅ Jan Kautz ⋅ Andrew Tao ⋅ Pavlo Molchanov
[ OpenReview] 
Poster
None
Knowing the Unknown: Interpretable Open-World Object Detection via Concept Decomposition Model
Xueqiang Lv ⋅ Shizhou Zhang ⋅ Yinghui Xing ⋅ di xu ⋅ Peng Wang ⋅ Yanning Zhang
[ OpenReview] 
Poster
None
Instance-Specific Approximation Ratios for Correlation Clustering and Max-Cut
Sebastian Lüderssen ⋅ Ioana-Oriana Bercea ⋅ Stefan Neumann
[ OpenReview] 
Poster
None
Stabilizing the Q-Gradient Field for Policy Smoothness in Actor-Critic Methods
Jeong Woon Lee ⋅ Kyoleen Kwak ⋅ Daeho Kim ⋅ Hyoseok Hwang
[ OpenReview] 
Poster
None
Addressing Instrument-Outcome Confounding in Mendelian Randomization through Representation Learning
Shimeng Huang ⋅ Matthew Robinson ⋅ Francesco Locatello
[ OpenReview] 
Poster
None
FedRot-LoRA: Mitigating Rotational Misalignment in Federated LoRA
Haoran Zhang ⋅ Dongjun Kim ⋅ Seohyeon Cha ⋅ Haris Vikalo
[ OpenReview] 
Poster
None
Schur-A*: Layer-wise Optimal Expert Pruning for Sparse MoEs via Schur-Complement Guided A* Search
Zheng Chen ⋅ Weifeng Yang ⋅ Jianxiao Tang ⋅ Buhui Yao
[ OpenReview] 
Poster
None
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
Yinghui Xing ⋅ Donghao Chu ⋅ Shizhou Zhang ⋅ di xu
[ OpenReview] 
Poster
None
Learning Disentangled Multi-Agent World Model for Decentralized Control
Di Xue ⋅ Jing Jiang ⋅ Zhang ⋅ Wenhao Guo ⋅ lei yuan ⋅ Zongzhang Zhang ⋅ Yang Yu
[ OpenReview] 
Poster
None
Position: Graph Condensation Needs a Reset—Move Beyond Full-dataset Training and Model-Dependence
Mridul Gupta ⋅ Samyak Jain ⋅ Vansh Ramani ⋅ HARIPRASAD KODAMANA ⋅ Sayan Ranu
[ OpenReview] 
Poster
None
Bio-Inspired Self-Supervised Learning for Wrist-worn IMU Signals
Prithviraj Tarale ⋅ Kiet Chu ⋅ Abhishek Varghese ⋅ Kai-Chun Liu ⋅ Maxwell Xu ⋅ Mohit Iyyer ⋅ Sunghoon Lee
[ OpenReview] 
Poster
None
Reparameterization Proximal Policy Optimization
Hai Zhong ⋅ Xun Wang ⋅ Zhuoran Li ⋅ Longbo Huang
[ OpenReview] 
Poster
None
Scalable Sampling via Generalized Fixed-Point Diffusion Matching
Denis Blessing ⋅ Lorenz Richter ⋅ Julius Berner ⋅ Egor Malitskiy ⋅ Gerhard Neumann
[ OpenReview] 
Poster
None
Neural Concept Verifier: Scaling Prover-Verifier Games via Concept Encodings
Berkant Turan ⋅ Suhrab Asadulla ⋅ David Steinmann ⋅ Kristian Kersting ⋅ Wolfgang Stammer ⋅ Sebastian Pokutta
[ OpenReview] 
Poster
None
Preserve-Then-Quantize: Balancing Rank Budgets for Quantization Error Reconstruction in LLMs
Yoonjun Cho ⋅ Dongjae Jeon ⋅ Soeun Kim ⋅ Moongyu Jeon ⋅ Albert No
[ OpenReview] 
Poster
None
Alterbute: Editing Intrinsic Attributes of Objects in Images
Tal Reiss ⋅ Daniel Winter ⋅ Matan Cohen ⋅ Alex Rav-Acha ⋅ Yael Pritch ⋅ Ariel Shamir ⋅ Yedid Hoshen
[ Poster]  [ OpenReview] 
Poster
None
Sampling from Your Language Model One Byte at a Time
Jonathan Hayase ⋅ Alisa Liu ⋅ Noah Smith ⋅ Sewoong Oh
[ OpenReview] 
Poster
None
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs
Sora Miyamoto ⋅ Daisuke Oba ⋅ Naoaki Okazaki
[ OpenReview] 
Poster
None
Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation
Zhaoyang Liu ⋅ Mokai Pan ⋅ Zhongyi Wang ⋅ Kaizhen Zhu ⋅ Haotao Lu ⋅ Haipeng Zhang ⋅ Jingya Wang ⋅ Ye Shi
[ OpenReview] 
Poster
None
ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Face Recognition
Parsa Rahimi ⋅ Sébastien Marcel
[ OpenReview] 
Poster
None
Position: Genomic Model Research Must Move Beyond Anecdotal Evaluation of Interpretability Methods
Shasha Zhou ⋅ Mingyu Huang ⋅ Ke Li
[ OpenReview] 
Poster
None
Questioning the Coverage-Length Metric in Conformal Prediction: When Shorter Intervals Are Not Better
Yizhou Min ⋅ Yizhou Lu ⋅ Lanqi Li ⋅ Zhen Zhang ⋅ Jiaye Teng
[ OpenReview] 
Poster
None
Spectral–Spatial Mixing with Morphology-Aware Adaptive Loss for Medical Image Segmentation.
Sanaullah Chowdhury ⋅ Lameya Sabrin
[ OpenReview] 
Poster
None
DeCoDe: Decoupling Binding Position and Molecular Conformation in 3D Ligand Diffusion for Structure-Based Drug Design
Julong Yang ⋅ Wen Huang ⋅ Junhui Chen ⋅ Jian Peng
[ OpenReview] 
Poster
None
RedDebate: Safer Responses Through Multi-Agent Red Teaming Debates
Ali Asad ⋅ Stephen Obadinma ⋅ Radin Shayanfar ⋅ Xiaodan Zhu
[ OpenReview] 
Poster
None
Learning Gaussian Graphical Models from a Glauber Trajectory Without Mixing
Eric Shen ⋅ Tony Wu ⋅ Mahbod Majid ⋅ Ankur Moitra
[ OpenReview] 
Poster
None
DualOptim+: Bridging Shared and Decoupled Optimizer States for Better Machine Unlearning in Large Language Models
Xuyang Zhong ⋅ Qizhang Li ⋅ Yiwen Guo ⋅ Chen Liu
[ OpenReview] 
Poster
None
Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
Katherine Lambert ⋅ Sasha Luccioni
[ Slides]  [ OpenReview] 
Poster
None
OcclusionFormer: Arranging Z-Order for Layout-Grounded Image Generation
Ziye Li ⋅ Henghui Ding
[ OpenReview] 
Poster
None
Dual-View Predictive Diffusion: Lightweight Speech Enhancement via Spectrogram-Image Synergy
Ke Xue ⋅ Rongfei Fan ⋅ Kai Li ⋅ Shanping Yu ⋅ Puning Zhao ⋅ Jianping An
[ Poster]  [ OpenReview] 
Poster
None
Reranker Helps, but Not Enough: Towards Strong Poisoning Attacks Against Retrieval-Augmented Generation
Xiaokun Yang ⋅ Yesheng Liu ⋅ Xin Xiong ⋅ Jian Liang ⋅ Ran He ⋅ Tieniu Tan
[ OpenReview] 
Poster
None
How can embedding models bind concepts?
Arnas Uselis ⋅ Darina Koishigarina ⋅ Seong Joon Oh
[ OpenReview] 
Poster
None
MoVie: Multimodal Video Compression with Text Guidance
Jiaqi Hu ⋅ Haoji Hu ⋅ Heming Sun ⋅ Lianrui Mu
[ OpenReview] 
Poster
None
VBA: Vector Bundle Attention for Intrinsically Geometric Representation Learning
Shenglei Fang ⋅ Xianfang Sun ⋅ You Zhou
[ OpenReview] 
Poster
None
APEX: Approximate-but-exhaustive search for ultra-large combinatorial synthesis libraries
Aryan Pedawi ⋅ Jordi Silvestre-Ryan ⋅ Bradley Worley ⋅ Darren Hsu ⋅ Kushal Shah ⋅ Elias Stehle ⋅ Jingrong Zhang ⋅ Izhar Wallach
[ OpenReview] 
Poster
None
Geometry-Aware Image Flow Matching
Junho Lee ⋅ Kwanseok Kim ⋅ Joonseok Lee
[ OpenReview] 
Poster
None
SC$^{2}$-WM: A Self-Correcting World Model with Closed-Loop Feedback for Vision-and-Language Navigation in Continuous Environments
Xuan Yao ⋅ Yuze Zhu ⋅ JUNYU GAO ⋅ Zongmeng Wang ⋅ Changsheng Xu
[ Poster]  [ OpenReview] 
Poster
None
AGZO: Activation-Guided Zeroth-Order Optimization for LLM Fine-Tuning
Wei LIN ⋅ Yining Jiang ⋅ Qingyu Song ⋅ Qiao Xiang ⋅ Hong Xu
[ OpenReview] 
Poster
None
Diversity Over Frequency: Rethinking Tool Use in Visual Chain-of-Thought Agents
Dong-Hee Kim ⋅ Reuben Tan ⋅ DONGHYUN KIM
[ OpenReview] 
Poster
None
Letting Trajectories Spread: Quality-Preserving Control for Diverse Flow Matching
Jingxuan Wu ⋅ Zhenglin Wan ⋅ Xingrui Yu ⋅ Yuzhe YANG ⋅ Bo An ⋅ Ivor Tsang ⋅ Yang You
[ OpenReview] 
Poster
None
Allocating Variance to Maximize Expectation
Renato Leme ⋅ Clifford Stein ⋅ Yifeng Teng ⋅ Pratik Worah
[ OpenReview] 
Poster
None
Uni-DocRobust: Universal Plug-and-Play Robustness Enhancement for Multi-modal LLMs via Feature Restoration
Yuxuan Zhou ⋅ Baole ⋅ Xingjian Hu ⋅ Haowei Chen ⋅ Yu Li ⋅ Xingyue Lin ⋅ Liangcai Gao ⋅ Zhi Tang
[ OpenReview] 
Poster
None
Depth-Progressive Monotonic Learning without Backpropagation
Chenhao Ye ⋅ Rongguang Ye ⋅ Yuchao Zhang ⋅ Ming Tang
[ OpenReview] 
Poster
None
SpeedCP: Fast Kernel-based Conditional Conformal Prediction
Yating Liu ⋅ Yeo Jin Jung ⋅ Zixuan Wu ⋅ So Won Jeong ⋅ Claire Donnat
[ OpenReview] 
Poster
None
Sparse Regression with $\ell_0$ Constraints for $\alpha$-Mixing Time Series: Algorithms and Guarantees
Ruoxin Yuan ⋅ Lijun Ding
[ OpenReview] 
Poster
None
Periodic Bayesian Flow Networks with Additive Accuracy
Peijia Lin ⋅ Zihan Zhang ⋅ zhangrui zhao ⋅ Shaohao Rui ⋅ Junyi An ⋅ Yun-Fei Shi ⋅ Fenglei Cao ⋅ Weijie Ma ⋅ Yutong Lu
[ OpenReview] 
Poster
None
On Group Relative Policy Optimization Collapse in Agent Search: The Lazy Likelihood-Displacement
wenlong deng ⋅ Yushu Li ⋅ Boying Gong ⋅ YI REN ⋅ Christos Thrampoulidis ⋅ Xiaoxiao Li
[ OpenReview] 
Poster
None
On the Convergence Rate of LoRA Gradient Descent
Siqiao Mu ⋅ Diego Klabjan
[ OpenReview] 
Poster
None
When RAG Hurts: Diagnosing and Mitigating Attention Distraction in Retrieval-Augmented LVLMs
Beidi Zhao ⋅ wenlong deng ⋅ Xinting Liao ⋅ Yushu Li ⋅ Nazim Shaikh ⋅ Yao Nie ⋅ Xiaoxiao Li
[ OpenReview] 
Poster
None
Position: LLMs Should Incorporate Explicit Mechanisms for Human Empathy
Xiaoxing You ⋅ Qiang Huang ⋅ Jun Yu
[ OpenReview] 
Poster
None
iGRPO: Fast Online RL for Flow Matching Model with Dense Reward
Sucheng Ren ⋅ Chen Chen ⋅ Zhenbang Wang ⋅ Liangchen Song ⋅ Xiangxin Zhu ⋅ Yinfei Yang ⋅ Jiasen Lu
[ OpenReview] 
Poster
None
Introspection Adapters: Training LLMs to Report Their Learned Behaviors
Keshav Shenoy ⋅ Li Yang ⋅ Abhay Sheshadri ⋅ Jack Lindsey ⋅ Samuel Marks ⋅ Rowan Wang
[ OpenReview] 
Poster
None
Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior
Xiang Li ⋅ Dianbo Liu ⋅ Kenji Kawaguchi
[ OpenReview] 
Poster
None
Evaluating Object-Centric Models beyond Object Discovery
Krishnakant Singh ⋅ Simone Schaub-Meyer ⋅ Stefan Roth
[ OpenReview] 
Poster
None
Dyn-VPP: Video Prediction Policy Optimization for Improved Visual Dynamics
Zirui Ge ⋅ Pengxiang Ding ⋅ Yemin Wang ⋅ BaoHuaYin ⋅ Qishen Wang ⋅ Zhiyong Xie ⋅ Hengtao Li ⋅ Runze Suo ⋅ Wenxuan Song ⋅ Han Zhao ⋅ Shangke Lyu ⋅ Haoang Li ⋅ RAN CHENG ⋅ Cheng Chi ⋅ Hui-Bin Ge ⋅ Yaozhi Luo ⋅ Donglin Wang
[ OpenReview] 
Poster
None
LiftQuant: Continuous Bit-Width Control for Pareto-Optimal LLM Deployment
Liulu He ⋅ Xuan Ang Liu ⋅ Juntao Liu ⋅ Taolue Feng ⋅ Ting Lu ⋅ Chunsheng Gan ⋅ ZHIYV PENG ⋅ Yuan Du ⋅ Li Du ⋅ Huanrui Yang ⋅ Yijiang Liu
[ OpenReview] 
Poster
None
SAGE: A Dataflow-Native Framework for Modular, Controllable, and Transparent LLM-Augmented Reasoning
Jun Liu ⋅ Peilin Liu ⋅ Ruicheng Zhang ⋅ Senlei Zhang ⋅ Yanbo Chen ⋅ Ziao Wang ⋅ Jinyun Yang ⋅ mingqi wang ⋅ Shuhao Zhang ⋅ Xiaofei Liao ⋅ Hai Jin
[ OpenReview] 
Poster
None
LILO: Bayesian Optimization with Natural Language Feedback
Katarzyna Kobalczyk ⋅ Zhiyuan Jerry Lin ⋅ Benjamin Letham ⋅ Zhuokai Zhao ⋅ Maximilian Balandat ⋅ Eytan Bakshy
[ OpenReview] 
Poster
None
Uncovering Bias Mechanisms in Observational Studies
Ilker Demirel ⋅ Zeshan Hussain ⋅ Piersilvio De Bartolomeis ⋅ David Sontag
[ OpenReview] 
Poster
None
Test-Time Learning of Causal Structure from Interventional Data
Wei Chen ⋅ Rui Ding ⋅ Huang Bojun ⋅ Yuxuan Liang ⋅ Yang Zhang ⋅ Qiang Fu ⋅ Shi Han ⋅ Dongmei Zhang
[ Poster]  [ OpenReview] 
Poster
None
From Inpainting to Editing: Unlocking Robust Mask-Free Visual Dubbing via Generative Bootstrapping
Xu He ⋅ Haoxian Zhang ⋅ Hejia Chen ⋅ Changyuan Zheng ⋅ Liyang Chen ⋅ Songlin Tang ⋅ Jiehui Huang ⋅ Xiaoqiang Liu ⋅ Pengfei Wan ⋅ Zhiyong Wu
[ OpenReview] 
Poster
None
Concept Concentration for Faithful Representation Intervention
Hongzheng Yang ⋅ Yongqiang Chen ⋅ Zeyu Qin ⋅ Tongliang Liu ⋅ Chaowei Xiao ⋅ Kun Zhang ⋅ Bo Han
[ OpenReview] 
Poster
None
Dimensionality Reduction with Point-distributions Similarity Invariant
Hang Zhang ⋅ Kai Ming Ting
[ Poster]  [ OpenReview] 
Poster
None
The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
Christina Lu ⋅ Jack Gallagher ⋅ Jonathan Michala ⋅ Kyle Fish ⋅ Jack Lindsey
[ OpenReview] 
Poster
None
PRISM: Training-Free Video Anomaly Detection via Intrinsic Statistical Modeling
YUANTONG CHEN ⋅ Zhengyan Ding ⋅ YanFeng Shang
[ OpenReview] 
Poster
None
Mitigating Premature Exploitation in Particle-based Monte Carlo for Inference-Time Scaling
Giorgio Giannone ⋅ Guangxuan Xu ⋅ Nikhil Nayak ⋅ Rohan Awhad ⋅ Shivchander Sudalairaj ⋅ Kai Xu ⋅ Akash Srivastava
[ OpenReview] 
Poster
None
GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback
Giorgio Giannone ⋅ Anna Doris ⋅ Amin Nobari ⋅ Kai Xu ⋅ Akash Srivastava ⋅ Faez Ahmed
[ OpenReview] 
Poster
None
Improving Visual Token Reduction via Rectifying Distortions for Efficient Multimodal LLM Inference
Hyeonwoo Cho ⋅ Donghyeon Baek ⋅ Yewon Kim ⋅ Bumsub Ham
[ OpenReview] 
Poster
None
Gradient Flow Sampler-based Distributionally Robust Optimization
Zusen Xu ⋅ Jia-Jie Zhu
[ OpenReview] 
Poster
None
NeuroMamba: A Universal Spatiotemporal Module for Robust Perception in Degraded Sensory Streams
Jinfeng Li ⋅ Huijia Song ⋅ HanLiang Zhou ⋅ Xiangyue Hu ⋅ Jiahui Zhang ⋅ XinpengJiang ⋅ Bin Lin ⋅ Fangli Guan ⋅ DONG Dingran ⋅ Liqi Yan ⋅ Pan Li
[ OpenReview] 
Poster
None
Unifying Masked Diffusion Models with Various Generation Orders and Beyond
Chunsan Hong ⋅ Sanghyun Lee ⋅ Jong Chul YE
[ OpenReview] 
Poster
None
Breaking the Reference Bottleneck via Learning to Rewrite Conversational Queries without Gold Reference Passages
Doyoung Kim ⋅ Youngjun Lee ⋅ Joeun Kim ⋅ Jihwan Bang ⋅ Hwanjun Song ⋅ Susik Yoon ⋅ Jae-Gil Lee
[ Poster]  [ OpenReview] 
Poster
None
PromptRL: Prompt Matters in RL for Flow-Based Image Generation
Fu-Yun Wang ⋅ Han Zhang ⋅ Michaël Gharbi ⋅ Hongsheng Li ⋅ Taesung Park
[ Poster]  [ OpenReview] 
Poster
None
Position: LLM for Physics Research Requires Domain-Specialized Training and Tooling
Sirui Lu ⋅ Zhijing Jin ⋅ Terry Zhang ⋅ Pavel Kos ⋅ Juan Cirac ⋅ Bernhard Schölkopf
[ OpenReview] 
Poster
None
Offline Two-Player Zero-Sum Markov Games with KL Regularization
Claire Chen ⋅ Yuheng Zhang ⋅ Xinyu Liu ⋅ Zixuan Xie ⋅ Shuze Liu ⋅ Nan Jiang
[ OpenReview] 
Poster
None
Online Compatible Reward Identification from Preference Feedback
Simone Drago ⋅ Marco Mussi ⋅ Alberto Maria Metelli
[ OpenReview] 
Poster
None
From Shortcuts to Reasoning: Robust Post-Training of Theory of Mind with Reinforcement Learning
Jike Zhong ⋅ Yuxiang Lai ⋅ Ming Li ⋅ Yuheng Li ⋅ Wuao Liu ⋅ Behzad Dariush ⋅ Konstantinos Psounis ⋅ Shao-Yuan Lo
[ OpenReview] 
Poster
None
Accelerating Langevin Monte Carlo via Efficient Stochastic Runge-Kutta Methods beyond Log-Concavity
Bin Yang ⋅ Xiaojie Wang
[ OpenReview] 
Poster
None
Position: Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution
Ruta Binkyte ⋅ Ivaxi Sheth ⋅ Zhijing Jin ⋅ Mohammad Havaei ⋅ Bernhard Schölkopf ⋅ Mario Fritz
[ OpenReview] 
Poster
None
Utility-Diversity Aware Online Batch Selection for LLM Supervised Fine-tuning
Heming Zou ⋅ Yixiu Mao ⋅ Yun Qu ⋅ Cheems Wang ⋅ Xiangyang Ji
[ OpenReview] 
Poster
None
Prioritize the Process, Not Just the Outcome: Rewarding Latent Thought Trajectories Improves Reasoning in Looped Language Models
Jonathan Williams ⋅ Esin Tureci ⋅ Olga Russakovsky
[ OpenReview] 
Poster
None
Position: Let’s Build a Trustworthy Model Context Protocol!
Arjhun Swaminathan ⋅ Anika Hannemann
[ OpenReview] 
Poster
None
The Lie We Tell: Correcting the Euclidean Fallacy in Vision Language Action Policies via Score Matching on Tangent Space
Bing-Cheng Chuang ⋅ I-Hsuan Chu ⋅ Bor Jiun Lin ⋅ Yang YuanFu ⋅ Min Sun ⋅ Chun-Yi Lee
[ OpenReview] 
Poster
None
Training with Honeypots: Reshaping How LLMs Fail
Samuel Simko ⋅ Punya Pandey ⋅ Zhijing Jin ⋅ Bernhard Schölkopf
[ OpenReview] 
Poster
None
JADAI: Jointly Amortizing Adaptive Design and Bayesian Inference
Niels Bracher ⋅ Lars Kühmichel ⋅ Desi Ivanova ⋅ Xavier Intes ⋅ Paul Buerkner ⋅ Stefan Radev
[ OpenReview] 
Poster
None
InfoLaw: Information Scaling Laws for Large Language Models with Quality-Weighted Mixture Data and Repetition
Fengze Liu ⋅ Weidong Zhou ⋅ LIU ⋅ Ping Guo ⋅ Zijun Wang ⋅ Bingni Zhang ⋅ Yifan Zhang ⋅ Yifeng Yu ⋅ Xiaohuan Zhou ⋅ Taifeng Wang
[ OpenReview] 
Poster
None
Efficient Transformer Attention for SNNs via Hadamard Simplification
Tingting Jiang ⋅ Jiangrong Shen ⋅ Long Chen ⋅ Yaxin Li ⋅ Qi Xu
[ OpenReview] 
Poster
None
Rethinking Evaluation Paradigms in IBP-based Certified Training
Konstantin Kaulen ⋅ Hadar Shavit ⋅ Holger Hoos
[ OpenReview] 
Poster
None
3DPoV: Improving 3D understanding via Patch Ordering on Videos
Ioana Simion ⋅ Mohammadreza Salehi ⋅ Shashanka Venkataramanan ⋅ Cees Snoek ⋅ Yuki Asano
[ OpenReview] 
Poster
None
Target-Oriented Pretraining Data Selection via Neuron-Activated Graph
Zijun Wang ⋅ Haoqin Tu ⋅ Weidong Zhou ⋅ Yiyang Zhou ⋅ Xiaohuan Zhou ⋅ Bingni Zhang ⋅ Weiguo Feng ⋅ Taifeng Wang ⋅ Cihang Xie ⋅ Fengze Liu
[ OpenReview] 
Poster
None
Latent Diffusion Pretraining for Crystal Property Prediction
Shrimon Mukherjee ⋅ KISHALAY DAS ⋅ Partha Basuchowdhuri ⋅ Pawan Goyal ⋅ Niloy Ganguly
[ OpenReview] 
Poster
None
VividCam: Learning Unconventional Camera Motions from Virtual Synthetic Videos
Qiucheng Wu ⋅ Handong Zhao ⋅ Zhixin Shu ⋅ Jing Shi ⋅ Yang Zhang ⋅ Shiyu Chang
[ OpenReview] 
Poster
None
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas
Emanuel Tewolde ⋅ Xiao Zhang ⋅ David Guzman Piedrahita ⋅ Vincent Conitzer ⋅ Zhijing Jin
[ OpenReview] 
Poster
None
Investigating Continual Pretraining in Large Language Models: Insights and Implications
Poster
None
MiVE: Multiscale Vision-language features for reference-guided video Editing
Tong Wang ⋅ Meng Zou ⋅ WU CHENGJING ⋅ Xiaochao Qu ⋅ Luoqi Liu ⋅ Xiaolin Hu ⋅ Ting Liu
[ OpenReview] 
Poster
None
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
Zekang Zhang ⋅ Guangyu Gao ⋅ YouyunTang ⋅ WU CHENGJING ⋅ Chi Harold Liu ⋅ Xiaochao Qu ⋅ Luoqi Liu ⋅ Ting Liu ⋅ Jianbo Jiao ⋅ Yunchao Wei
[ OpenReview] 
Poster
None
Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression
Xiang Liu ⋅ Zhenheng Tang ⋅ Hong Chen ⋅ Peijie Dong ⋅ Zeyu Li ⋅ Xiuze Zhou ⋅ Bo Li ⋅ Xuming Hu ⋅ Xiaowen Chu
[ OpenReview] 
Poster
None
VCG-Bench: Towards A Unified Visual-Centric Benchmark for Structured Generation and Editing
Xiaoyan Su ⋅ Peijie Dong ⋅ Zhenheng Tang ⋅ Song Tang ⋅ Yuyao Zhai ⋅ Kaitao Lin ⋅ Liang Chen ⋅ Gai Yuhang ⋅ Yuyu Luo ⋅ Qiang Wang ⋅ Xiaowen Chu
[ OpenReview] 
Poster
None
New Algorithms for Fully-Dynamic k-center with Outliers
Junyu Huang ⋅ Zhize Li ⋅ Zhen Zhang ⋅ Xujia Li ⋅ Jianxin Wang ⋅ Qilong Feng
[ OpenReview] 
Poster
None
Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
Naïm Es-sebbani ⋅ Esteban Marquer ⋅ Yakoub Salhi ⋅ Zied Bouraoui
[ OpenReview] 
Poster
None
The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level
Jeremy Herbst ⋅ Jae Hee Lee ⋅ Stefan Wermter
[ OpenReview] 
Poster
None
Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment
Nathanaël Haas ⋅ François Gatine ⋅ Augustin Cosse ⋅ Zied Bouraoui
[ Poster]  [ OpenReview] 
Poster
None
Singularity-aware Optimization via Randomized Geometric Probing: Towards Stable Non-smooth Optimization
Ruoran Xu ⋅ Borong She ⋅ Xiaobo Jin ⋅ Qiufeng Wang
[ OpenReview] 
Poster
None
Position: Safe Models Do Not Guarantee Safe Societies: The Case for Sociopolitical Risk
David Guzman Piedrahita ⋅ Dave Banerjee ⋅ Changling Li ⋅ Terry Zhang ⋅ Kevin Blin ⋅ Samuel Simko ⋅ Punya Pandey ⋅ Irene Strauss ⋅ Rada Mihalcea ⋅ Bernhard Schölkopf ⋅ Zhijing Jin
[ OpenReview] 
Poster
None
Learning Stochastic Bridges for Video Object Removal via Video-to-Video Translation
Zijie Lou ⋅ Xiangwei Feng ⋅ Jiaxin Wang ⋅ Jiangtao Yao ⋅ Fei Che ⋅ Tianbao Liu ⋅ WU CHENGJING ⋅ Xiaochao Qu ⋅ Luoqi Liu ⋅ Ting Liu
[ OpenReview] 
Poster
None
Privacy-Aware Data Integration for Enhanced Quantile Inference under Heterogeneity
Leheng Cai ⋅ Qirui Hu ⋅ Shuyuan Wu
[ OpenReview] 
Poster
None
PEARL: Differentially Private and Entropy-Aware Regulated Language Generation
Seongho Joo ⋅ Hyukhun Koh ⋅ Kyomin Jung
[ OpenReview] 
Poster
None
CauSciBench: Evaluating LLM Causal Inference for Scientific Research
Sawal Acharya ⋅ Terry Zhang ⋅ Andrew Kim ⋅ Anahita Haghighat ⋅ Xianlin Sun ⋅ Pepijn Cobben ⋅ Rahul Shrestha ⋅ Maximilian Mordig ⋅ Jacob Emmerson ⋅ Furkan Danisman ⋅ Yuen Chen ⋅ Clijo Jose ⋅ Andrei Muresanu ⋅ Justin Cui ⋅ Jiarui Liu ⋅ Yahang Qi ⋅ Punya Pandey ⋅ Yinya Huang ⋅ Bernhard Schölkopf ⋅ Zhijing Jin
[ OpenReview] 
Poster
None
WISE: World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation
Yuwei Niu ⋅ Munan Ning ⋅ Mengren Zheng ⋅ Weiyang Jin ⋅ Bin Lin ⋅ Peng Jin ⋅ Jiaqi Liao ⋅ Chaoran Feng ⋅ Fanqing Meng ⋅ Kun-Peng Ning ⋅ Bin Zhu ⋅ Li Yuan
[ OpenReview] 
Poster
None
LiveFigure: Generating Editable Scientific Illustration with VLM Agents
Chenyang Shao ⋅ Jiahe Liu ⋅ Fengli Xu ⋅ Yong Li
[ OpenReview] 
Poster
None
Factored Gossip DiLoCo: Reducing Blocking Communication within DiLoCo
Chamin Hewa Koneputugodage ⋅ Thalaiyasingam Ajanthan ⋅ Sameera Ramasinghe ⋅ Hadi Mohaghegh Dolatabadi ⋅ Shamane Siriwardhana ⋅ Gil Avraham ⋅ Violetta Shevchenko ⋅ Karol Pajak ⋅ James Snewin ⋅ Alexander Long
[ OpenReview] 
Poster
None
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Video Generation
Hongzhou Zhu ⋅ Min Zhao ⋅ Guande He ⋅ Hang Su ⋅ Chongxuan Li ⋅ Jun Zhu
[ OpenReview] 
Poster
None
SciNet: Evaluating AI Agents in Relation-Aware Scientific Literature Retrieval
Chenyang Shao ⋅ Fengli Xu ⋅ Yong Li
[ OpenReview] 
Poster
None
Hallucination is a Consequence of Space-Optimality: A Rate-Distortion Theorem for Membership Testing
Anxin Guo ⋅ Jingwei Li
[ OpenReview] 
Poster
None
Reverse Flow Matching: A Unified Framework for Online Reinforcement Learning with Diffusion and Flow Policies
Zeyang Li ⋅ Sunbochen Tang ⋅ Navid Azizan
[ OpenReview] 
Poster
None
$G^2$-Reader: Dual Evolving Graphs for Multimodal Document QA
Yaxin Du ⋅ Junru Song ⋅ Yifan Zhou ⋅ Cheng Wang ⋅ Jiahao Gu ⋅ Zimeng Chen ⋅ Menglan Chen ⋅ Wen Yao ⋅ Yang Yang ⋅ Ying Wen ⋅ Siheng Chen
[ OpenReview] 
Poster
None
Aggregate Models, Not Explanations: Improving Feature Importance Estimation
Joseph Paillard ⋅ Angel REYERO LOBO ⋅ Denis-Alexander Engemann ⋅ Thirion Bertrand
[ OpenReview] 
Poster
None
Geometric and Stochastic Analysis of Discontinuities in Sparse Mixture-of-Experts
Tho Tran Huu ⋅ Huu-Tuan Nguyen ⋅ Thien-Hai Nguyen ⋅ Nhat-Tri Ho ⋅ Viet Hoang Tran ⋅ Tho Quan ⋅ Tan Nguyen
[ OpenReview] 
Poster
None
OPT-Engine: Benchmarking the Limits of LLMs in Optimization Modeling via Complexity Scaling
Yitian Chen ⋅ Dongdong Ge ⋅ Cheng Cheng ⋅ Yinan Sun ⋅ Zi Ling
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Efficient Training of Boltzmann Generators Using Off-Policy Log-Dispersion Regularization
Henrik Schopmans ⋅ Christopher von Klitzing ⋅ Pascal Friederich
[ OpenReview] 
Poster
None
SecCodePRM: A Process Reward Model for Code Security
Weichen Yu ⋅ Ravi Mangal ⋅ Yinyi Luo ⋅ Kai Hu ⋅ Jingxuan He ⋅ Corina Pasareanu ⋅ Matt Fredrikson
[ OpenReview] 
Poster
None
LO-BCQ: Locally Optimal Block Clustered Quantization for 4-bit (W4A4) LLM Inference
Poster
None
Steal the Patch Size: Adversarially Manipulate Vision Language Models
Kai Hu ⋅ Akash Bharadwaj ⋅ Weichen Yu ⋅ Matt Fredrikson
[ OpenReview] 
Poster
None
MixtureVitae: Open Web-Scale Pretraining Dataset With High Quality Instruction and Reasoning Data Built from Permissive-First Text Sources
Huu Nguyen ⋅ Victor May ⋅ Harsh Raj ⋅ Marianna Nezhurina ⋅ Yishan Wang ⋅ Yanqi Luo ⋅ Vu Chien ⋅ Taishi Nakamura ⋅ Ken Tsui ⋅ Van Nguyen ⋅ David Salinas ⋅ Aleksandra Krasnodębska ⋅ Christoph Schuhmann ⋅ Mats Richter ⋅ Xuan-Son Vu ⋅ Jenia Jitsev
[ URL]  [ OpenReview] 
Poster
None
Ultrafast On-Chip Online Learning via Spline Locality in Kolmogorov–Arnold Networks
Duc Hoang ⋅ Aarush Gupta ⋅ Philip Harris
[ OpenReview] 
Poster
None
Credibility-Aware Weighting Federated Causal Discovery for Time Series
Jiegang Xu ⋅ Fuyuan CAO ⋅ Jiye Liang
[ OpenReview] 
Poster
None
Modular Pretraining Enables Access Control
Ethan Roland ⋅ Murat Cubuktepe ⋅ Erick Martinez ⋅ Stijn Servaes ⋅ Keenan Pepper ⋅ Michael Vaiana ⋅ Diogo de Lucena ⋅ Judd Rosenblatt ⋅ Addie Foote ⋅ Cem Anil ⋅ Alex Cloud
[ OpenReview] 
Poster
None
Fast Mixing Steady-State Control in Markov Decision Processes
Federico Corso ⋅ Marco Mussi ⋅ Alberto Maria Metelli
[ OpenReview] 
Poster
None
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
Kiet Bennema ten Brinke ⋅ Koen Minartz ⋅ Vlado Menkovski
[ OpenReview] 
Poster
None
FLAC: Maximum Entropy RL via Kinetic Energy Regularized Bridge Matching
Lei Lv ⋅ Yunfei Li ⋅ Yu Luo ⋅ Fuchun Sun ⋅ Xiao Ma
[ OpenReview] 
Poster
None
Ratio-Variance Regularized Policy Optimization
Yu Luo ⋅ Shuo Han ⋅ Yihan Hu ⋅ Lei Lv ⋅ Huaping Liu ⋅ Fuchun Sun ⋅ Jianye Hao ⋅ Dong Li
[ OpenReview] 
Poster
None
Learning to Rank from Incomplete Rankings
Cristiano Migali ⋅ Gianmarco Genalti ⋅ Alberto Maria Metelli ⋅ Marco Mussi
[ OpenReview] 
Poster
None
Learning Situated Awareness in the Real World
Chuhan Li ⋅ Rilyn Han ⋅ Joy Hsu ⋅ Yongyuan Liang ⋅ Rajiv Dhawan ⋅ Jiajun Wu ⋅ Ming-Hsuan Yang ⋅ Xin Wang
[ OpenReview] 
Poster
None
Simultaneous Speech-to-Speech Translation Without Aligned Data
Tom Labiausse ⋅ Romain Fabre ⋅ Yannick Estève ⋅ Alexandre Défossez ⋅ Neil Zeghidour
[ OpenReview] 
Poster
None
The Entropic Signature of Class Speciation in Diffusion Models
Florian Handke ⋅ Dejan Stancevic ⋅ Felix Koulischer ⋅ Thomas Demeester ⋅ Luca Ambrogioni
[ OpenReview] 
Poster
None
Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning
Yang Zhou ⋅ Sunzhu Li ⋅ Shunyu Liu ⋅ Wenkai Fang ⋅ Kongcheng Zhang ⋅ Jiale Zhao ⋅ Jingwen Yang ⋅ Yihe Zhou ⋅ Jianwei Lv ⋅ Tongya Zheng ⋅ Hengtong Lu ⋅ Chen Wei ⋅ Xie Yan ⋅ Mingli Song
[ OpenReview] 
Poster
None
FlashSketch: Sketch-Kernel Co-Design for Fast Sparse Sketching on GPUs
Rajat Vadiraj Dwaraknath ⋅ Sungyoon Kim ⋅ Mert Pilanci
[ OpenReview] 
Poster
None
Categorical Flow Maps
Daan Roos ⋅ Oscar Davis ⋅ Floor Eijkelboom ⋅ Michael Bronstein ⋅ Max Welling ⋅ Ismail Ceylan ⋅ Luca Ambrogioni ⋅ Jan-Willem van de Meent
[ OpenReview] 
Poster
None
Knowing Who, Not How Much: Learning-Augmented Mechanisms for Consumer Utility Maximization
Kira Goldner ⋅ Divyarthi Mohan ⋅ Thodoris Tsilivis
[ OpenReview] 
Poster
None
AdaMeZO: Adam-style Zeroth-Order Optimizer for LLM Fine-tuning Without Maintaining the Moments
Zhijie Cai ⋅ Haolong Chen ⋅ Guangxu Zhu
[ OpenReview] 
Poster
None
From Welfare to Utility: Generalized Objectives in Budget-Feasible Procurement
Alon Eden ⋅ Kira Goldner ⋅ Eldar Kerner ⋅ Thodoris Tsilivis
[ OpenReview] 
Poster
None
RGGT: A Generative-Prior-Guided Transformer for Unified Rigid and Non-Rigid Point Cloud Registration
Chengyu Zheng ⋅ Songlin Yang ⋅ Jin Huang ⋅ Honghua Chen ⋅ Weiming Wang ⋅ Haoran Xie ⋅ Fu Lee Wang ⋅ Mingqiang Wei
[ OpenReview] 
Poster
None
Learning on Higher-Order Structures with Effective Operators
Maximilian Krahn ⋅ Lennart Bastian ⋅ Tolga Birdal ⋅ Björn Schuller ⋅ Vikas Garg
[ OpenReview] 
Poster
None
SL-VC: A Benchmark and Automated Framework for Separation Logic Verification Condition Proving
Hanyang Wang ⋅ Xiwei Wu ⋅ Qinxiang Cao
[ OpenReview] 
Poster
None
Crowd4D: Scene-Aware Monocular 4D Crowd Reconstruction
Hongbo Kang ⋅ Tianyi Zhou ⋅ Qingyang Yang ⋅ Hongwei wen ⋅ Jing Huang ⋅ Yu-Kun Lai ⋅ Kun Li
[ OpenReview] 
Poster
None
Online Bayesian Experimental Design for Partially Observed Dynamical Systems
Sara Pérez-Vieites ⋅ Sahel Iqbal ⋅ Simo Särkkä ⋅ Dominik Baumann
[ OpenReview] 
Poster
None
DisPOSE: Projected Polystochastic Diffusion for Self-Supervised Multi-View 3D Human Pose Estimation
Tony Wang ⋅ Tolga Birdal ⋅ Nassir Navab ⋅ Lennart Bastian
[ OpenReview] 
Poster
None
Flexible Kernels for Protein Property Prediction
Martin Jankowiak ⋅ Yerdos Ordabayev ⋅ Rudraksh Tuwani ⋅ Henry Ward ⋅ Hunter Nisonoff ⋅ James McFarland ⋅ Gevorg Grigoryan
[ OpenReview] 
Poster
None
Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
Yizhong Geng ⋅ Yanliang Li ⋅ Jinghan Yang ⋅ Tianhan Jiang ⋅ Boxun An ⋅ Ya Li ⋅ Xiaoyu Shen
[ OpenReview] 
Poster
None
Adaptive Utilization of Low-Rank Adaptation via Conditioned Gating
Guang Yang ⋅ Changhao Guan ⋅ Chao Huang ⋅ Yufeng Chen ⋅ Kaiyu Huang
[ OpenReview] 
Poster
None
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
Yen-Shan Chen ⋅ Sian-Yao Huang ⋅ Cheng-Lin Yang ⋅ Yun-Nung Chen
[ OpenReview] 
Poster
None
Omni-fMRI: A Universal Atlas-Free fMRI Foundation Model
Mo Wang ⋅ Wenhao Ye ⋅ Junfeng Xia ⋅ Junxiang Zhang ⋅ Xuanye Pan ⋅ Minghao Xu ⋅ Haotian Deng ⋅ Hongkai Wen ⋅ Quanying Liu
[ OpenReview] 
Poster
None
DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers
Shraman Pal ⋅ Can Li
[ OpenReview] 
Poster
None
DDIM Inversion as a Perturbation Amplifier: Breaking Mimicry Protection via Reconstruction Error Minimization
Huming Qiu ⋅ Peiyi Chen ⋅ Mi Zhang ⋅ Geng Hong ⋅ Xiaoyu You ⋅ Mi Wen ⋅ Min Yang
[ OpenReview] 
Poster
None
xLSTM Distillation: Achieving Teacher-Student Parity Through Efficient Hybrid Architectures
Lukas Hauzenberger ⋅ Niklas Schmidinger ⋅ Thomas Schmied ⋅ Anamaria-Roberta Hartl ⋅ David Stap ⋅ Pieter-Jan Hoedt ⋅ Sebastian Böck ⋅ Günter Klambauer ⋅ Sepp Hochreiter
[ OpenReview] 
Poster
None
AdaSplash-2: Faster Differentiable Sparse Attention
Nuno Gonçalves ⋅ Hugo Pitorro ⋅ Vlad Niculae ⋅ Edoardo Ponti ⋅ Lei Li ⋅ Andre Martins ⋅ Marcos V. Treviso
[ OpenReview] 
Poster
None
Path-conditioned training: a principled way to rescale ReLU neural networks
Arthur Lebeurrier ⋅ Titouan Vayer ⋅ Rémi Gribonval
[ OpenReview] 
Poster
None
Fast and Expressive Multi-Byte Prediction with Probabilistic Circuits
Andreas Grivas ⋅ Lorenzo Loconte ⋅ Emile van Krieken ⋅ Piotr Nawrot ⋅ Yu Zhao ⋅ Euan Wielewski ⋅ Pasquale Minervini ⋅ Edoardo Ponti ⋅ Antonio Vergari
[ OpenReview] 
Poster
None
Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
Saehun Chun ⋅ Sera Choi ⋅ Wonje Choi ⋅ Sanghyun Ahn ⋅ Honguk Woo
[ OpenReview] 
Poster
None
Interpreting Genomic Language Models using Sparse Autoencoders
Akira Nair ⋅ Jaehyun Joo ⋅ Jonghyun Lee ⋅ Lina Takemaru ⋅ Yidi Huang ⋅ Manu Shivakumar ⋅ Matthew Lee ⋅ Jaesik Kim ⋅ Sokratis Apostolidis ⋅ Dokyoon Kim
[ OpenReview] 
Poster
None
Beyond Static Allocation: Dynamic Sensitivity-Aware Fine-Tuning for Vision Transformers
Yuanyang Cao ⋅ Xichun Liu ⋅ Fuwei Zhang ⋅ Shangqi Deng ⋅ Ziyang Ren ⋅ Jianji Wang
[ OpenReview] 
Poster
None
Efficient Skill Grounding via Code Refactoring with Small Language Models
Sera Choi ⋅ Wonje Choi ⋅ Saehun Chun ⋅ Daehee Lee ⋅ Chaeun Lee ⋅ Jooyoung Kim ⋅ Honguk Woo
[ OpenReview] 
Poster
None
Theoretical Guarantees for One-Shot Magnitude Pruning and Compute-Adaptive Early Exit
Erdem Koyuncu
[ OpenReview] 
Poster
None
RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry
Xinchang Wang ⋅ Yunhao Chen ⋅ Yuechen Zhang ⋅ Congcong Bian ⋅ Zihao Guo ⋅ Xingjun Ma ⋅ Hui Li
[ OpenReview] 
Poster
None
LipoPU: Pocket-level Prediction of Lipid-Protein Interactions via Positive-Unlabeled Learning
Yuxing Wang ⋅ Wenyi Zhang ⋅ Yilong Zou ⋅ Jing Huang
[ OpenReview] 
Poster
None
RefChess: Monte-Carlo Move Selection for Zero-Shot Referring Image Segmentation
Shiyan Tong ⋅ Jinxia Zhang ⋅ Zhiyuan Wang ⋅ Hao Tian ⋅ YingYing Wang ⋅ Kanjian Zhang ⋅ Haikun Wei
[ Poster]  [ OpenReview] 
Poster
None
OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
Yuncheng Guo ⋅ Junyan Ye ⋅ Chenjue Zhang ⋅ Hengrui Kang ⋅ Haohuan Fu ⋅ Conghui He ⋅ Weijia Li
[ OpenReview] 
Poster
None
Effective Model Pruning : Measuring the Redundancy of Model Components
Yixuan Wang ⋅ Dan Guralnik ⋅ Saiedeh Akbari ⋅ Warren Dixon
[ OpenReview] 
Poster
None
NoiseSDF2NoiseSDF: Learning Clean Neural Fields from Noisy Supervision
Tengkai Wang ⋅ Weihao Li ⋅ Ruikai Cui ⋅ Shi Qiu ⋅ Nick Barnes
[ OpenReview] 
Poster
None
Federated Data and Feature Selection by Generalized CUR Decomposition
Yingpeng Tang ⋅ Zhuang Qi ⋅ Xiaoli Tang ⋅ Wei Zhuo ⋅ Sheng-Jun Huang ⋅ Han Yu
[ OpenReview] 
Poster
None
Learn to Merge: Meta-Learning for Adaptive Multi-Task Model Merging
Jun Chen ⋅ Qin Zhang ⋅ Weizhi Zhang ⋅ Xiao Luo ⋅ Philip Yu ⋅ Ziyue Qiao
[ OpenReview] 
Poster
None
Wikipedia in the Era of LLMs: Evolution and Risks
Poster
None
LoCoT2V-Bench: Benchmarking Long-Form and Complex Text-to-Video Generation
Xiangqing Zheng ⋅ CHENGYUE WU ⋅ Kehai Chen ⋅ Min zhang
[ OpenReview] 
Poster
None
DRPBench: Evaluating LLMs in Concurrent Code Comprehension via Fine-grained Data Race Prediction
Yuqi Guo ⋅ Siwei Wei ⋅ Yan Cai
[ Poster]  [ OpenReview] 
Poster
None
Retrospective Feature Estimation for Continual Learning
Poster
None
From Winning to Understanding: A Diagnostic Long-Horizon RTS Benchmark for LLMs
Jiacheng Li ⋅ Jiahui Liu ⋅ Yuqing Wang ⋅ Gaochen Cui ⋅ Xiao Zhang ⋅ Qianchuan Zhao ⋅ Ziyou Zhang ⋅ Chenghao Li
[ OpenReview] 
Poster
None
Feature Bagging Provides Stability
Yuheng Ma ⋅ Qiang Sun
[ OpenReview] 
Poster
None
FlashSinkhorn: IO-Aware Entropic Optimal Transport on GPU
Felix Ye ⋅ Xingjie Helen Li ⋅ An Yu ⋅ Ming-Ching Chang ⋅ LINSONG CHU ⋅ Davis Wertheimer
[ OpenReview] 
Poster
None
CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning in Role-playing Agents
Yihong Tang ⋅ Kehai Chen ⋅ Liang Yue ⋅ Benyou Wang ⋅ Min zhang
[ OpenReview] 
Poster
None
COBRA: Contribution-Based Bayesian Rank Allocation for Parameter-Efficient Fine-Tuning
Xuanze Zhao ⋅ Hongcheng Ding ⋅ Jing Jin ⋅ LIU XUANHUANG ⋅ Shamsul Abdullah ⋅ Deshinta Dewi
[ OpenReview] 
Poster
None
FIBER: A Differentially Private Optimizer with Filter-Aware Innovation Bias Correction
MINH DUC DO ⋅ Thao Do ⋅ Minh Hoang ⋅ Anh Le Duc Tran ⋅ Daeyoung Kim ⋅ Huy L Nguyen
[ OpenReview] 
Poster
None
The Value Function Semi-Algebraic Set in Partially Observable Markov Decision Processes
Ryan A. Anderson ⋅ Guido Montufar
[ OpenReview] 
Poster
None
Chebyshev Policies and the Mountain Car Problem: Reinforcement Learning for Low-dimensional Control Tasks
Stefan Huber ⋅ Hannes Unger ⋅ Georg Schäfer ⋅ Jakob Rehrl
[ OpenReview] 
Poster
None
Scalable GANs with Transformers
Sangeek Hyun ⋅ MinKyu Lee ⋅ Jae-Pil Heo
[ OpenReview] 
Poster
None
Order Matters in Retrosynthesis: Structure-aware Generation via Reaction-Center-Guided Discrete Flow Matching
Chenguang Wang ⋅ Zihan Zhou ⋅ LEI BAI ⋅ Tianshu Yu
[ Poster]  [ OpenReview] 
Poster
None
Dimension-Free Multimodal Sampling via Preconditioned Annealed Langevin Dynamics
Lorenzo Baldassari ⋅ Josselin Garnier ⋅ Knut Solna ⋅ Maarten de Hoop
[ OpenReview] 
Poster
None
Prefix cache aware data reordering for LLM augmented database analytics
Yingze Li ⋅ dong wang ⋅ Yiming Guo ⋅ Yao Chen ⋅ Hongzhi Wang ⋅ Bingsheng He
[ OpenReview] 
Poster
None
From Backward Spreading to Forward Replay: Revisiting Target Construction in LLM Parameter Editing
Wei Liu ⋅ Hongkai Liu ⋅ Zhiying Deng ⋅ Yee-Whye Teh ⋅ Wee Sun Lee
[ OpenReview] 
Poster
None
DiscoverLLM: From Executing Intents to Discovering Them
Tae Soo Kim ⋅ Yoonjoo Lee ⋅ Jaesang Yu ⋅ John Chung ⋅ Juho Kim
[ OpenReview] 
Poster
None
Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
Joshua Cooper ⋅ Christopher Nassif
[ OpenReview] 
Poster
None
Quantifying Biases in LLM-as-a-Judge Evaluations
Magda Dubois ⋅ Harry Coppock ⋅ Mario Giulianelli ⋅ Ole Jorgensen ⋅ Timo Flesch ⋅ Lennart Luettgau ⋅ Cozmin Ududec
[ OpenReview] 
Poster
None
Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
Zhixuan Shen ⋅ Yijie Zeng ⋅ Shengxiang Luo ⋅ Tianrui Li ⋅ Haonan Luo
[ OpenReview] 
Poster
None
Dynamic Relational Priming Improves Transformer in Multivariate Time Series
Hunjae Lee ⋅ Corey Clark
[ OpenReview] 
Poster
None
Normalized Rewards for Preference Optimization
Shawn Im ⋅ Federico Danieli ⋅ Skyler Seto ⋅ Barry-John Theobald ⋅ Katherine Metcalf
[ OpenReview] 
Poster
None
Anchor-Final Self-Supervision Drives Hallucination-Aware Optimization in Large Vision-Language Models
Jiaxi Liu ⋅ Yifeng Yang ⋅ Xinbing Wang ⋅ Qinying Gu ⋅ Nanyang Ye
[ OpenReview] 
Poster
None
LOZO+: Provably Efficient Zeroth-Order Fine-Tuning via Greedy Low-Rank Subspace Selection
Jinjie Fang ⋅ Chengxun Jin ⋅ Tianxing Man ⋅ Yi Chang ⋅ Bin Gu
[ OpenReview] 
Poster
None
MonoScale: Scaling Multi-Agent System with Monotonic Improvement
Shuai Shao ⋅ Yixiang Liu ⋅ Bingwei Lu ⋅ Weinan Zhang
[ OpenReview] 
Poster
None
Causal-EPIG: Causally Aligned Active CATE Estimation
Erdun Gao ⋅ Jake Fawkes ⋅ Dino Sejdinovic
[ OpenReview] 
Poster
None
MaMa: A Game-Theoretic Approach for Designing Safe Agentic Systems
Jonathan Nöther ⋅ Adish Singla ⋅ Goran Radanovic
[ OpenReview] 
Poster
None
NeuralFLoC: Neural Flow-Based Joint Registration and Clustering of Functional Data
Xinyang Xiong ⋅ Siyuan Jiang ⋅ PENGCHENG ZENG
[ OpenReview] 
Poster
None
PartCo: Part-Level Correspondence Priors Enhance Category Discovery
Fernando Julio Cendra ⋅ Kai Han
[ OpenReview] 
Poster
None
Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
In Huh ⋅ Changwook Jeong ⋅ Muhammad Alam
[ OpenReview] 
Poster
None
Evolution Strategies at the Hyperscale
Bidipta Sarkar ⋅ Mattie Fellows ⋅ Juan Duque ⋅ Alistair Letcher ⋅ Antonio León Villares ⋅ Anya Sims ⋅ Clarisse Wibault ⋅ Dmitry Samsonov ⋅ Dylan Cope ⋅ Jarek Liesen ⋅ Kang Li ⋅ Lukas Seier ⋅ Theo Wolf ⋅ Uljad Berdica ⋅ Valentin Mohl ⋅ Alexander D. Goldie ⋅ Aaron Courville ⋅ Karin Sevegnani ⋅ Shimon Whiteson ⋅ Jakob Foerster
[ OpenReview] 
Poster
None
Concept-Guided Tokenization: Closing the Gap Between Reconstruction and Generation
Yunqiao Yang ⋅ Haokun Lin ⋅ Guanzhong Wu ⋅ Ying Wei
[ OpenReview] 
Poster
None
Preserving Plasticity in Continual Learning via Dynamical Isometry
Andries Rosseau ⋅ Robert Müller ⋅ Ann Nowe
[ OpenReview] 
Poster
None
RetrOrchestrator: A Multi-Step Retrosynthesis Agent Dynamically Orchestrating Single-Step Transition Models
Liao Chang ⋅ Luotian Yuan ⋅ Yiping Ke ⋅ Ying Wei
[ OpenReview] 
Poster
None
Unveiling And Addressing Dimensional Collapse In Vector Quantization Models Via Codebook Regularization
Fang Zhang ⋅ Yongxin Zhu ⋅ Yihao Liu ⋅ Bin Fu ⋅ Linli Xu
[ OpenReview] 
Poster
None
Collaborative Learning for Semi-Supervised LiDAR Semantic Segmentation
Bin Yang ⋅ Alexandru Paul Condurache
[ OpenReview] 
Poster
None
Trajectory-Aware Spiking DiTs Conversion via Membrane Potential Error-Feedback
HaoRan Fang ⋅ Jinjie Fang ⋅ Tianxing Man ⋅ Wanli Shi ⋅ Xingchen Li ⋅ Bin Gu
[ OpenReview] 
Poster
None
Scaling by Diversified Experience for Vision-Language-Action Models
Leiyu Wang ⋅ Zhaofengnian Wang ⋅ Xueqi Li ⋅ Luoyi Fan ⋅ Cewu Lu ⋅ Nanyang Ye
[ OpenReview] 
Poster
None
Recurrent Structural Policy Gradient for Partially Observable Mean Field Games
Clarisse Wibault ⋅ Sebastian Towers ⋅ Tiphaine Wibault ⋅ Juan Duque ⋅ Johannes Forkel ⋅ George Whittle ⋅ Andreas Schaab ⋅ Chiyuan Wang ⋅ Yucheng Yang ⋅ Michael A Osborne ⋅ Benjamin Moll ⋅ Jakob Foerster
[ OpenReview] 
Poster
None
Future-Gain Guided Test-Time Learning for Large Language Models
LangYu Bian ⋅ Jinwu Hu ⋅ Zitian Zhang ⋅ Dongjin Yang ⋅ Yufeng Wang ⋅ Qing Du ⋅ Qi Chen ⋅ Mingkui Tan
[ OpenReview] 
Poster
None
A Direct Approach for Handling Contextual Bandits with Latent State Dynamics
Zhen Li ⋅ Gilles Stoltz
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
Zhaoyang Wang ⋅ Boyi Liu ⋅ Yite Wang ⋅ Siwei Han ⋅ Zhewei Yao ⋅ Yuxiong He ⋅ Huaxiu Yao ⋅ Canwen Xu
[ OpenReview] 
Poster
None
CREDIT: Certified Ownership Verification of Deep Neural Networks Against Model Extraction Attacks
Bolin Shen ⋅ Zhan Cheng ⋅ Neil Gong ⋅ Fan Yao ⋅ Yushun Dong
[ OpenReview] 
Poster
None
HIER: Human-in-the-Loop Imagination–Execution Refinement for General Real-World Vision-Language-Action Models
Zekai Li ⋅ Changhao Li ⋅ Ding Ma
[ OpenReview] 
Poster
None
Joint Navigation and Manipulation Planning with 3D Interaction Chains
Keming Zhang ⋅ Sixian Zhang ⋅ Xinhang Song ⋅ Hongyu Wang ⋅ Yiyao Wang ⋅ Yingjie Wang ⋅ Shuqiang Jiang
[ OpenReview] 
Poster
None
Topology-Aware Contrastive Learning: Regulating Representation Connectivity via Persistent Homology
Jiaxin Sun ⋅ Yuhua Qian ⋅ Yang Wang
[ OpenReview] 
Poster
None
Spectral-Informed Neural Networks Outperform Spectral methods in High-dimensional PDEs
Tianchi Yu ⋅ Ivan Oseledets
[ OpenReview] 
Poster
None
Learning Hamiltonian Dynamics at Scale: A Differential-Geometric Approach
Katharina Friedl ⋅ Noémie Jaquier ⋅ Mika Liao ⋅ Danica Kragic
[ OpenReview] 
Poster
None
Alignment Pretraining: AI Discourse Causes Self-Fulfilling (Mis)alignment
Cameron Tice ⋅ Puria Radmard ⋅ Samuel Ratnam ⋅ Andy Kim ⋅ David Africa ⋅ Kyle O'Brien
[ OpenReview] 
Poster
None
Robust In-Context Reinforcement Learning Under Reward Poisoning Attacks
Paulius Sasnauskas ⋅ Yiğit Yalın ⋅ Goran Radanovic
[ OpenReview] 
Poster
None
Pose-ICL: 3D-Aware In-Context Learning for Pose-Controllable Subject Customization
Xuan Han ⋅ Yihao Zhao ⋅ Mingyu You
[ OpenReview] 
Poster
None
Recontextualization Mitigates Specification Gaming Without Modifying the Specification
Ariana Azarbal ⋅ Victor Gillioz ⋅ Vladimir Ivanov ⋅ Bryce Woodworth ⋅ jacob drori ⋅ Nevan Wichers ⋅ Aram Ebtekar ⋅ Alex Cloud ⋅ Alexander Turner
[ OpenReview] 
Poster
None
Position: Machine Learning Research Should Be Guided by Explicit, Pluralistic Models of Human Purpose
Utsav Gupta
[ OpenReview] 
Poster
None
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
Zhao Tong ⋅ Chunlin Gong ⋅ Yiping ZHANG ⋅ Haichao Shi ⋅ Qiang Liu ⋅ Xingcheng Xu ⋅ Shu Wu ⋅ Xiao-Yu Zhang
[ OpenReview] 
Poster
None
Orchestrating Spatial Semantics via a Zone-Graph Paradigm for Intricate Indoor Scene Generation
Meisheng Zhang ⋅ Shizhao Sun ⋅ Yang Zhao ⋅ Ziyuan Liu ⋅ Zhijun Gao ⋅ Jiang Bian
[ OpenReview] 
Poster
None
Diversity-Driven Offline Multi-Objective Optimization via Bi-Level Pareto Set Learning
Yiyi Zhu ⋅ Yaolin Wen ⋅ Xiang Xia ⋅ Xin An ⋅ Hanyi Si ⋅ Xiang Shu ⋅ Yangde Fu ⋅ Liang Dou ⋅ Hong Qian
[ OpenReview] 
Poster
None
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
Poster
None
Rational Transductors
Mehryar Mohri
[ OpenReview] 
Poster
None
Universal Multiclass Transductive Online Learning
Steve Hanneke ⋅ Hongao Wang
[ OpenReview] 
Poster
None
Not All Answers Are Contextually Persuadable: Inference Dynamics in Large Language Models under Contextual Influence
Zongye Hu ⋅ Weiqing Luo ⋅ Yanjie Fu ⋅ Yu Gan ⋅ Haofeng Zhang ⋅ Ziyi Huang
[ OpenReview] 
Poster
None
Asymptotic Theory of Iterated Empirical Risk Minimization, with Applications to Active Learning
Hugo Cui ⋅ Yue Lu
[ OpenReview] 
Poster
None
Learning Partial Concept Classes and Universal Rates Under Massart Noise
Ariel Avital ⋅ Klim Efremenko ⋅ Steve Hanneke
[ OpenReview] 
Poster
None
RTPrune: Reading-Twice Inspired Token Pruning for Efficient DeepSeek-OCR Inference
Ben Wan ⋅ Yan Feng ⋅ Zihan Tang ⋅ Weizhe Huang ⋅ Yuting Zeng ⋅ Jia Wang ⋅ Tongxuan Liu
[ Poster]  [ OpenReview] 
Poster
None
Scout Before You Attend: Sketch-and-Walk Sparse Attention for Efficient LLM Inference
Hoang Anh Duy Le ⋅ Sahil Joshi ⋅ Zeyu Yang ⋅ Zhaozhuo Xu ⋅ Anshumali Shrivastava
[ OpenReview] 
Poster
None
MMClima: A Framework for Multimodal Climate Science Data and Evaluation
Muhammad Umer Sheikh ⋅ Hassan Abid ⋅ Khawar shehzad ⋅ Ufaq Khan ⋅ Muhammad Haris Khan
[ OpenReview] 
Poster
None
IDLM: Inverse-distilled Diffusion Language Models
David Li ⋅ Nikita Gushchin ⋅ Dmitry Abulkhanov ⋅ Eric Moulines ⋅ Ivan Oseledets ⋅ Maxim Panov ⋅ Aleksandr Korotin
[ OpenReview] 
Poster
None
Text-Conditional JEPA for Learning Semantically Rich Visual Representations
Chen Huang ⋅ Xianhang Li ⋅ Vimal Thilak ⋅ Etai Littwin ⋅ Joshua M Susskind
[ OpenReview] 
Poster
None
One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation
Daniil Selikhanovych ⋅ David Li ⋅ Aleksei Leonov ⋅ Nikita Gushchin ⋅ Sergei Kushneriuk ⋅ Alexander Filippov ⋅ Evgeny Burnaev ⋅ Iaroslav Koshelev ⋅ Aleksandr Korotin
[ OpenReview] 
Poster
None
Learning Human-Robot Collaboration via Heterogeneous-Agent Lyapunov Policy Optimization
Hao Zhang ⋅ Yaru Niu ⋅ Yikai Wang ⋅ Ding Zhao ⋅ Eric Tseng
[ OpenReview] 
Poster
None
InfoFlow KV: Information-Flow-Aware KV Recomputation for Long Context
Xin Teng ⋅ Canyu Zhang ⋅ Shaoyi Zheng ⋅ Danyang Zhuo ⋅ Tianyi Zhou ⋅ Shenji Wan
[ OpenReview] 
Poster
None
Performative Policy Gradient: Optimality in Performative Reinforcement Learning
Debabrota Basu ⋅ Udvas Das ⋅ Brahim Driss ⋅ Uddalak Mukherjee
[ OpenReview] 
Poster
None
Probabilistically-routed Bayesian Additive Spanning Trees for Learning on Constrained Domains
Abhisek Chakraborty ⋅ Abhishek Mandal ⋅ Anirban Chakraborty
[ OpenReview] 
Poster
None
Debate with Images: Detecting Deceptive Behaviors in Multimodal Large Language Models
Sitong Fang ⋅ Shiyi Hou ⋅ Kaile Wang ⋅ Boyuan Chen ⋅ Donghai Hong ⋅ Jiayi Zhou ⋅ Juntao Dai ⋅ Yaodong Yang ⋅ Jiaming Ji
[ OpenReview] 
Poster
None
Minimax Optimal Strategy for Delayed Observations in Online Reinforcement Learning
Harin Lee ⋅ Kevin Jamieson
[ OpenReview] 
Poster
None
Position: Stop Chasing the C-index when Evaluating Survival Analysis Models
Christian Marius Lillelund ⋅ Shi-ang Qi ⋅ Russell Greiner ⋅ Christian Fischer Pedersen
[ OpenReview] 
Poster
None
Perceptrons and Localization of Attention’s Mean-Field Landscape
Antonio Álvarez-López ⋅ Borjan Geshkovski ⋅ Domènec Ruiz-Balet
[ OpenReview] 
Poster
None
Revisiting the Bertrand Paradox via Equilibrium Analysis of No-regret Learners
ARNAB MAITI ⋅ Junyan Liu ⋅ Kevin Jamieson ⋅ Lillian Ratliff
[ OpenReview] 
Poster
None
Out-of-Distribution Evaluation of Rule-Based and Strategic Reasoning in Chess Transformers
Anna Mészáros ⋅ Patrik Reizinger ⋅ Ferenc Huszár
[ OpenReview] 
Poster
None
Accelerating Regression Tasks with Quantum Algorithms
Chenghua Liu ⋅ Zhengfeng Ji
[ OpenReview] 
Poster
None
Curated Synthetic Data Doesn’t Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences
Ali Falahati ⋅ Mohammad Mohammadi Amiri ⋅ Kate Larson ⋅ Lukasz Golab
[ OpenReview] 
Poster
None
One Bug, Hundreds Behind: LLMs for Large-Scale Bug Discovery
Qiushi Wu ⋅ Yue Xiao ⋅ Dhilung Kirat ⋅ Kevin Eykholt ⋅ Jiyong Jang ⋅ Douglas Schales
[ OpenReview] 
Poster
None
CL-GCL: Comprehensive and Lightweight Graph Contrastive Learning
Jianqing Liang ⋅ Xinkai Wei ⋅ Zhiqiang Li
[ OpenReview] 
Poster
None
SPATIA: Multimodal Generation and Prediction of Spatial Cell Phenotypes
Zhenglun Kong ⋅ Mufan Qiu ⋅ John Boesen ⋅ xiang lin ⋅ Sukwon Yun ⋅ Tianlong Chen ⋅ Manolis Kellis ⋅ Marinka Zitnik
[ OpenReview] 
Poster
None
Infinite Mask Diffusion for Few-Step Distillation
Jaehoon Yoo ⋅ Wonjung Kim ⋅ Chanhyuk Lee ⋅ Seunghoon Hong
[ OpenReview] 
Poster
None
CodeClash: Benchmarking Goal-Oriented Software Engineering
John Yang ⋅ Kilian Lieret ⋅ Joyce Yang ⋅ Carlos Jimenez ⋅ Muhtasham Oblokulov ⋅ Aryan Siddiqui ⋅ Ofir Press ⋅ Ludwig Schmidt ⋅ Diyi Yang
[ OpenReview] 
Poster
None
DenseSteer: Steering Small Language Models towards Dense Math Reasoning
Yang Ouyang ⋅ Shuhang Lin ⋅ Jung-Eun Kim
[ OpenReview] 
Poster
None
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
Yiting Hu ⋅ Lingjie Duan ⋅ Qian Zhang
[ OpenReview] 
Poster
None
Theory of Continual Learning Against Data Poisoning Attacks
Yiting Hu ⋅ Lingjie Duan
[ OpenReview] 
Poster
None
Guaranteed Optimal Compositional Explanations for Neurons
Biagio La Rosa ⋅ Leilani Gilpin
[ OpenReview] 
Poster
None
SCalDA: Semantics-Calibrated and Diffusion-Enhanced Data Augmentation
Shibo Lv ⋅ Jianmin Jiang
[ OpenReview] 
Poster
None
Identifying and Mitigating Errors in Gradient Aggregation of Distributed Data Parallel Training
Zhenheng Tang ⋅ Junlin Huang ⋅ Zichen TANG ⋅ Xueze Kang ⋅ Yuxin Wang ⋅ Peijie Dong ⋅ Shaohuai Shi ⋅ Xiaowen Chu ⋅ Bo Li
[ OpenReview] 
Poster
None
Position: Reasoning After Perception Means Reasoning Without Vision
Hongcheng Gao ⋅ Zihao Huang ⋅ Jingyi Tang ⋅ Lin Xu ⋅ Xinhao Li ⋅ Haoyang Li ⋅ Yue Liu ⋅ Minhua Lin ⋅ Xinlong Yang ⋅ Taihang Hu ⋅ Ge Wu ⋅ Baolong Bi ⋅ Hongyu Chen ⋅ Zhiqi Huang ⋅ Wentao Zhang
[ OpenReview] 
Poster
None
Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals
Tomoyoshi Kimura ⋅ Denizhan Kara ⋅ Jinyang Li ⋅ Hongjue Zhao ⋅ Yigong Hu ⋅ Yizhuo Chen ⋅ Xiaomin OUYANG ⋅ Shengzhong Liu ⋅ Tarek Abdelzaher
[ OpenReview] 
Poster
None
Insertion Based Sequence Generation with Learnable Order Dynamics
Dhruvesh Patel ⋅ Benjamin Rozonoyer ⋅ Gaurav Pandey ⋅ Tahira Naseem ⋅ Ramón Astudillo ⋅ Andrew McCallum
[ OpenReview] 
Poster
None
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems
Yuchen Wang ⋅ Jiangtao Kong ⋅ Sizhe Wei ⋅ Xiaochang Li ⋅ Haohong Lin ⋅ Hongjue Zhao ⋅ Tianyi Zhou ⋅ Lu Gan ⋅ Huajie Shao
[ OpenReview] 
Poster
None
DTop-p MoE: Sparsity-Controlled Dynamic Top-p MoE for Foundation Model Pre-training
Can Jin ⋅ Hongwu Peng ⋅ Mingcan Xiang ⋅ Qixin Zhang ⋅ Xiangchi Yuan ⋅ Amit Hasan ⋅ Ohi Dibua ⋅ Yifan Gong ⋅ Yan Kang ⋅ Dimitris Metaxas
[ OpenReview] 
Poster
None
Improving ML attacks on LWE with data repetition and stepwise regression
Alberto Alfarano ⋅ Eshika Saxena ⋅ Emily Wenger ⋅ Francois Charton ⋅ Kristin Lauter
[ OpenReview] 
Poster
None
Riemannian stochastic optimization for sufficient dimension reduction
Thibault Pautrel ⋅ François Portier
[ OpenReview] 
Poster
None
Position: Causality is Key for Interpretability Claims to Generalise
Shruti Joshi ⋅ Aaron Mueller ⋅ David Klindt ⋅ Wieland Brendel ⋅ Dhanya Sridhar ⋅ Patrik Reizinger
[ OpenReview] 
Poster
None
Equivariant Neural Networks for General Linear Symmetries on Lie Algebras
Chankyo Kim ⋅ Sicheng Zhao ⋅ Minghan Zhu ⋅ Tzu-Yuan Lin ⋅ Maani Ghaffari
[ OpenReview] 
Poster
None
From Static Constraints to Dynamic Adaptation: Sample-Level Constraint Release for Offline-to-Online Reinforcement Learning
Lipeng Zu ⋅ YU QIAN ⋅ Shayok Chakraborty ⋅ Xiaonan Zhang
[ OpenReview] 
Poster
None
FreeText: Training-Free Text Rendering via Attention Localization and Spectral Glyph Injection
RuiQiang Zhang ⋅ Hengyi Wang ⋅ Chang Liu ⋅ Guanjie Wang ⋅ Zehua Ma ⋅ Weiming Zhang
[ OpenReview] 
Poster
None
On the Expressive Power of GNNs to Solve Linear SDPs
Chendi Qian ⋅ Christopher Morris
[ OpenReview] 
Poster
None
Spectral Guidance for Flexible and Efficient Control of Diffusion Models
Gabriel Moreira ⋅ Manuel Marques ⋅ Joao Costeira ⋅ Chenyan Xiong
[ OpenReview] 
Poster
None
Near-Universal Multiplicative Updates for Nonnegative Einsum Factorization
John Hood ⋅ Aaron Schein
[ OpenReview] 
Poster
None
MAMBO-G: Magnitude-Aware Mitigation for Boosted Guidance
Shangwen Zhu ⋅ Qianyu Peng ⋅ Zhilei Shu ⋅ Yuting Hu ⋅ Han Zhang ⋅ Andy Zheng ⋅ Xinyu Cui ⋅ Jian Zhao ⋅ Ruili Feng ⋅ Fan Cheng
[ OpenReview] 
Poster
None
Transformed Latent Variable Multi-Output Gaussian Processes
Xiaoyu Jiang ⋅ Xinxing Shi ⋅ Sokratia Georgaka ⋅ Magnus Rattray ⋅ Mauricio Álvarez
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Position: No Retroactive Cure for Infringement during Training
Satoru Utsunomiya ⋅ Masaru Isonuma ⋅ Junichiro Mori ⋅ Ichiro Sakata
[ OpenReview] 
Poster
None
Faster Activation Functions at the Edge for Post-Training Speedups
Anton Lydike ⋅ Jun Bi ⋅ Jackson Woodruff
[ OpenReview] 
Poster
None
Language Models as Nodes: Constructing a High-Level Neural Network
Shiguang Wu ⋅ Yaqing Wang ⋅ QUANMING YAO
[ OpenReview] 
Poster
None
Learning 3D-Gaussian Simulators from RGB Videos
Mikel Zhobro ⋅ Andreas René Geist ⋅ Georg Martius
[ OpenReview] 
Poster
None
DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone
Vaibhav Singh ⋅ Oleksiy Ostapenko ⋅ Pierre-André Noël ⋅ Eugene Belilovsky ⋅ Torsten Scholak
[ OpenReview] 
Poster
None
Causal Attention with Lookahead Keys
Zhuoqing Song ⋅ Peng Sun ⋅ Huizhuo Yuan ⋅ Quanquan Gu
[ OpenReview] 
Poster
None
Rethink the Role of Neural Decoders in Quantum Error Correction
Ge Yan ⋅ SHANCHUAN LI ⋅ Yuxuan Du
[ OpenReview] 
Poster
None
LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
Zhuo Chen ⋅ Xinzhe Yuan ⋅ Jianshu Zhang ⋅ Jinzong Dong ⋅ Ruichen Zhou ⋅ Yingchun Niu ⋅ Tianhang Zhou ⋅ Yu Yang Fredrik Liu ⋅ Yuqiang Li ⋅ Nanyang Ye ⋅ Qinying Gu
[ OpenReview] 
Poster
None
Graph Alignment for Benchmarking Graph Neural Networks and Learning Positional Encodings
Adrien Lagesse ⋅ Marc Lelarge
[ OpenReview] 
Poster
None
Provably Valid Uncertainty Quantification for Deep Computed Tomography
Matteo Gätzner ⋅ Johannes Kirschner
[ OpenReview] 
Poster
None
LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs
Jung Hyun Lee ⋅ June Yong Yang ⋅ Jungwook Choi ⋅ Eunho Yang
[ OpenReview] 
Poster
None
G2D2: Gradient-Guided Discrete Diffusion for Inverse Problem Solving
Poster
None
OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft
Zihao Wang ⋅ Muyao Li ⋅ Kaichen He ⋅ Xiangyu Wang ⋅ Zhancun Mu ⋅ Minghao Liu ⋅ Anji Liu ⋅ Yitao Liang
[ OpenReview] 
Poster
None
BeaconKV: Key-Value Cache Compression Guided by Beacon Queries for Efficient Large Reasoning Model Inference
Janghyeon Kim ⋅ Minsoo Kim ⋅ Kyuhong Shim ⋅ Jungwook Choi
[ OpenReview] 
Poster
None
STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control
Priyansh Bhatnagar ⋅ Ashkan Moradirouzabadi ⋅ Se-Hyun Yang ⋅ SeungJae Lee ⋅ Jungwook Choi ⋅ Mingu Kang
[ OpenReview] 
Poster
None
SALE : Low-bit Estimation for Efficient Sparse Attention in Long-context LLM Prefilling
Xiaodong Ji ⋅ Hailin Zhang ⋅ Fangcheng Fu ⋅ Bin Cui
[ OpenReview] 
Poster
None
Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection
Dahye Kim ⋅ Jaehyun Choi ⋅ Hyun Seok Seong ⋅ Seongho Kim ⋅ Donghun Lee ⋅ Sungwon Yi ⋅ Jang-Ho Choi
[ OpenReview] 
Poster
None
Bottleneck Communication Delay Minimization for Communication-Efficient Decentralized Learning
Nozomi Hata ⋅ Kenta Niwa
[ OpenReview] 
Poster
None
Unfolded Laplacian Spectral Embedding: A Theoretically Grounded Approach to Dynamic Network Representation
Haruka Ezoe ⋅ Hiroki Matsumoto ⋅ Ryohei Hisano
[ OpenReview] 
Poster
None
Stabilizing MoE Reinforcement Learning by Aligning Training and Inference Routers
Wenhan Ma ⋅ Hailin Zhang ⋅ Liang Zhao ⋅ Yifan Song ⋅ Yudong Wang ⋅ Fuli Luo ⋅ Zhifang Sui
[ OpenReview] 
Poster
None
RaBitQCache: Rotated Binary Quantization for KVCache in Long Context LLM Inference
Wenhao Li ⋅ Jinhao Dong ⋅ Hailin Zhang ⋅ Wenhang Shi ⋅ WEI LU ⋅ Xiaoyong Du
[ Poster]  [ OpenReview] 
Poster
None
Black-Box Combinatorial Optimization with Order-Invariant Reinforcement Learning
Olivier Goudet ⋅ Quentin Suire ⋅ Adrien Goëffon ⋅ Frédéric Saubion ⋅ sylvain lamprier
[ OpenReview] 
Poster
None
FloorplanQA: A Benchmark for Spatial Reasoning in LLMs using Structured Representations
Fedor Rodionov ⋅ Abdelrahman Eldesokey ⋅ Michael Birsak ⋅ John Femiani ⋅ Bernard Ghanem ⋅ Peter Wonka
[ OpenReview] 
Poster
None
HumanLM: Simulating Users with State Alignment Beats Response Imitation
Shirley Wu ⋅ Evelyn Choi ⋅ Arpandeep Khatua ⋅ Zhanghan Wang ⋅ Joy He-Yueya ⋅ Cyril Weerasooriya ⋅ Wei Wei ⋅ Diyi Yang ⋅ Jure Leskovec ⋅ James Zou
[ OpenReview] 
Poster
None
ACON: Optimizing Context Compression for Long-horizon LLM Agents
Minki Kang ⋅ Wei-Ning Chen ⋅ Dongge Han ⋅ Huseyin Inan ⋅ Lukas Wutschitz ⋅ Yanzhi Chen ⋅ Robert A Sim ⋅ Saravanakumar Rajmohan
[ OpenReview] 
Poster
None
Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density
Jingru Fei ⋅ Kun Yi ⋅ Alex Wang ⋅ Qingsong Wen ⋅ Xiangxiang Zhu ⋅ Wei Fan
[ OpenReview] 
Poster
None
Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting
Liu Chong ⋅ Yingjie Zhou ⋅ Hao Li ⋅ Pengyang Wang ⋅ Qingsong Wen ⋅ Ce Zhu
[ OpenReview] 
Poster
None
Breaking the Factorization Barrier in Diffusion Language Models
Ian Li ⋅ Zilei Shao ⋅ Benjie Wang ⋅ Rose Yu ⋅ Guy Van den Broeck ⋅ Anji Liu
[ OpenReview] 
Poster
None
DreamID-Omni: Unified Framework for Controllable Human-Centric Audio-Video Generation
Xu Guo ⋅ Fulong Ye ⋅ Qichao Sun ⋅ Liyang Chen ⋅ Bingchuan Li ⋅ Pengze Zhang ⋅ Jiawei Liu ⋅ Songtao Zhao ⋅ Qian HE ⋅ Xiangwang Hou
[ OpenReview] 
Poster
None
Statistical Consistency and Generalization of Contrastive Representation Learning
Yuanfan Li ⋅ Xiyuan Wei ⋅ Tianbao Yang ⋅ Yiming Ying
[ OpenReview] 
Poster
None
Stability-Aware Feature Design for Robust Watermark Detection in Machine-Generated Text
Sina Mansouri ⋅ Mohit Marvania ⋅ Abolfazl Safikhani
[ OpenReview] 
Poster
None
Segment-driven Structural Induction and Semantic Alignment for Heterogeneous Tabular Representation
Woojun Jung ⋅ Susik Yoon
[ OpenReview] 
Poster
None
Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
Panagiotis Antoniadis ⋅ Beatrice Pavesi ⋅ Ole Winther ⋅ Simon Olsson
[ OpenReview] 
Poster
None
DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning
Yujie Wang ⋅ Siwei Chen ⋅ Longzan Luo ⋅ Xinyi Liu ⋅ Xupeng Miao ⋅ Fangcheng Fu ⋅ Bin Cui
[ OpenReview] 
Poster
None
Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation
Weimin Bai ⋅ Yubo Li ⋅ Weijian Luo ⋅ Zeqiang Lai ⋅ Yequan Wang ⋅ Wenzheng Chen ⋅ He Sun
[ OpenReview] 
Poster
None
Time-Conditioned Foreseeing: An EHR-Specific Foundation Model for Irregular Dynamics and Calendrical Time
Bong Gyun Kang ⋅ JUNYONG AHN ⋅ Hyeongrok Han ⋅ Sungroh Yoon
[ OpenReview] 
Poster
None
Dichotomy of Feature Learning and Unlearning: Fast-Slow Analysis on Neural Networks with Stochastic Gradient Descent
Shota Imai ⋅ Sota Nishiyama ⋅ Masaaki Imaizumi
[ OpenReview] 
Poster
None
It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks
Zhongzheng Qiao ⋅ SHENG PAN ⋅ Anni Wang ⋅ Viktoriya Zhukova ⋅ Yong Liu ⋅ Xudong Jiang ⋅ Qingsong Wen ⋅ Mingsheng Long ⋅ Ming Jin ⋅ Chenghao Liu
[ OpenReview] 
Poster
None
$\texttt{FlashSchNet}$: Fast and Accurate Coarse-Grained Neural Network Molecular Dynamics
Pingzhi Li ⋅ Hongxuan Li ⋅ Zirui Liu ⋅ Xingcheng Lin ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
L-Drive: Beyond a Single Mapping—Latent Context Drives Time Series Forecasting
Fan Zhang ⋅ Shijun Chen ⋅ Hua Wang
[ OpenReview] 
Poster
None
PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting
Hua Wang ⋅ Xianhao Jiao ⋅ Fan Zhang
[ OpenReview] 
Poster
None
DynaSchedBench: Calibrated Dynamic Scheduling Benchmarks and Observability Paradox in LLM-based Scheduling Agents
Shijie Cao ⋅ Yuan Yuan ⋅ Jing Liu
[ OpenReview] 
Poster
None
Extracting alignment data in open models
Federico Barbero ⋅ Xiangming Gu ⋅ Christopher A. Choquette Choo ⋅ Chawin Sitawarin ⋅ Matthew Jagielski ⋅ Itay Yona ⋅ Petar Veličković ⋅ Ilia Shumailov ⋅ Jamie Hayes
[ OpenReview] 
Poster
None
Interpretability and Generalization Bounds for Learning Spatial Physics
Alejandro Queiruga ⋅ Theo Gutman-Solo ⋅ Shuai Jiang
[ OpenReview] 
Poster
None
PDFBench: A Benchmark for De Novo Protein Design from Function
Jiahao Kuang ⋅ Nuowei Liu ⋅ Changzhi Sun ⋅ Jie Wang ⋅ Tao Ji ⋅ Yuanbin Wu
[ OpenReview] 
Poster
None
Structured Multi-modal Graph Disentanglement for Psychiatric Diagnosis
Hongyu Shi ⋅ Kaizhong Zheng ⋅ WS Zhai ⋅ Shuai Jiang ⋅ Liangjun Chen ⋅ Badong Chen
[ OpenReview] 
Poster
None
Multivariate distributional reinforcement learning using sliced divergences
Baptiste Debes ⋅ Tinne Tuytelaars
[ OpenReview] 
Poster
None
Optimal Self-Consistency for Efficient Reasoning with Large Language Models
Austin Feng ⋅ Marius Alonso ⋅ Ambroise Odonnat ⋅ Vasilii Feofanov ⋅ Ievgen Redko
[ OpenReview] 
Poster
None
CyberJurors: A Multi-Agent Simulation Task for E-Commerce Disputes Verdict
Yanhui Sun ⋅ Wu Liu ⋅ Haifeng Ming ⋅ Xinru Wang ⋅ Hantao Yao ⋅ Yongdong Zhang
[ OpenReview] 
Poster
None
General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling
Huaihai Lyu ⋅ Chaofan Chen ⋅ Mingyu Cao ⋅ Yuheng Ji ⋅ Changsheng Xu
[ OpenReview] 
Poster
None
Leaderboard Incentives: Model Rankings under Strategic Post-Training
Yatong Chen ⋅ Guanhua Zhang ⋅ Moritz Hardt
[ OpenReview] 
Poster
None
SpecExit: Accelerating Large Reasoning Model via Speculative Exit
Rubing Yang ⋅ Huajun Bai ⋅ Song Liu ⋅ Guanghua Yu ⋅ Runzhi Fan ⋅ Yanbin Dang ⋅ Zhang Jiejing ⋅ Kai Liu ⋅ Jianchen Zhu ⋅ Peng Chen
[ OpenReview] 
Poster
None
Chain-of-Thought Gradient Descent
Hong-Yu Chen ⋅ Venkat Ganti ⋅ Jerry Yao-Chieh Hu ⋅ Hude Liu ⋅ Han Liu
[ OpenReview] 
Poster
None
Forget to Know, Remember to Use: Context-Aware Unlearning for Large Language Models
Yuefeng Peng ⋅ Parnian Afshar ⋅ Megan Ganji ⋅ Thomas Butler ⋅ Amir Houmansadr ⋅ Mingxian Wang ⋅ Dezhi Hong
[ OpenReview] 
Poster
None
Towards Complete Multi-Agent Coordination Policy Learning via Denoising Maximum Entropy Optimization
Guanghao Li ⋅ lei yuan ⋅ Ruiqi Xue ⋅ Hengchang Zhang ⋅ Jianhong Wang ⋅ Yi-Chen Li ⋅ Yang Yu
[ Poster]  [ OpenReview] 
Poster
None
A Kinetic-Energy Perspective of Flow Matching
Ziyun Li ⋅ Huancheng Hu ⋅ Soon Hoe Lim ⋅ Xuyu Li ⋅ Fei Gao ⋅ Enmao Diao ⋅ ZEZHEN DING ⋅ Michalis Vazirgiannis ⋅ Henrik Boström
[ OpenReview] 
Poster
None
Synergistic Space-Vision Processing for Predicate Inference
Zhenhua Lei ⋅ Zefang Han ⋅ yu qiu
[ OpenReview] 
Poster
None
Real Data Lies: Unveiling and Closing the Quality Shortcut in Generalizable AI-Generated Video Detection
Ziyuan Fang ⋅ Tianyi Wei ⋅ Guanjie Wang ⋅ Weiming Zhang ⋅ Nenghai Yu ⋅ Wenbo Zhou
[ OpenReview] 
Poster
None
IRPM: Intergroup Relative Preference Modeling for Pointwise Generative Reward Models
Haonan Song ⋅ Qingchen Xie ⋅ Huan Zhu ⋅ Feng Xiao ⋅ Luxi Xing ⋅ Liu Kang ⋅ Fuzhen Li ⋅ Zhiyong Zheng ⋅ Feng Jiang ⋅ Ziheng Li ⋅ Kun Yan ⋅ Qingyi Si ⋅ Yanghua Xiao ⋅ Hongcheng Guo ⋅ Fan Yang
[ OpenReview] 
Poster
None
Benchmarking at the Edge of Comprehension
Samuele Marro ⋅ Jialin Yu ⋅ Emanuele La Malfa ⋅ Oishi Deb ⋅ Jiawei Li ⋅ Yibo Yang ⋅ Ebey Abraham ⋅ Sunando Sengupta ⋅ Eric Sommerlade ⋅ Michael Wooldridge ⋅ Phil Torr
[ OpenReview] 
Poster
None
ECG-R1: Protocol-Guided and Modality-Agnostic MLLM for Reliable ECG Interpretation
Jiarui Jin ⋅ Haoyu Wang ⋅ Xingliang Wu ⋅ Xiaocheng Fang ⋅ Xiang Lan ⋅ Zihan Wang ⋅ Deyun Zhang ⋅ Bo Liu ⋅ Yingying Zhang ⋅ Xian Wu ⋅ Hongyan Li ⋅ Shenda Hong
[ OpenReview] 
Poster
None
Boosting Video Diffusion Models via Masked Autoencoders as Tokenizers
Zhan Tong ⋅ Tinne Tuytelaars
[ OpenReview] 
Poster
None
MESA: Improving MoE Safety Alignment via Decentralized Expertise
Yitong Sun ⋅ Yao Huang ⋅ Teng Li ⋅ Ranjie Duan ⋅ Yichi Zhang ⋅ Xingjun Ma ⋅ Hui Xue' ⋅ Xingxing Wei
[ OpenReview] 
Poster
None
A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems
Zihan Xu ⋅ Haolin Tian ⋅ Hai Jiang
[ OpenReview] 
Poster
None
HOI-PAGE: Zero-Shot Human-Object Interaction Generation with Part Affordance Guidance
Lei Li ⋅ Angela Dai
[ Poster]  [ OpenReview] 
Poster
None
Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control
Yonghui Yang ⋅ Wenjian Tao ⋅ Jilong Liu ⋅ Xingyu Zhu ⋅ Junfeng Fang ⋅ Huang Weibiao ⋅ Le Wu ⋅ Richang Hong ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Mean-Shift PCA by Knockoff Mean
Mengda Li ⋅ Zeng Li ⋅ Jianfeng Yao
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Variational Learning of Disentangled Representations
Yuli Slavutsky ⋅ Ozgur Beker ⋅ David Blei ⋅ Bianca Dumitrascu
[ OpenReview] 
Poster
None
Progressive Graph Structure Adjustment for Homophily Shift Adaptation
Hongwei Wen ⋅ Can Zhang ⋅ Haoyu He ⋅ Hanyuan Hang ⋅ Minglong Lei
[ OpenReview] 
Poster
None
Building Reliable Long-Form Generation via Hallucination Rejection Sampling
Lin Li ⋅ Georgia Channing ⋅ Suhaas Bhat ⋅ Gabriel Jones ⋅ Yarin Gal
[ OpenReview] 
Poster
None
DeepBlip: Estimating Conditional Average Treatment Effects Over Time
Haorui Ma ⋅ Dennis Frauen ⋅ Stefan Feuerriegel
[ OpenReview] 
Poster
None
E²I-VRWKV: Explicit EPI-Representation and Interaction-Aware Vision-RWKV for Light Field Semantic Segmentation
Wei Zhang ⋅ Chen Jia ⋅ Xu Cheng ⋅ Fan Shi ⋅ Hui Liu ⋅ Shengyong Chen
[ OpenReview] 
Poster
None
Mining Tensor/Neuron-Level Sparsity to Maximize Mixture-of-Experts Potential in Post-Training and Inference
Weilin Cai ⋅ Le Qin ⋅ Shwai He ⋅ Junwei Cui ⋅ Ang Li ⋅ Jiayi Huang
[ OpenReview] 
Poster
None
Position: Invisible Tokens, Visible Bills: The Urgent Need to Audit Hidden Operations in Opaque LLM Services
Guoheng Sun ⋅ Ziyao Wang ⋅ Xuandong Zhao ⋅ Bowei Tian ⋅ Zheyu Shen ⋅ Yexiao He ⋅ Jinming Xing ⋅ Ang Li
[ OpenReview] 
Poster
None
Why Dedicated Critics: Eliminating Target Drift in Multi-Constraint RL
Yue Yang ⋅ Chenghao Huang ⋅ Hao Wang
[ OpenReview] 
Poster
None
AgentTailor: A Semantic-Aware LLM-Based Multi-Agent System with Actor-Critic Structure
Peiting Yang ⋅ Jiahao Shi ⋅ Caiyi Xu ⋅ Ming Liu ⋅ Yanxia Wu ⋅ Rongsheng Li
[ OpenReview] 
Poster
None
Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation
Mingfei Sun
[ OpenReview] 
Poster
None
Sparse Bayesian Deep Functional Learning with Structured Region Selection
Xiaoxian Zhu ⋅ Yingmeng Li ⋅ Shuangge Ma ⋅ Mengyun Wu
[ Poster]  [ OpenReview] 
Poster
None
Revisiting Coding-Based Approaches to Overcome the Curse of Dimensionality in Learning-Based Watermarking
Yupeng Qiu ⋅ Han Fang ⋅ Ee-Chien Chang
[ Poster]  [ OpenReview] 
Poster
None
SKETCH: Semantic Key-Point Conditioning for Long-Horizon Vessel Trajectory Prediction
Linyong Gan ⋅ Zimo Li ⋅ Wenxin XU ⋅ Xingjian Li ⋅ Jianhua Huang ⋅ Enmei Tu ⋅ Shuhang Chen
[ OpenReview] 
Poster
None
Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
Xiaotian Liu ⋅ Shuyuan Shang ⋅ Xiaopeng Wang ⋅ Pu Ren ⋅ Yaoqing Yang
[ OpenReview] 
Poster
None
From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
Zhihao LI ⋅ Yu Feng ⋅ Zhilu Lai ⋅ Wei Wang
[ OpenReview] 
Poster
None
EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
Lei Wei ⋅ Qi Liu ⋅ Ruiyang Huang ⋅ Xiao Peng ⋅ TT ⋅ Lanbo Lin ⋅ Chenhao Jiang ⋅ Yuanwu Xu ⋅ Tianyuan Yang ⋅ Jiayao Liu ⋅ Li Cai ⋅ Zhaolu Kang ⋅ Bin Wang
[ OpenReview] 
Poster
None
CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
Akash Ghosh ⋅ Srivarshinee Sridhar ⋅ Raghav Ravi ⋅ Muhsin Muhsin ⋅ Sriparna Saha ⋅ Chirag Agarwal
[ OpenReview] 
Poster
None
REAL: Regression-Aware Reinforcement Learning for LLM-as-a-Judge
Yasi Zhang ⋅ Tianyu Chen ⋅ Mingyuan Zhou ⋅ Oscar Leong ⋅ Ying Nian Wu ⋅ Michal Lukasik
[ OpenReview] 
Poster
None
S-Quant: Rethinking Weight Quantization with Seed-Based Generation
Wang Mingzi ⋅ Lancheng Zou ⋅ Shuo Yin ⋅ Zhuolun He ⋅ Bei Yu
[ OpenReview] 
Poster
None
Demystifying Action Space Design for Robotic Manipulation Policies
Yuchun Feng ⋅ Jinliang Zheng ⋅ Zhihao Wang ⋅ Dongxiu Liu ⋅ Jianxiong Li ⋅ Jiangmiao Pang ⋅ Tai Wang ⋅ Xianyuan Zhan
[ OpenReview] 
Poster
None
Unveiling the Visual Counting Bottleneck in Vision-Language Models
Xingzhou Pang ⋅ Yifan Hou ⋅ Junling Wang ⋅ Mrinmaya Sachan
[ OpenReview] 
Poster
None
Exploiting weight-space symmetries for approximating curvature
Artem Artemev ⋅ Rui Xia ⋅ Benjamin M. Boyd ⋅ Youjing Yu ⋅ Felix Dangel ⋅ Guillaume Hennequin ⋅ Alberto Bernacchia
[ OpenReview] 
Poster
None
Fast KV Compaction via Attention Matching
Adam Zweiger ⋅ Xinghong Fu ⋅ Han Guo ⋅ Yoon Kim
[ OpenReview] 
Poster
None
A Graphop Analysis of Graph Neural Networks on Sparse Graphs: Generalization and Universal Approximation
Ofek Amran ⋅ Tom Gilat ⋅ Ron Levie
[ OpenReview] 
Poster
None
From Pairwise Affinities to Functional Correspondences: Rethinking Attention
Jiefang Xiao ⋅ Maolin Gao ⋅ Simon Weber ⋅ Guandao Yang ⋅ Daniel Cremers
[ OpenReview] 
Poster
None
Position: State-of-the-Art Claims Require State-of-the-Art Evidence
YongKyung Oh
[ OpenReview] 
Poster
None
Bilevel Optimization over Saddle Points of Zero-Sum Markov Games
Zihao Zheng ⋅ Irwin King ⋅ Songtao Lu
[ OpenReview] 
Poster
None
RAT+: Train Dense, Infer Sparse - Recurrence Augmented Attention for Dilated Inference
Xiuying Wei ⋅ Caglar Gulcehre
[ OpenReview] 
Poster
None
Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
Nathanael Tepakbong ⋅ Hanyu HU ⋅ Chengyu Liu ⋅ Xiang ZHOU
[ OpenReview] 
Poster
None
PLASH: Provably Linear-Time Attention with Selective Higher-Order Feature Sketching
Yuwen Huang ⋅ Xiang Pan
[ OpenReview] 
Poster
None
CARE: Class-Adaptive Expert Consensus for Reliable Learning with Long-Tailed Noisy Labels
Mengke Li ⋅ Haiquan Ling ⋅ Lihao Chen ⋅ Yang Lu ⋅ Yiqun Zhang ⋅ Hui Huang
[ OpenReview] 
Poster
None
Corrected Samplers for Discrete Flow Models
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Liyan Xie ⋅ Hongyuan Zha ⋅ Fang Fang ⋅ Guang Cheng
[ OpenReview] 
Poster
None
Position: Multi-Agent Systems Should Prioritize Concurrency Control
Xin Yang ⋅ Letian Li ⋅ Zimo Ji ⋅ Terry Zhang ⋅ Wenyuan Jiang
[ OpenReview] 
Poster
None
Faults in Our Formal Benchmarking: Dataset Defects and Evaluation Failures in Lean Theorem Proving
Pawan Sasanka Ammanamanchi ⋅ Siddharth Bhat ⋅ Stella Biderman
[ OpenReview] 
Poster
None
Topology-Preserving Neural Operator Learning via Hodge Decomposition
Dongzhe Zheng ⋅ Tao Zhong ⋅ Christine Allen-Blanchette
[ OpenReview] 
Poster
None
Error Analysis of Discrete Flow with Generator Matching
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Qiang Yao ⋅ Liyan Xie ⋅ Fang Fang ⋅ Hongyuan Zha ⋅ Guang Cheng
[ OpenReview] 
Poster
None
Incremental BPE Tokenization
Shenghu Jiang ⋅ Ruihao Gong
[ OpenReview] 
Poster
None
Information Geometry Loss for Time Series Forecasting
Jiayu Fang ⋅ Xuande Liu ⋅ Sangsha Fang ⋅ Zhen Tian ⋅ Hongwei Ma ⋅ Zhiqi Shao ⋅ Junbin Gao
[ Poster]  [ OpenReview] 
Poster
None
GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent
Yuri Kuratov ⋅ Matvey Kairov ⋅ Aydar Bulatov ⋅ Ivan Rodkin ⋅ Mikhail Burtsev
[ OpenReview] 
Poster
None
Training-Free Guided Diffusion for Planning: A Unified Framework via Doob’s h-Transform with Safety Guarantees
Kenta Hoshino ⋅ Yashaswi Shashank Aluru ⋅ Xiyu Deng ⋅ Yorie Nakahira
[ OpenReview] 
Poster
None
EPiC: Efficient Video Camera Control Learning with Precise Anchor-Video Guidance
Zun Wang ⋅ Jaemin Cho ⋅ Jialu Li ⋅ Han Lin ⋅ Jaehong Yoon ⋅ Yue Zhang ⋅ Mohit Bansal
[ OpenReview] 
Poster
None
ConServe: Fine-Grained GPU Harvesting for LLM Online and Offline Co-Serving
Yifan Qiao ⋅ Shan Yu ⋅ Shu Anzai ⋅ Haoran Ma ⋅ Shuo Yang ⋅ Yang Wang ⋅ Miryung Kim ⋅ Yongji Wu ⋅ Yang Zhou ⋅ Jiarong Xing ⋅ Joseph E Gonzalez ⋅ Ion Stoica ⋅ Harry Xu
[ OpenReview] 
Poster
None
Training–Inference Consistent Segmented Execution for Long-Context LLMs
Xianpeng Shang ⋅ Jiang Li ⋅ Zehua Duo ⋅ Qianyi Cai ⋅ Xiangdong Su
[ OpenReview] 
Poster
None
Mem-T: Densifying Rewards for Long-Horizon Memory Agents
Yanwei Yue ⋅ Guibin Zhang ⋅ Boci Peng ⋅ Xuanbo Fan ⋅ Jiaxin Guo ⋅ Qiankun Li ⋅ Yan Zhang
[ OpenReview] 
Poster
None
CHB: A Diagnostic Toolkit for Hardness-Aware Clustering Evaluation
Walid Durani ⋅ Philipp Jahn ⋅ Collin Leiber ⋅ David B. Hoffmann ⋅ Thomas Seidl ⋅ Claudia Plant ⋅ Christian Böhm
[ OpenReview] 
Poster
None
Are Your Agents Upward Deceivers?
Dadi Guo ⋅ Qingyu Liu ⋅ Dongrui Liu ⋅ Qihan Ren ⋅ Shuai Shao ⋅ Tianyi Qiu ⋅ Haoran Li ⋅ Yi Fung ⋅ Zhongjie Ba ⋅ Juntao Dai ⋅ Jiaming Ji ⋅ Zhikai Chen ⋅ Jialing Tao ⋅ Yaodong Yang ⋅ Jing Shao ⋅ Xia Hu
[ OpenReview] 
Poster
None
Calibrated Preference Learning: The Case of Label Ranking
Santo Thies ⋅ Viktor Bengs ⋅ Timo Kaufmann ⋅ Sebastian Vollmer ⋅ Eyke Hüllermeier
[ OpenReview] 
Poster
None
Action-Sufficient Goal Representations
Jinu Hyeon ⋅ Woobin Park ⋅ Hongjoon Ahn ⋅ Taesup Moon
[ OpenReview] 
Poster
None
Panini: Continual Learning in Token Space via Structured Memory
Shreyas Rajesh ⋅ Pavan Holur ⋅ Mehmet Turali ⋅ Chenda Duan ⋅ Vwani Roychowdhury
[ OpenReview] 
Poster
None
EngiAgent: Fully Connected Coordination of LLM Agents for Solving Open-ended Engineering Problems with Feasible Solutions
Xiyuan Zhou ⋅ Ruixi Zou ⋅ Xinlei Wang ⋅ Yuheng Cheng ⋅ Yan Xu ⋅ Junhua Zhao ⋅ Jinjin Gu
[ OpenReview] 
Poster
None
OBCache: Optimal Brain KV Cache Pruning for Efficient Long-Context LLM Inference
Yuzhe Gu ⋅ Xiyu Liang ⋅ Jiaojiao Zhao ⋅ Enmao Diao
[ OpenReview] 
Poster
None
CAReDiO: Enhancing Cultural Alignment of LLM via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao ⋅ Xiaoyuan Yi ⋅ Jindong Wang ⋅ Zhicheng Dou ⋅ Xing Xie
[ OpenReview] 
Poster
None
BandPO: Bridging Trust Regions and Ratio Clipping via Probability-Aware Bounds for LLM Reinforcement Learning
Yuan Li ⋅ Bo Wang ⋅ Yufei Gao ⋅ Yuqian Yao ⋅ Xinyuan Wang ⋅ Zhangyue Yin ⋅ Xipeng Qiu
[ Poster]  [ OpenReview] 
Poster
None
Brep2Shape: Boundary and Shape Representation Alignment via Self-supervised Transformers
Yuanxu Sun ⋅ Yuezhou Ma ⋅ Haixu Wu ⋅ Guanyang Zeng ⋅ Muye Chen ⋅ Jianmin Wang ⋅ Mingsheng Long
[ OpenReview] 
Poster
None
Unsupervised Neural Langevin Sampler for Mixed Integer Linear Programming
Yixin Huang ⋅ Shengyu Feng ⋅ Yiming Yang
[ OpenReview] 
Poster
None
Transolver-3: Scaling Up Transformer Solvers to Industrial-Scale Geometries
Hang Zhou ⋅ Haixu Wu ⋅ Haonan Shangguan ⋅ Yuezhou Ma ⋅ Huikun Weng ⋅ Jianmin Wang ⋅ Mingsheng Long
[ OpenReview] 
Poster
None
TranX-Adapter: Bridging Artifacts and Semantics within MLLMs for Robust AI-generated Image Detection
Wenbin Wang ⋅ Yuge Huang ⋅ Jianqing Xu ⋅ Yue Yu ⋅ Jiangtao Yan ⋅ Shouhong Ding ⋅ Pan Zhou ⋅ Yong Luo
[ OpenReview] 
Poster
None
A Unified Sparse Attention via Multi-Granularity Compression
Siran Liu ⋅ Zheng Cao ⋅ Yongchao He
[ OpenReview] 
Poster
None
Fisher-Preserving Guidance: Training-Free Manifold Constraints for Safe Diffusion Control
Hao Ren ⋅ Zetong Bi ⋅ Yiming Zeng ⋅ Le Zheng ⋅ Zhi Li ⋅ Zhaoliang Wan ⋅ Lu Qi ⋅ Hui Cheng
[ OpenReview] 
Poster
None
Random Erasing vs. Model Inversion: A Promising Defense or a False Hope?
Poster
None
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
Amogh Palasamudram ⋅ Jakub Svoboda ⋅ Krishnendu Chatterjee ⋅ Suguman Bansal
[ OpenReview] 
Poster
None
Reward Under Attack: Analyzing the Robustness and Hackability of Process Reward Models
Rishabh Tiwari ⋅ Aditya Tomar ⋅ Udbhav Bamba ⋅ Monishwaran Maheswaran ⋅ Heng Yang ⋅ Michael Mahoney ⋅ Kurt Keutzer ⋅ Amir Gholaminejad
[ OpenReview] 
Poster
None
Boundary Embedding Shaping with Adaptive Contrastive Learning for Graph Structural Disentanglement
Jiaqing Chen ⋅ Zidu Yin ⋅ Yichao Cai ⋅ Yuhang Liu ⋅ Zhen Zhang ⋅ Dong Gong ⋅ Javen Qinfeng Shi
[ OpenReview] 
Poster
None
Learning Sparse Visual Representations via Spatial-Semantic Factorization
Theodore Z. Zhao ⋅ Sid Kiblawi ⋅ Jianwei Yang ⋅ Naoto Usuyama ⋅ Reuben Tan ⋅ Noel Codella ⋅ Tristan Naumann ⋅ Hoifung Poon ⋅ Mu Wei
[ OpenReview] 
Poster
None
Maximin Relative Improvement: Fair Learning as a Bargaining Problem
Jiwoo Han ⋅ Moulinath Banerjee ⋅ Yuekai Sun
[ OpenReview] 
Poster
None
LoSA: Locality Aware Sparse Attention in Diffusion Language Models
Haocheng Xi ⋅ Harman Singh ⋅ Yuezhou Hu ⋅ Coleman Hooper ⋅ Rishabh Tiwari ⋅ Aditya Tomar ⋅ Wonjun Kang ⋅ Minjae Lee ⋅ Michael Mahoney ⋅ Chenfeng Xu ⋅ Kurt Keutzer ⋅ Amir Gholaminejad
[ OpenReview] 
Poster
None
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization
Poster
None
Little By Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts
Haodong Lu ⋅ Chongyang Zhao ⋅ Minhui Xue ⋅ Lina Yao ⋅ Kristen Moore ⋅ Dong Gong
[ OpenReview] 
Poster
None
V1: Unifying Generation and Self-Verification for Parallel Reasoners
Harman Singh ⋅ Xiuyu Li ⋅ Kusha Sareen ⋅ Monishwaran Maheswaran ⋅ Sijun Tan ⋅ Xiaoxia (Shirley) Wu ⋅ Junxiong Wang ⋅ Alpay Ariyak ⋅ Qingyang Wu ⋅ Samir Khaki ⋅ Rishabh Tiwari ⋅ Long (Tony) Lian ⋅ Yucheng Lu ⋅ Boyi Li ⋅ Alane Suhr ⋅ Ben Athiwaratkun ⋅ Kurt Keutzer
[ OpenReview] 
Poster
None
Planar Symmetric Pattern Generation
Ning Lin ⋅ Luxi Chen ⋅ Huaguan Chen ⋅ Jiacheng Cen ⋅ Chongxuan Li ⋅ Wenbing Huang ⋅ Hao Sun
[ OpenReview] 
Poster
None
On the Computational Complexity of Performative Prediction
Ioannis Anagnostides ⋅ Rohan Chauhan ⋅ Ioannis Panageas ⋅ Tuomas Sandholm ⋅ Jingming Yan
[ OpenReview] 
Poster
None
Meta-learning Structure-Preserving Dynamics
Cheng Jing ⋅ Uvini Mudiyanselage ⋅ Woojin Cho ⋅ Minju Jo ⋅ Anthony Gruber ⋅ Kookjin Lee
[ OpenReview] 
Poster
None
Hierarchical Successor Representation for Robust Transfer
Changmin Yu ⋅ Máté Lengyel
[ OpenReview] 
Poster
None
Logical Guidance for the Exact Composition of Diffusion Models
Francesco Alesiani ⋅ Jonathan Warrell ⋅ Tanja Bien ⋅ Henrik Christiansen ⋅ Matheus Ferraz ⋅ Mathias Niepert
[ OpenReview] 
Poster
None
Sharp empirical Bernstein inequalities for the variance of bounded random variables
Diego Martinez Taboada ⋅ Aaditya Ramdas
[ OpenReview] 
Poster
None
Source-Free Open-World RF Fingerprint Identification
Kunling Li ⋅ Cunqing Hua ⋅ Hongyu Zhu ⋅ Tianjie Ju ⋅ Pengwenlong Gu
[ OpenReview] 
Poster
None
Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
Guoze Sun ⋅ Tianya Miao ⋅ Haoyang Huang ⋅ Huaguan Chen ⋅ Han Wan ⋅ Rui Zhang ⋅ Hao Sun
[ Poster]  [ OpenReview] 
Poster
None
SAGE: Shaping Anchors for Guided Exploration in RLVR of LLMs
Chanuk Lee ⋅ Minki Kang ⋅ Sung Ju Hwang
[ OpenReview] 
Poster
None
MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification
Da Zhang ⋅ bingyu li ⋅ Zhiyuan Zhao ⋅ Hongyuan Zhang ⋅ Junyu Gao ⋅ Xuelong Li
[ Poster]  [ OpenReview] 
Poster
None
Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections
Lukasz Borchmann ⋅ Jordy Van Landeghem ⋅ Michał Turski ⋅ Shreyansh Padarha ⋅ Ryan Kearns ⋅ Adam Mahdi ⋅ Niels Rogge ⋅ Clémentine Fourrier ⋅ Siwei Han ⋅ Huaxiu Yao ⋅ Artemis Llabrés ⋅ Yiming Xu ⋅ Dimosthenis Karatzas ⋅ Hao Zhang ⋅ Anupam Datta
[ OpenReview] 
Poster
None
FedVeer: Self-Adaptive Skew Estimation for Robust Federated Learning
Yun Xin ⋅ Bangqi Pan ⋅ Jianfeng Lu ⋅ Shuqin Cao ⋅ Gang Li ⋅ Guanghui Wen
[ OpenReview] 
Poster
None
Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions
Youngmin Oh
[ OpenReview] 
Poster
None
UniCode: Augmenting Evaluation for Code Reasoning
Xinyue Zheng ⋅ Haowei Lin ⋅ Shaofei Cai ⋅ Zilong Zheng ⋅ Yaodong Yang ⋅ Yitao Liang
[ OpenReview] 
Poster
None
Controlled Collaboration Geometry for Personalized Federated Learning
Hongbo Yin ⋅ Wu Jichun ⋅ Zhou Yang ⋅ Chi Jiang ⋅ Yin Zhang ⋅ Yan Zhang
[ OpenReview] 
Poster
None
dTRPO : Trajectory Reduction in Policy Optimization of Diffusion Large Language Models
Wenxuan Zhang ⋅ Lemeng Wu ⋅ Changsheng Zhao ⋅ Ernie Chang ⋅ Mingchen Zhuge ⋅ Zechun Liu ⋅ Andy (DiJia) Su ⋅ Hanxian Huang ⋅ Jun Chen ⋅ Chong Zhou ⋅ Raghuraman Krishnamoorthi ⋅ Vikas Chandra ⋅ Mohamed Elhoseiny ⋅ Wei Wen
[ OpenReview] 
Poster
None
On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility
Zhitao He ⋅ Haolin Yang ⋅ Rui Min ⋅ Zeyu Qin ⋅ Yi Fung
[ OpenReview] 
Poster
None
Equalized Generative Treatment: Matching f-divergences for Fairness in Generative Models
Alexandre Verine ⋅ Rafael Pinot ⋅ Florian Le Bronnec
[ OpenReview] 
Poster
None
Relative Entropy Estimation in Function Space: Theory and Applications to Trajectory Inference
CHAO WANG ⋅ Luca Nepote ⋅ Giulio Franzese ⋅ Pietro Michiardi
[ OpenReview] 
Poster
None
WUSH: Near-Optimal Adaptive Transforms for LLM Quantization
Jiale Chen ⋅ Vage Egiazarian ⋅ Roberto Castro ⋅ Torsten Hoefler ⋅ Dan Alistarh
[ OpenReview] 
Poster
None
Towards On-Policy SFT: Distribution Discriminant Theory and its Applications in LLM Training
Miaosen Zhang ⋅ Yishan Liu ⋅ Shuxia Lin ⋅ Qi Dai ⋅ Chong Luo ⋅ Baining Guo ⋅ Weihao Jiang ⋅ Peng Hou ⋅ Anxiang Zeng ⋅ Xu Yang ⋅ Xin Geng
[ OpenReview] 
Poster
None
Bayesian model selection and misspecification testing in imaging inverse problems only from noisy and partial measurements
Tom Sprunck ⋅ Marcelo Pereyra ⋅ Tobías Liaudat
[ OpenReview] 
Poster
None
InfoGlobe: Local-and-Global Information-Preserving Statistical Manifold Learning for Single-Cell Transcriptomics
Cheng Wang ⋅ Jinpu Cai ⋅ Chongxiao Mao ⋅ Yuxuan Wang ⋅ Xinzhu Jiang ⋅ Yunhao Qiao ⋅ Luqi Yang ⋅ Luting Zhou ⋅ Qiuyu Lian ⋅ Hongyi Xin
[ OpenReview] 
Poster
None
BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation
Yuhan Xie ⋅ Chen Lyu ⋅ Jingrong Huang
[ Poster]  [ OpenReview] 
Poster
None
BioFormer: Rethinking Cross-Subject Generalization via Spectral Structural Alignment in Biomedical Time-Series
Guikang Du ⋅ Haoran Li ⋅ Xinyu Liu ⋅ Zhibo Zhang ⋅ Xiaoli Gong ⋅ Jin Zhang
[ OpenReview] 
Poster
None
Generalizable and Composable Multi-Model Embedding Translation
Beining Yang ⋅ Yang Cao
[ OpenReview] 
Poster
None
GoodDiffusion: Proactive Copyright Protection for Diffusion Generative Models via Learnable Sample-specific Signatures
Shixi Qin ⋅ zhiyong yang ⋅ Shilong Bao ⋅ Zitai Wang ⋅ Qianqian Xu ⋅ Qingming Huang
[ OpenReview] 
Poster
None
A Random Matrix Theory of Masked Self-Supervised Learning
Arie Zurich ⋅ Bruno Loureiro ⋅ Federica Gerace ⋅ Yue Lu
[ OpenReview] 
Poster
None
HeraSys: Collaborative Serving of Multiple LLM Workflows via Fine-Grained End-to-End Optimization
Size Li ⋅ Zhiqing Tang ⋅ Hongrui Liang ⋅ Jianxiong Guo ⋅ Jiong Lou ⋅ Tian Wang ⋅ Weijia Jia
[ OpenReview] 
Poster
None
SHAP-Guided Kernel Actor-Critic for Explainable Reinforcement Learning
Na Li ⋅ Hangguan Shan ⋅ Wei Ni ⋅ Wenjie Zhang ⋅ Xinyu Li
[ OpenReview] 
Poster
None
From Holo Pockets to Electron Density: GPT-style Drug Design with Density
Jiahao Chen ⋅ Letian Gao ⋅ Yanhaozhu ⋅ wenbiao zhou ⋅ Bing Su ⋅ Zhi Lu ⋅ Bo Huang
[ Poster]  [ OpenReview] 
Poster
None
LumiNet: Perception-Driven Knowledge Distillation via Statistical Logit Calibration
Poster
None
N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
Kaixin Chai ⋅ Hyunjun Lee ⋅ Joseph Lim
[ OpenReview] 
Poster
None
Trainable Nonexpansive Denoisers for Contractive Image Reconstruction
Arghya Sinha ⋅ Aditya Banerjee ⋅ Trishit Mukherjee ⋅ Kunal Narayan Chaudhury
[ OpenReview] 
Poster
None
REVIS: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models
Jialin Wu ⋅ Wei Shi ⋅ Han Shen ⋅ Peigui Qi ⋅ Kunsheng Tang ⋅ Zhicong Huang ⋅ Binghao Wang ⋅ Zhou Yang
[ Poster]  [ OpenReview] 
Poster
None
Exposing Hidden Biases in Text-to-Image Models via Automated Prompt Search
Manos Plitsis ⋅ Giorgos Bouritsas ⋅ Vassilis Katsouros ⋅ Yannis Panagakis
[ OpenReview] 
Poster
None
SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
Zhaoyang Li ⋅ Zhichao You ⋅ Tianrui Li
[ Poster]  [ OpenReview] 
Poster
None
From Out-of-Distribution Detection to Hallucination Detection: A Geometric View
Litian Liu ⋅ Reza Pourreza ⋅ Yubing Jian ⋅ Yao Qin ⋅ Roland Memisevic
[ OpenReview] 
Poster
None
RoCA: Robust Cross-Domain End-to-End Autonomous Driving
Rajeev Yasarla ⋅ Shizhong Han ⋅ Hsin-Pai Cheng ⋅ Apratim Bhattacharyya ⋅ Shweta Mahajan ⋅ Litian Liu ⋅ Yunxiao Shi ⋅ Risheek Garrepalli ⋅ Hong Cai ⋅ Fatih Porikli
[ OpenReview] 
Poster
None
$\texttt{MetaDistill}$: Unlocking the Performance Ceiling for Pretrained Optimizers
Muqi Han ⋅ Ruoqi Xing ⋅ KAI WU ⋅ Xiaoyu Zhang ⋅ Handing Wang ⋅ Zilong Wang
[ OpenReview] 
Poster
None
AsyncSpade: Efficient Test-Time Scaling with Asynchronous Sparse Decoding
Shuqing Luo ⋅ Yilin Guan ⋅ Pingzhi Li ⋅ Hanrui Wang ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
Beyond Pixel Context Windows: Neural World Simulators with Persistent 3D State
Samuel Garcin ⋅ Tom Walker ⋅ Steven McDonagh ⋅ Tim Pearce ⋅ Hakan Bilen ⋅ Tianyu He ⋅ Kaixin Wang ⋅ Jiang Bian
[ OpenReview] 
Poster
None
WFR-MFM: One-Step Inference for Dynamic Unbalanced OT
Xinyu Wang ⋅ Ruoyu Wang ⋅ Qiangwei Peng ⋅ Peijie Zhou ⋅ Tiejun Li
[ OpenReview] 
Poster
None
Latent Spherical Flow Policy for Reinforcement Learning with Combinatorial Actions
Lingkai Kong ⋅ Anagha Satish ⋅ Hezi Jiang ⋅ Akseli Kangaslahti ⋅ Andrew Ma ⋅ Wenbo Chen ⋅ Mingxiao Song ⋅ Lily Xu ⋅ Milind Tambe
[ OpenReview] 
Poster
None
Reward Shaping for Inference-Time Alignment: A Stackelberg Game Perspective
Haichuan Wang ⋅ Tao Lin ⋅ Lingkai Kong ⋅ Ce Li ⋅ Hezi Jiang ⋅ Milind Tambe
[ OpenReview] 
Poster
None
TMD-Bench: A Multi-Level Evaluation Paradigm for Music–Dance Co-Generation
Xiaoda Yang ⋅ Majun Zhang ⋅ Changhao Pan ⋅ Nick Huang ⋅ Yang Yuguang ⋅ fan zhuo ⋅ Pengfei Zhou ⋅ Jin Zhou ⋅ Sizhe Shan ⋅ Shan Yang ⋅ Miles Yang ⋅ Yang You ⋅ Zhou Zhao
[ OpenReview] 
Poster
None
Spurious Rewards: Rethinking Training Signals in RLVR
Rulin Shao ⋅ Stella Li ⋅ Rui Xin ⋅ Scott Geng ⋅ Yiping Wang ⋅ Sewoong Oh ⋅ Simon Du ⋅ Nathan Lambert ⋅ Sewon Min ⋅ Ranjay Krishna ⋅ Yulia Tsvetkov ⋅ Hannaneh Hajishirzi ⋅ Pang Wei Koh ⋅ Luke Zettlemoyer
[ OpenReview] 
Poster
None
S3Audio: Towards Streaming Synchronized Spatial Audio Generation via Autoregressive Diffusion Transformer
Ke Lei ⋅ Yu Zhang ⋅ Changhao Pan ⋅ Xueyi Pu ⋅ Wenxiang Guo ⋅ Ruiqi Li ⋅ Zhou Zhao
[ OpenReview] 
Poster
None
Forensic Prompting with Dual-Action Policy Optimization for Vision-Language Forgery Detection and Localization
Ye Zhu ⋅ Ai Zhao ⋅ Jinwei Wang
[ OpenReview] 
Poster
None
cMoLLM at Scale: Horizontal Scaling Laws for Convolutionally-Gated Mixture-of-LLMs
Xin Yang ⋅ Yemin Wang ⋅ Mingda Liu ⋅ Letian Li ⋅ Shuaishuai Cao ⋅ ZhengXiao He ⋅ Ryan Dong
[ OpenReview] 
Poster
None
Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts
Jiayuan Ye ⋅ Vitaly Feldman ⋅ Kunal Talwar
[ OpenReview] 
Poster
None
Optimal Splitting of Language Models from Mixtures to Specialized Domains
Skyler Seto ⋅ Pierre Ablin ⋅ Anastasiia Filippova ⋅ Jiayuan Ye ⋅ Louis Béthune ⋅ Angelos Katharopoulos ⋅ David Grangier
[ OpenReview] 
Poster
None
Geometry-Preserving Unsupervised Alignment for Heterogeneous Foundation Models
Shuwen Yu ⋅ Zhanxuan Hu ⋅ Yi Zhao ⋅ Yonghang Tai ⋅ Huafeng Li
[ OpenReview] 
Poster
None
A Computational Framework for Evaluating Human-likeness in LLMs' Open-ended Human Behaviors
Yuxuan Lei ⋅ Jianxun Lian ⋅ Defu Lian ⋅ Jincenzi Wu ⋅ Tianfu Wang ⋅ Xing Xie
[ OpenReview] 
Poster
None
A Narrowing Geometry in Contaminated Reasoning
Jiakuan Xie ⋅ Pengfei Cao ⋅ Kang Liu ⋅ Jun Zhao
[ OpenReview] 
Poster
None
Functional Decomposition and Shapley Interactions for Interpreting Survival Models
Sophie Hanna Langbein ⋅ Hubert Baniecki ⋅ Fabian Fumagalli ⋅ Niklas Koenen ⋅ Marvin N. Wright ⋅ Julia Herbinger
[ OpenReview] 
Poster
None
Quaternion Self-Attention with Shared Scores
Shogo Yamauchi ⋅ Tohru Nitta ⋅ Hideaki Tamori
[ OpenReview] 
Poster
None
B-Spar: Bayesian Sparse-Reward Modeling for RL-based Image Editing
shusong xu ⋅ Peiye Liu ⋅ Yongbin Liu ⋅ Bangjie Yin ⋅ Zhaomang Sun ⋅ Zhenyu Chen ⋅ Tianyi Zheng ⋅ Peng-Tao Jiang ⋅ Jian Zhang ⋅ Yuzhao Wang ⋅ Jinwei Chen ⋅ Zhen Gu ⋅ Bo Li
[ OpenReview] 
Poster
None
TG-RAG: A Retrieval-Augmented Framework for Reasoning Guidance in Specialized Domains
Liang Su ⋅ Mingyang Zhang ⋅ Yun Xiong ⋅ Tengfei LIU ⋅ Siwei Zhang ⋅ Xi Chen ⋅ Li Sun
[ OpenReview] 
Poster
None
InteractScience: Programmatic and Visually-Grounded Evaluation of Interactive Scientific Demonstration Code Generation
Qiaosheng Chen ⋅ Yang Liu ⋅ Lei Li ⋅ Kai Chen ⋅ Qipeng Guo ⋅ Gong Cheng ⋅ fei yuan
[ OpenReview] 
Poster
None
Theoretical Challenges in Learning for Branch-and-Cut
Hongyu Cheng ⋅ Amitabh Basu
[ OpenReview] 
Poster
None
Thinking in Structures: Evaluating Spatial Intelligence through Reasoning on Constrained Manifolds
Chen Yang ⋅ Guanxin Lin ⋅ Youquan He ⋅ Peiyao Chen ⋅ Guanghe Liu ⋅ Yufan Mo ⋅ Zhouyuan Xu ⋅ Linhao Wang ⋅ Guohui Zhang ⋅ Zihang Zhang ⋅ Shenxiang Zeng ⋅ Chen Wang ⋅ Jiansheng Fan
[ OpenReview] 
Poster
None
Enhancing Protein-Protein Interaction Prediction with Hierarchical Motif-based Multimodal Protein Embedding
Zaifei YANG ⋅ Samuel Choi ⋅ James Kwok
[ OpenReview] 
Poster
None
AReaL-DTA: Dynamic Tree Attention for Efficient Reinforcement Learning of Large Language Models
Jiarui Zhang ⋅ Yuchen Yang ⋅ Ran Yan ⋅ Zhiyu Mei ⋅ Liyuan Zhang ⋅ LiDaifeng ⋅ Wei Fu ⋅ Jiaxuan Gao ⋅ Shusheng Xu ⋅ Yi Wu ⋅ Binhang Yuan
[ OpenReview] 
Poster
None
Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks
Songwen Zhao ⋅ Danqing Wang ⋅ Kexun Zhang ⋅ Jiaxuan Luo ⋅ Zhuo Li ⋅ Lei Li
[ OpenReview] 
Poster
None
Discovering Scaling Exponents with Physics-Informed Müntz-Szász Networks
Gnankan Landry Regis N'guessan ⋅ Bum Jun Kim
[ OpenReview] 
Poster
None
Sem-Detect: Semantic Level Detection of AI Generated Peer-Reviews
André Duarte ⋅ Brian Tufts ⋅ Aditya Oke ⋅ Fei Fang ⋅ Arlindo Oliveira ⋅ Lei Li
[ OpenReview] 
Poster
None
Muon in Associative Memory Learning: Training Dynamics and Scaling Laws
Kaifei Wang ⋅ Binghui Li ⋅ Han Zhong ⋅ Pinyan Lu ⋅ Liwei Wang
[ OpenReview] 
Poster
None
Provable Training Data Identification for Large Language Models
Zhenlong Liu ⋅ Hao Zeng ⋅ Weiran Huang ⋅ Hongxin Wei
[ OpenReview] 
Poster
None
Neural Control: Adjoint Learning Through Equilibrium Constraints
Dezhong Tong ⋅ Jiawen Wang ⋅ Hengyi Zhou ⋅ Yinlong Shen ⋅ Xiaonan Huang ⋅ Mohammad Khalid Jawed
[ OpenReview] 
Poster
None
How does Bayesian Sampling help Membership Inference Attacks?
Zhenlong Liu ⋅ Wenyu Jiang ⋅ Feng Zhou ⋅ Hongxin Wei
[ OpenReview] 
Poster
None
HIAL: Towards Semantics-Aware Hypergraph Active Learning via Dual-Perspective Information Maximization
Yanheng Hou ⋅ Xunkai Li ⋅ Yanzhe Wen ⋅ Zhenjun Li ⋅ Bing Zhou ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Revisiting the Volume Hypothesis
Ari Pakman ⋅ Lior Kreimer ⋅ Yakir Berchenko
[ OpenReview] 
Poster
None
T-POP: Test-Time Personalization with Online Preference Feedback
Zikun Qu ⋅ Min Zhang ⋅ Mingze Kong ⋅ Xiang Li ⋅ Zhiwei Shang ⋅ Zhiyong Wang ⋅ Yikun Ban ⋅ Shuang Qiu ⋅ Yao Shu ⋅ Zhongxiang Dai
[ OpenReview] 
Poster
None
CountsDiff: A diffusion model on the natural numbers for generation and imputation of count-based data
Renzo Soatto ⋅ Anders Hoel ⋅ Greycen Ren ⋅ Shorna Alam ⋅ Stephen Bates ⋅ Nikolaos Daskalakis ⋅ Caroline Uhler ⋅ Maria Skoularidou
[ OpenReview] 
Poster
None
Deep Coupling Learning for Solving PDEs
Lingshi MENG ⋅ Haosen Shi ⋅ Sinno Jialin Pan
[ OpenReview] 
Poster
None
TAGRPO: Boosting GRPO on Image-to-Video Generation with Direct Trajectory Alignment
Jin Wang ⋅ Jianxiang Lu ⋅ Xu Guangzheng ⋅ Comi Chen ⋅ Haoyu Yang ⋅ LinqingWang ⋅ Peng Chen ⋅ Mingtao Chen ⋅ Zhichao hu ⋅ Longhuang Wu ⋅ Shuai Shao ⋅ Qinglin Lu ⋅ Ping Luo
[ OpenReview] 
Poster
None
Text Before Vision: Staged Knowledge Injection Matters for Agentic RLVR in Ultra-High-Resolution Remote Sensing Understanding
Fengxiang Wang ⋅ Mingshuo Chen ⋅ Yueying Li ⋅ Yang Yajie ⋅ Yuhao Zhou ⋅ Di Wang ⋅ Yi-Fan Zhang ⋅ Haoyu Wang ⋅ Haiyan Zhao ⋅ Hongda Sun ⋅ Long Lan ⋅ Jun Song ⋅ Yulin Wang ⋅ Jing Zhang ⋅ Wenlong Zhang ⋅ Bo Du
[ OpenReview] 
Poster
None
LC-QAT: Data-Efficient 2-Bit QAT for LLMs via Linear-Constrained Vector Quantization
Xingyu Yu ⋅ Haoyu Wang ⋅ Haiyan Zhao ⋅ Fengxiang Wang ⋅ Xu Han
[ OpenReview] 
Poster
None
MotionGRPO: Overcoming Low Intra-Group Diversity in GRPO-Based Egocentric Motion Recovery
Nanjie Yao ⋅ Junlong Ren ⋅ Wenhao Shen ⋅ Hao Wang
[ Poster]  [ OpenReview] 
Poster
None
Multi-Adapter Representation Interventions via Energy Calibration
Manjiang Yu ⋅ Hongji Li ⋅ Junwei Chen ⋅ Xue Li ⋅ Priyanka Singh ⋅ YANG CAO ⋅ Lijie Hu
[ OpenReview] 
Poster
None
AlignVid: Taming Visual Dominance via Training-Free Attention Modulation in Text-guided Image-to-Video Generation
Yexin Liu ⋅ Wenjie Shu ⋅ Zile Huang ⋅ Haoze Zheng ⋅ Yueze Wang ⋅ Manyuan Zhang ⋅ Jinjing Zhu ⋅ Ser-Nam Lim ⋅ Harry Yang
[ OpenReview] 
Poster
None
Decomposition-Based Modular Conformal Prediction for Two-Stage Modeling
William Zhang ⋅ Saurabh Amin ⋅ Georgia Perakis
[ OpenReview] 
Poster
None
Closing the Loop: Universal Repository Representation with RPG-Encoder
Jane Luo ⋅ Chengyu Yin ⋅ Xin Zhang ⋅ Qingtao Li ⋅ Steven Liu ⋅ Yiming Huang ⋅ Jie Wu ⋅ Hao Liu ⋅ Yangyu Huang ⋅ Yu Kang ⋅ Fangkai Yang ⋅ Ying Xin ⋅ Scarlett Li
[ OpenReview] 
Poster
None
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
Yuchen Yan ⋅ Liang Jiang ⋅ Jin Jiang ⋅ Shuaicheng Li ⋅ zujie wen ⋅ Zhiqiang Zhang ⋅ JUN ZHOU ⋅ Jian Shao ⋅ Yueting Zhuang ⋅ Yongliang Shen
[ OpenReview] 
Poster
None
Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation
Chu Zhao ⋅ Enneng Yang ⋅ Jianzhe Zhao ⋅ Guibing Guo
[ OpenReview] 
Poster
None
Any2Any: Unified Arbitrary Modality Translation for Remote Sensing
Haoyang Chen ⋅ Jing Zhang ⋅ Hebaixu Wang ⋅ Shiqin Wang ⋅ Pohsun Huang ⋅ Jiayuan Li ⋅ Haonan Guo ⋅ Di Wang ⋅ Zheng Wang ⋅ Bo Du
[ OpenReview] 
Poster
None
Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
Yidong He ⋅ Yutao Lai ⋅ Pengxu Yang ⋅ Jiarui Gan ⋅ Jiexin Wang ⋅ Yi Cai ⋅ Mengchen Zhao
[ OpenReview] 
Poster
None
The Ideal Expression Is Not a Local Optimum: A Revisit of EQL with Zero-Point Constraints
Sannyuya Liu ⋅ Ao Chen ⋅ Lin Liu ⋅ Ruxia Liang ⋅ Xiaoxuan Shen ⋅ Jianwen Sun
[ OpenReview] 
Poster
None
CodeChemist: Test-Time Scaling for Low-Resource Code Generation via Functional Knowledge Transfer
KaiXin Wang ⋅ Tianlin Li ⋅ Xiaoyu Zhang ⋅ Aishan Liu ⋅ Xianglong Liu ⋅ ziqi liu ⋅ Zhiqiang Zhang ⋅ JUN ZHOU ⋅ Bin Shi
[ OpenReview] 
Poster
None
Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation
Jinuk Kim ⋅ Junsoo Byun ⋅ Donghwi Hwang ⋅ Seong-Jin Park ⋅ Hyun Oh Song
[ OpenReview] 
Poster
None
ECHO: Entropy-Confidence Hybrid Optimization for Test-Time Reinforcement Learning
Chu Zhao ⋅ Enneng Yang ⋅ Yuting Liu ⋅ Jianzhe Zhao ⋅ Guibing Guo
[ OpenReview] 
Poster
None
MergeMix: Optimizing Mid-Training Data Mixtures via Learnable Model Merging
jiapeng wang ⋅ Changxin Tian ⋅ Kunlong Chen ⋅ ziqi liu ⋅ Jiaxin Mao ⋅ Xin Zhao ⋅ Zhiqiang Zhang ⋅ JUN ZHOU
[ OpenReview] 
Poster
None
Is Training Necessary for Anomaly Detection?
Xingwu Zhang ⋅ Guanxuan Li ⋅ Paul Henderson ⋅ Gerardo Aragon-Camarasa ⋅ ZIJUN LONG
[ OpenReview] 
Poster
None
$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
Yuxin Ma ⋅ Nan Chen ⋅ Mateo Diaz ⋅ Soufiane Hayou ⋅ Dmitriy Kunisky ⋅ Soledad Villar
[ OpenReview] 
Poster
None
From Diagrams to Code: Multilingual Programming with Visual Design
Linzheng Chai ⋅ Jian Yang ⋅ Shukai Liu ⋅ Wei Zhang ⋅ Liran WANG ⋅ JinKe ⋅ Tao Sun ⋅ Congnan Liu ⋅ Chenchen Zhang ⋅ Hualei Zhu ⋅ Jiaheng Liu ⋅ Xianjie Wu ⋅ Ge Zhang ⋅ Tianyu Liu ⋅ Zhoujun Li
[ OpenReview] 
Poster
None
MixReasoning: Switching Modes to Think
Haiquan Lu ⋅ Gongfan Fang ⋅ Xinyin Ma ⋅ Qi Li ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
A New Framework for Cybersecurity Refusals in AI Agents
Eliot Jones ⋅ Matt Fredrikson ⋅ Zico Kolter
[ OpenReview] 
Poster
None
Modality-Decoupled Online Recursive Editing
Siyuan Li ⋅ Youyuan Zhang ⋅ Fangming Liu ⋅ Jing Li
[ OpenReview] 
Poster
None
VERA-V: Variational Inference Framework for Jailbreaking Vision-Language Models
Qilin Liao ⋅ Anamika Lochab ⋅ Ruqi Zhang
[ OpenReview] 
Poster
None
Unifying Heterogeneous Degradations: Uncertainty-Aware Diffusion Bridge Model for All-in-One Image Restoration
Luwei Tu ⋅ Jiawei Wu ⋅ Xing Luo ⋅ Zhi Jin
[ OpenReview] 
Poster
None
Gradient Inversion Attacks Beyond SGD
Guangnian Wan ⋅ Gongfan Fang ⋅ Xinyin Ma ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models
Jiaoyang Ruan ⋅ Xin Gao ⋅ Yinda Chen ⋅ Hengyu Zeng ⋅ Liang Du ⋅ Guanghao Li ⋅ Jie Fu ⋅ Jian Pu
[ OpenReview] 
Poster
None
CLASP: Online learning algorithms for Convex Losses And Squared Penalties
Ricardo N. Ferreira ⋅ Joao Xavier ⋅ Claudia Soares
[ OpenReview] 
Poster
None
Towards Cold-Start Drafting and Continual Refining: A Value-Driven Memory Approach with Application to NPU Kernel Synthesis
Yujie Zheng ⋅ Zhuo Li ⋅ Shengtao Zhang ⋅ Jiaqian Wang ⋅ Junjie Sheng ⋅ Junchi Yan ⋅ Weinan Zhang ⋅ Ying Wen ⋅ Bo Tang ⋅ Muning Wen
[ OpenReview] 
Poster
None
Deep Multi-view Graph Clustering via Attribute-aware Bidirectional Structural Refinement and Pseudo-label Guided Multi-level Fusion
Youqing Wang ⋅ Tianxiang Zhao ⋅ Mengyuan Xin ⋅ Ye Su ⋅ Jiapu Wang ⋅ Tengfei Liu ⋅ Junbin Gao ⋅ Jipeng Guo
[ OpenReview] 
Poster
None
Residual Context Diffusion Language Models
Yuezhou Hu ⋅ Harman Singh ⋅ Monishwaran Maheswaran ⋅ Haocheng Xi ⋅ Coleman Hooper ⋅ Jintao Zhang ⋅ Aditya Tomar ⋅ Michael Mahoney ⋅ Sewon Min ⋅ Mehrdad Farajtabar ⋅ Kurt Keutzer ⋅ Amir Gholaminejad ⋅ Chenfeng Xu
[ OpenReview] 
Poster
None
Dual-channel Dynamic Graph Neural Networks with Adaptive Adjacency Learning and Multi-scale Representation Fusion
Youqing Wang ⋅ Jiahao Long ⋅ Tianxiang Zhao ⋅ Man Cao ⋅ Mengyuan Xin ⋅ Jiapu Wang ⋅ Junbin Gao ⋅ Jipeng Guo
[ OpenReview] 
Poster
None
Beyond Generative Priors: Minority Sampling with JEPA-Guided Diffusion
Sol Park ⋅ Soobin Um
[ OpenReview] 
Poster
None
On the Power of Statistics in Class-Incremental Learning with Pretrained Models
Zhiwen Cao ⋅ Yanfeng Li ⋅ Shudong Huang ⋅ Yalan Ye ⋅ Shuyin Xia ⋅ Yi Wang ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
Frequentist Consistency of Prior-Data Fitted Networks for Causal Estimation
Valentyn Melnychuk ⋅ Vahid Balazadeh Meresht ⋅ Stefan Feuerriegel ⋅ Rahul G. Krishnan
[ OpenReview] 
Poster
None
MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency
Nicolas Dufour ⋅ Lucas Degeorge ⋅ Arijit Ghosh ⋅ Vicky Kalogeiton ⋅ David Picard
[ OpenReview] 
Poster
None
Ask Less, See More: Communication-Conditioned Token Pruning for Vehicle-to-Vehicle Cooperative Autonomous Driving with Multimodal Large Language Models
Shiqi Sun ⋅ Yantao Lu ⋅ Bingkun Sun ⋅ Ning Liu ⋅ Bo Jiang ⋅ Ying Zhang ⋅ Jinchao Chen ⋅ Chenglie Du
[ OpenReview] 
Poster
None
PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
Oguzhan Gungordu ⋅ Siheng Xiong ⋅ Faramarz Fekri
[ OpenReview] 
Poster
None
DiffCrossGait: Trajectory-Level Alignment for 2D-3D Cross-Modal Gait Recognition via Latent Diffusion
Zhiyang Lu ⋅ Ming Cheng
[ Poster]  [ OpenReview] 
Poster
None
Forgetting Whenever You Want: A Decentralized Continual Learning Framework with On-Demand Unlearning
Xiao Zhang ⋅ Zengzhe Chen ⋅ Mingyi Li ⋅ Jing Qiao ⋅ Fuzhen Zhuang ⋅ YUAN YUAN ⋅ Dongxiao Yu
[ Poster]  [ OpenReview] 
Poster
None
TwinQuant: Learnable Subspace Decomposition for 4-Bit LLM Quantization
Haodong WANG ⋅ Junjie Liu ⋅ Zicong Hong ⋅ Qianli Liu ⋅ Jian Lin ⋅ Song Guo ⋅ Xu Chen
[ OpenReview] 
Poster
None
Continual Learning of Domain-Invariant Representations
Pascal Janetzky ⋅ Dr. Tobias Schlagenhauf ⋅ Stefan Feuerriegel
[ OpenReview] 
Poster
None
Variational Flow Maps: Make Some Noise for One-Step Conditional Generation
Abbas Mammadov ⋅ So Takao ⋅ Bohan Chen ⋅ Ricardo Baptista ⋅ Morteza Mardani ⋅ Yee-Whye Teh ⋅ Julius Berner
[ OpenReview] 
Poster
None
Meta Flow Maps enable scalable reward alignment
Peter Potaptchik ⋅ Adhi Saravanan ⋅ Abbas Mammadov ⋅ Alvaro Prat ⋅ Michael Albergo ⋅ Yee-Whye Teh
[ OpenReview] 
Poster
None
How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability
Yijin Zhou ⋅ Yutang Ge ⋅ Wenyuan XIE ⋅ Linqian Zeng ⋅ Xiaowen Dong ⋅ Yu Guang Wang
[ OpenReview] 
Poster
None
Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!
Subbarao Kambhampati ⋅ Karthik Valmeekam ⋅ Siddhant Bhambri ⋅ Vardhan Palod ⋅ Lucas Saldyt ⋅ Kaya Stechly ⋅ Soumya Samineni ⋅ Durgesh Kalwar ⋅ Upasana Biswas
[ OpenReview] 
Poster
None
Revealing Long-context Potential of Attention Heads via Frequency Kernels
Senyu Han ⋅ Yilu Cao ⋅ Kai Yu ⋅ Lu Chen
[ OpenReview] 
Poster
None
A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention
Peixin Huang ⋅ Yaoxin Wu ⋅ Yining Ma ⋅ Cathy Wu ⋅ Wen Song ⋅ Wei Zhang
[ OpenReview] 
Poster
None
Immuno-VLM: Immunizing Large Vision-Language Models via Generative Semantic Antibodies for Open-World Trustworthiness
Xiang Fang ⋅ Wanlong Fang ⋅ Wei Ji
[ OpenReview] 
Poster
None
Nonparametric LLM Evaluation from Preference Data
Dennis Frauen ⋅ Athiya Deviyani ⋅ Mihaela van der Schaar ⋅ Stefan Feuerriegel
[ OpenReview] 
Poster
None
TexEditor: Structure-Preserving Text-Driven texture Editing
Bo Zhao ⋅ Yihang Liu ⋅ Chenfeng Zhang ⋅ Huan Yang ⋅ Kun Gai ⋅ Wei Ji
[ OpenReview] 
Poster
None
Beyond Sample-Level Forgetting: Improving Reliability in Multimodal Unlearning
Jianzhou Wang ⋅ Yirui Wu ⋅ Lixin Yuan ⋅ WENXIAO ZHANG ⋅ Jun Liu
[ OpenReview] 
Poster
None
Self-Supervised Foundation Model for Calcium-imaging Population Dynamics
Xinhong Xu ⋅ Yimeng Zhang ⋅ Qichen Qian ⋅ Yuanlong Zhang
[ OpenReview] 
Poster
None
RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation
Zhen Zhang ⋅ Wanjing Zhou ⋅ Juncheng Li ⋅ Hao Fei ⋅ Jun Wen ⋅ Wei Ji
[ OpenReview] 
Poster
None
Regime-Adaptive Bayesian Optimization via Dirichlet Process Mixtures of Gaussian Processes
Yan Zhang ⋅ Xuefeng Liu ⋅ Sipeng Chen ⋅ Sascha Ranftl ⋅ Chong Liu ⋅ Shibo Li
[ OpenReview] 
Poster
None
QEDBench: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs
Santiago Gonzalez ⋅ Alireza Amiribavandpour ⋅ Peter Ye ⋅ Edward Zhang ⋅ Ruslans Aleksejevs ⋅ Todor Antić ⋅ Polina Baron ⋅ Sujeet Bhalerao ⋅ Shubhrajit Bhattacharya ⋅ Zachary Burton ⋅ John Byrne ⋅ Hyungjun Choi ⋅ Nujhat Ahmed Disha ⋅ Koppány I Encz ⋅ Yuchen Fang ⋅ Robert Joseph George ⋅ Ebrahim Ghorbani ⋅ Alan Goldfarb ⋅ Jing Guo ⋅ Meghal Gupta ⋅ Stefano Huber ⋅ Annika Kanckos ⋅ Minjung Kang ⋅ Hyun Jong Kim ⋅ Dino Lorenzini ⋅ Levi Lorenzo ⋅ Tianyi Mao ⋅ Giovanni Marzenta ⋅ Ariane Masuda ⋅ Lukas Mauth ⋅ Ana Mickovic ⋅ Andrés Miniguano-Trujillo ⋅ Antoine Moulin ⋅ Wenqi Ni ⋅ Tomos Parry ⋅ Kevin Ren ⋅ Hossein Roodbarani ⋅ Mathieu Rundström ⋅ Manjil Saikia ⋅ Detchat Samart ⋅ Rebecca Steiner ⋅ Connor Stewart ⋅ Dhara Thakkar ⋅ Jeffrey Tse ⋅ Vasiliki Velona ⋅ Yunhai Xiang ⋅ Sibel Yalçın ⋅ Jun Yan ⋅ Ji Zeng ⋅ Arman Cohan ⋅ Quanquan Liu
[ OpenReview] 
Poster
None
Shortcut-Resistant CAM Distillation for Long-Tailed Recognition
Wenhai Wan ⋅ Teng Zhang ⋅ Shao-Yuan Li ⋅ Xinrui Wang ⋅ Qiang-Sheng Hua ⋅ Songcan Chen
[ OpenReview] 
Poster
None
Code2Video: A Code-centric Paradigm for Educational Video Creation
Yanzhe Chen ⋅ Kevin Qinghong Lin ⋅ Mike Zheng Shou
[ OpenReview] 
Poster
None
Physics-Aware Spatiotemporal Causal Graph Network for Forecasting with Limited Data
Poster
None
Obliviate: Efficient Unlearning in Recommender Systems
Tushar Prakash ⋅ Brijraj Singh ⋅ Niranjan Pedanekar ⋅ Narayan Chaturvedi
[ OpenReview] 
Poster
None
Best of Both Worlds: Multimodal Reasoning and Generation via Unified Discrete Flow Matching
Onkar Susladkar ⋅ Tushar Prakash ⋅ Gayatri Deshmukh ⋅ Kiet Nguyen ⋅ Jiaxun Zhang ⋅ Adheesh Juvekar ⋅ Tianshu Bao ⋅ Lin Chai ⋅ Sparsh Mittal ⋅ Inderjit Dhillon ⋅ Ismini Lourentzou
[ OpenReview] 
Poster
None
Foundation VAE for CT Reconstruction, Augmentation, and Generation
Qi Chen ⋅ Shuhan Ding ⋅ Yu Gu ⋅ Nan Liu ⋅ Jiang Bian ⋅ Alan Yuille ⋅ Zongwei Zhou ⋅ Jingjing Fu
[ OpenReview] 
Poster
None
Cross-Subject Modeling for Widefield Calcium Imaging via Atlas-Aligned Spatiotemporal Tokenization
Mohammad Hosseini ⋅ Eray Erturk ⋅ Saba Hashemi ⋅ Maryam Shanechi
[ OpenReview] 
Poster
None
DC-LA: Difference-of-Convex Langevin Algorithm
Hoang Phuc Hau Luu ⋅ Zhongjian Wang
[ OpenReview] 
Poster
None
It's a TRAP! Task-Redirecting Agent Persuasion Benchmark for Web Agents
Karolina Korgul ⋅ Yushi Yang ⋅ Arkadiusz Drohomirecki ⋅ Piotr Blaszczyk ⋅ Will Howard ⋅ Lukas Aichberger ⋅ Chris Russell ⋅ Phil Torr ⋅ Adam Mahdi ⋅ Adel Bibi
[ OpenReview] 
Poster
None
MER-DG: Modality-Entropy Regularization for Multimodal Domain Generalization
Yavuz Yarici ⋅ Ghassan AlRegib
[ OpenReview] 
Poster
None
AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design
Zhenyuan Zhao ⋅ Yu Xing ⋅ Tianyang Xue ⋅ Lingxin Cao ⋅ Xin Yan ⋅ Lin Lu
[ OpenReview] 
Poster
None
Beyond Unidirectional Bias: Reciprocal Perspective Calibration in Scene Graph Generation
Haifeng Zhao ⋅ Wenbo Zhao ⋅ Xuemei Luo ⋅ Lei-Lei Ma ⋅ Dengdi Sun
[ OpenReview] 
Poster
None
SOLAR for Offline MARL: Plateau-Triggered Potential Shaping under World-Model Uncertainty
Jusheng Zhang ⋅ Yijia Fan ⋅ Ruiqi Chen ⋅ Jing Yang ⋅ Ziliang Chen ⋅ Yongsen Zheng ⋅ Yanxi Chen ⋅ Jian Wang ⋅ Kwok Yan Lam ⋅ Liang Lin ⋅ Keze Wang
[ OpenReview] 
Poster
None
MoRGEN: Mixture-of-Resolutions Generative Forecasting for Irregularly Sampled Medical Time-Series Data
Nassim Oufattole ⋅ Matthew McDermott ⋅ Collin Stultz
[ OpenReview] 
Poster
None
CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning
Panayiotis Panayiotou ⋅ Audrey Poinsot ⋅ Alessandro Leite ⋅ Nicolas CHESNEAU ⋅ Marc Schoenauer ⋅ Özgür Şimşek
[ OpenReview] 
Poster
None
FormalJudge: A Neuro-Symbolic Paradigm for Agentic Oversight
Jiayi Zhou ⋅ Yang Sheng ⋅ Hantao Lou ⋅ Yaodong Yang ⋅ Jie Fu
[ OpenReview] 
Poster
None
Learning Tight Rejection Boundaries without Negatives for Strict One-Class Audio Deepfake Detection
Yuze Zhao ⋅ Kuiyuan Zhang ⋅ Zhongyun Hua ⋅ Yushu Zhang ⋅ Qing Liao ⋅ Wei Jiang
[ OpenReview] 
Poster
None
Turning Drift into Constraint: Robust Reasoning Alignment in Non-Stationary Multi-Stream Environments
Xiaoyu Yang ⋅ Jie Lu ⋅ Wei Duan ⋅ En Yu
[ Poster]  [ OpenReview] 
Poster
None
EntroKV: Entropy-Guided Dynamic Budget Allocation for KV-Cache Compression
Wenhao Gao ⋅ Haoran Cao ⋅ Yueyan Li ⋅ YongGao Xiao ⋅ Caixia Yuan ⋅ Xiaojie Wang
[ OpenReview] 
Poster
None
QTALE: Quantization-Robust Token-Adaptive Layer Execution for LLMs
KangHyun Noh ⋅ Jinheon Choi ⋅ Yulhwa Kim
[ OpenReview] 
Poster
None
Probably Approximately Correct Labels
Emmanuel J Candes ⋅ Andrew Ilyas ⋅ Tijana Zrnic
[ OpenReview] 
Poster
None
Equivalence of Context and Parameter Updates in Modern Transformer Blocks
Adrian Goldwaser ⋅ Michael Munn ⋅ Xavi Gonzalvo ⋅ Benoit Dherin
[ OpenReview] 
Poster
None
Scalable Bayesian Semi-supervised Clustering with Feature Selection and Adaptive Constraint Weighting
Luwei Wang ⋅ Dagmara Panas ⋅ Ke Wang ⋅ Sohan Seth ⋅ Bruce Guthrie
[ OpenReview] 
Poster
None
Score-Repellent Monte Carlo: Toward Efficient Non-Markovian Sampler with Constant Memory in General State Spaces
Jie Hu ⋅ Lingyun Chen ⋅ Geeho Kim ⋅ Jinyoung Choi ⋅ Bohyung Han ⋅ Do-Young Eun
[ OpenReview] 
Poster
None
On the Provable Suboptimality of Momentum SGD in Nonstationary Stochastic Optimization
Sharan Sahu ⋅ Cameron Hogan ⋅ Martin Wells
[ OpenReview] 
Poster
None
Budget-Constrained Step-Leve Diffusion Caching
Mingkun Lei ⋅ Tong Zhao ⋅ Liangyu Yuan ⋅ Chi Zhang
[ OpenReview] 
Poster
None
Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models
Difan Deng ⋅ Andreas B. Winje ⋅ Lukas Fehring ⋅ Marius Lindauer
[ OpenReview] 
Poster
None
TokenDrop: Token-Level Importance-Aware Backward Propagation Skipping for Efficient LLM Fine-Tuning
Beomseok Kim ⋅ Sol Namkung ⋅ Dongsuk Jeon
[ OpenReview] 
Poster
None
Physics-informed Neural Operator Learning for Nonlinear Grad-Shafranov Equation
Siqi Ding ⋅ Zitong Zhang ⋅ LiXingYu ⋅ Shi Guoyang ⋅ Xiang Gu ⋅ Y.N.Xu ⋅ Huasheng Xie ⋅ Hanyue Zhao ⋅ YUEJIANG SHI ⋅ tianyuan liu
[ OpenReview] 
Poster
None
Reinforcement Learning with Discrete Diffusion Policies for Combinatorial Action Spaces
Haitong Ma ⋅ Ofir Nabati ⋅ Aviv Rosenberg ⋅ Bo Dai ⋅ Oran Lang ⋅ Craig Boutilier ⋅ Na Li ⋅ Shie Mannor ⋅ Lior Shani ⋅ Guy Tennenholtz
[ OpenReview] 
Poster
None
RePack then Refine: Efficient Diffusion Transformers with Vision Foundation Models
Guanfang Dong ⋅ Luke Schultz ⋅ Negar Hassanpour ⋅ Chao Gao
[ OpenReview] 
Poster
None
STORM: Segment, Track, and Object Re-Localization from a Single Image
Yu Deng ⋅ Teng Cao ⋅ Hikaru Shindo ⋅ Quentin Delfosse ⋅ Jiahong Xue ⋅ Kristian Kersting
[ OpenReview] 
Poster
None
“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
Aurelien Ghiglino ⋅ Daniel Elenius ⋅ Anirban Roy ⋅ Ramneet Kaur ⋅ Manoj Acharya ⋅ Colin Samplawski ⋅ Brian Matejek ⋅ Susmit Jha ⋅ Juan Alonso ⋅ Adam Cobb
[ OpenReview] 
Poster
None
Beyond Magnitude: Scale-Invariant Evidential Fusion for Multi-View Classification
Wei Liu ⋅ Yufei Chen ⋅ Jie Shi ⋅ Xiaodong Yue
[ OpenReview] 
Poster
None
Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels
Dongming Huang ⋅ Zhifan Li ⋅ Yicheng Li ⋅ Qian Lin
[ OpenReview] 
Poster
None
Evidential Copula Concept Embedding Models
Yanjie Qiu ⋅ Xiaodong Yue ⋅ Xuhui Fan ⋅ Yufei Chen ⋅ Jie Shi ⋅ Wei Liu
[ OpenReview] 
Poster
None
ProactiveLLM: Learning Active Interaction for Streaming Large Language Models
Junlong Tong ⋅ Yao Zhang ⋅ Anhao Zhao ⋅ Yingqi Fan ⋅ Yunpu Ma ⋅ Xiaoyu Shen
[ OpenReview] 
Poster
None
Data Selection for Fine-tuning Vision Language Models via Cross Modal Alignment Trajectories
Dang Nguyen ⋅ Nilay Naharas ⋅ Neslihan Bulut ⋅ MohammadHossein Bateni ⋅ Vahab Mirrokni ⋅ Baharan Mirzasoleiman
[ OpenReview] 
Poster
None
USE : A Unified Self-Ensembling Framework for Test-Time Prompt Tuning
Siru Jiang ⋅ Jian Liang ⋅ Ran He ⋅ Tieniu Tan
[ OpenReview] 
Poster
None
Probabilistic Pretraining for Improved Neural Regression
Poster
None
SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement
Xiangfei Qiu ⋅ Xvyuan Liu ⋅ Tianen Shen ⋅ Xingjian Wu ⋅ Hanyin Cheng ⋅ Bin Yang ⋅ Jilin Hu
[ OpenReview] 
Poster
None
DAG: A Dual Correlation Network for Time Series Forecasting with Exogenous Variables
Xiangfei Qiu ⋅ Yuhan Zhu ⋅ Zhengyu Li ⋅ Xingjian Wu ⋅ Bin Yang ⋅ Jilin Hu
[ OpenReview] 
Poster
None
TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning
Shicheng Fan ⋅ Kun Zhang ⋅ Lu Cheng
[ OpenReview] 
Poster
None
MIND: Decoupling Model-Induced Label Noise via Latent Manifold Disentanglement
Dayong Ren
[ OpenReview] 
Poster
None
MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning
Sana Tonekaboni ⋅ Viktoria Schuster ⋅ Caroline Uhler
[ OpenReview] 
Poster
None
Physics from Video: Identifiability of Time-Invariant Second-Order ODEs under Minimal Trajectory Conditions
Yuanyuan Wang ⋅ Wenjie Wang ⋅ Kun Zhang ⋅ Mingming Gong
[ OpenReview] 
Poster
None
Revealing Scaling Behavior in Large-scale Time Series Models: Implications for More Efficient and Accurate Forecasting
Xin Qiu ⋅ Junlong Tong ⋅ Yirong Sun ⋅ Yunpu Ma ⋅ Xiaoyu Shen
[ OpenReview] 
Poster
None
Causal Modeling of Selection in Evolution
Haoyue Dai ⋅ Zeyu Tang ⋅ Peter Spirtes ⋅ Kun Zhang
[ OpenReview] 
Poster
None
Slash the Sink: Sharpening Structural Attention Inside LLMs
Yiming Liu ⋅ Bin Lu ⋅ Xinbing Wang ⋅ Chenghu Zhou ⋅ Meng Jin
[ OpenReview] 
Poster
None
S$^2$MAM: Semi-supervised Meta Additive Model for Robust Estimation and Variable Selection
Xuelin Zhang ⋅ Hong Chen ⋅ Yingjie Wang ⋅ Tieliang Gong ⋅ Bin Gu
[ OpenReview] 
Poster
None
Revisiting Spectral Representations in Generative Diffusion Models
Yuehao Wang ⋅ Peihao Wang ⋅ Hanwen Jiang ⋅ Ziyi Yang ⋅ Qixing Huang ⋅ Zhangyang “Atlas” Wang
[ OpenReview] 
Poster
None
SMM Transformer: Leveraging Spiking Neural Networks for Multimodal Tasks
Xiubo Liang ⋅ Jinxing Han ⋅ Yuke Li ⋅ Haoqi Zhu ⋅ Yu Zhao ⋅ Hongzhi Wang
[ OpenReview] 
Poster
None
From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide ML Interatomic Potential Architectures
Ryan Liu ⋅ Eric Qu ⋅ Tobias Kreiman ⋅ Samuel Blau ⋅ Aditi Krishnapriyan
[ OpenReview] 
Poster
None
Identifying Partially Observed Causal Models from Heterogeneous/Nonstationary Data
Xinshuai Dong ⋅ Haoyue Dai ⋅ Ignavier Ng ⋅ Peter Spirtes ⋅ Kun Zhang
[ OpenReview] 
Poster
None
On the Identifiability of Poisson Branching Structural Causal Model Under Latent Confounding
Jie Qiao ⋅ Zihuai Zeng ⋅ Ruichu Cai ⋅ Zhengming Chen ⋅ Zhifeng Hao
[ OpenReview] 
Poster
None
ParamMem: Augmenting Language Agents with Parametric Reflective Memory
Tianjun Yao ⋅ Yongqiang Chen ⋅ Yujia Zheng ⋅ Pan Li ⋅ Zhiqiang Shen ⋅ Kun Zhang
[ OpenReview] 
Poster
None
Spatial-Aware Reduction Framework: Towards Efficient and Faithful Visual State Space Models
Jindi Lv ⋅ Aoyu Li ⋅ Yuhao Zhou ⋅ Zheng Zhu ⋅ Xiaofeng Wang ⋅ Qing Ye ⋅ Yueqi Duan ⋅ Wentao Feng ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
Segmentation From Attention: Training-Free Layer Selection and One-Shot Tuning for Segmentation in VLMs
Poster
None
Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection
Mingyue Zeng ⋅ De Cheng ⋅ Zhipeng Xu ⋅ Huaijie Wang ⋅ Nannan Wang ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
MolAlign3D: Enhancing Fixed-Dimensional E(3)-Equivariant Latent Space for High-Fidelity 3D Molecular Reconstruction and Editing
Zitao Chen ⋅ Jiatong Ji ⋅ Yinjun Jia ⋅ Wei-Ying Ma ⋅ Yanyan Lan
[ OpenReview] 
Poster
None
Learning Locally, Revising Globally: Global Reviser for Federated Learning with Noisy Labels
Yuxin Tian ⋅ Mouxing Yang ⋅ Yuhao Zhou ⋅ Jian Wang ⋅ Qing Ye ⋅ Tongliang Liu ⋅ Gang Niu ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
Boost the Identity-Preserving Embedding for Consistent Visual Generation
Zixun Xia ⋅ Shuyu Guo ⋅ Boqian Li ⋅ jian Yang ⋅ Kai Wang ⋅ Yaxing Wang
[ OpenReview] 
Poster
None
OmniSIFT: Modality-Asymmetric Token Compression for Efficient Omni-modal Large Language Models
Yue Ding ⋅ Yiyan Ji ⋅ Jungang Li ⋅ Xuyang Liu ⋅ Xinlong Chen ⋅ Junfei Wu ⋅ Bozhou Li ⋅ Bohan Zeng ⋅ Yang Shi ⋅ Yushuo Guan ⋅ Yuanxing Zhang ⋅ Jiaheng Liu ⋅ Qiang Liu ⋅ Pengfei Wan ⋅ Liang Wang
[ OpenReview] 
Poster
None
Local Covariate Selection for Average Causal Effect Estimation without Pretreatment and Causal Sufficiency Assumptions
Zeyu Liu ⋅ Zheng Li ⋅ Feng Xie ⋅ Yan Zeng ⋅ Hao Zhang ⋅ Kun Zhang
[ OpenReview] 
Poster
None
Mitigating the Safety–Utility Trade-off in LLM Alignment via Adaptive Safe Context Learning
Yanbo Wang ⋅ Minzheng Wang ⋅ Jian Liang ⋅ Lu Wang ⋅ Yongcan Yu ⋅ Ran He
[ OpenReview] 
Poster
None
SorryDB: Can AI Provers Complete Real-World Lean Theorems?
Austin Letson ⋅ Leopoldo Sarra ⋅ Auguste Poiroux ⋅ Oliver Dressler ⋅ Paul Lezeau ⋅ Dhyan Aranha ⋅ Frederick Pu ⋅ Aaron Hill ⋅ Miguel Hidalgo ⋅ Julian Berman ⋅ George Tsoukalas ⋅ Lenny Taelman
[ OpenReview] 
Poster
None
A Minimal Agent for Automated Theorem Proving
Borja Requena ⋅ Austin Letson ⋅ Krystian Nowakowski ⋅ Izan Beltran Ferreiro ⋅ Leopoldo Sarra
[ OpenReview] 
Poster
None
Treatment Responder Classification with Abstention
Haoxiang Wang ⋅ Haoxuan Li ⋅ Ziyan Wang ⋅ Zhiheng Zhang ⋅ Aoqi Zuo ⋅ Erdun Gao ⋅ Kun Zhang ⋅ Mingming Gong
[ OpenReview] 
Poster
None
ResRL: Boosting LLM Reasoning via Negative Sample Projection Residual Reinforcement Learning
Zihan Lin ⋅ Xiaohan Wang ⋅ Jie Cao ⋅ Jiajun Chai ⋅ Li Wang ⋅ Xiaodong Lu ⋅ Wei Lin ⋅ Ran He ⋅ Guojun Yin
[ OpenReview] 
Poster
None
Learning Task-Sufficient World Models by Synergizing Agentic Exploration and Structured Modeling
Fan Feng ⋅ Yujia Zheng ⋅ Minghao Fu ⋅ Yongqiang Chen ⋅ Guangyi Chen ⋅ Kevin Murphy ⋅ Biwei Huang ⋅ Kun Zhang
[ OpenReview] 
Poster
None
Plan for Speed: Dilated Scheduling for Masked Diffusion Language Models
Omer Luxembourg ⋅ Haim Permuter ⋅ Eliya Nachmani
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis
Minghao Fu ⋅ Biwei Huang ⋅ Zijian Li ⋅ Yujia Zheng ⋅ Ignavier Ng ⋅ Guangyi Chen ⋅ Yingyao Hu ⋅ Kun Zhang
[ OpenReview] 
Poster
None
Quantifying Temperature Scaling in Discrete Sequence (Language) Models
Hannah Scheufele ⋅ Peter Blohm ⋅ Vikas Garg
[ OpenReview] 
Poster
None
LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
Linsong Shan ⋅ Laurence Yang ⋅ Zecan Yang ⋅ Fukai Guo ⋅ Honglu Zhao ⋅ Yixuan Geng
[ OpenReview] 
Poster
None
From Reasoning Traces to Reusable Modules: Reinforcement Learning for Compositional Generalization in Language Model Reasoning
Lingjing Kong ⋅ Xin Liu ⋅ Guangyi Chen ⋅ Martin Q. Ma ⋅ Xiangchen Song ⋅ Yuekai Sun ⋅ Mikhail Yurochkin ⋅ Taylor W. Killian ⋅ Russ Salakhutdinov ⋅ Kun Zhang ⋅ Eric Xing ⋅ Zhengzhong Liu
[ OpenReview] 
Poster
None
Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases
Dongyoon Hahm ⋅ Dylan Hadfield-Menell ⋅ Kimin Lee
[ OpenReview] 
Poster
None
CausalGame: Benchmarking Causal Thinking of LLM Agents in Games
Zhenhao Chen ⋅ Yongqiang Chen ⋅ Chenxi Liu ⋅ Junchi Yu ⋅ Xiangchen Song ⋅ Zijian Li ⋅ Jialin Li ⋅ Phil Torr ⋅ Bo Han ⋅ Kun Zhang
[ OpenReview] 
Poster
None
DuetServe: Harmonizing Prefill and Decode for LLM Serving via Adaptive GPU Multiplexing
Lei Gao ⋅ Chaoyi Jiang ⋅ Hossein Entezari Zarch ⋅ Daniel Wong ⋅ Mark HIll ⋅ Murali Annavaram
[ OpenReview] 
Poster
None
PerceptOS: Semantic-Aware Kernel Optimization for OS-Intensive Workloads via Hardware-Software Alignment
Huilai Chen ⋅ Yuanbo Wen ⋅ Liangfeng Li ⋅ Shaohui Peng ⋅ Jingzhe Zhu ⋅ Xuzhi Zhang ⋅ Jun Bi ⋅ Qi Guo ⋅ Ling Li ⋅ Yunji Chen
[ OpenReview] 
Poster
None
Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
Shuangyi Chen ⋅ Ashish Khisti
[ OpenReview] 
Poster
None
TiME: Test-Time Mixture-of-Experts Routing via Asymmetric CO-Optimal Transport for Continual Test-Time Adaptation
Tianlun Liu ⋅ Zhiliang Tian ⋅ Zhen Huang ⋅ Tianle Liu ⋅ Xingzhi Zhou ⋅ Feng Liu ⋅ Dongsheng Li
[ OpenReview] 
Poster
None
DiffuReason: Enhancing Reasoning Ability for Diffusion Language Models via Monte Carlo Tree Search
YIPING SONG ⋅ Jinyu You ⋅ Zhiliang Tian ⋅ Jinsong Su ⋅ Minlie Huang ⋅ Chenping Hou
[ OpenReview] 
Poster
None
OpenTSLM: Time-Series Language Models for Reasoning over Multivariate Medical Text- and Time-Series Data
Patrick Langer ⋅ Thomas Kaar ⋅ Max Rosenblattl ⋅ Maxwell Xu ⋅ Winnie Chow ⋅ Martin Maritsch ⋅ Robert Jakob ⋅ Ning Wang ⋅ Juncheng Liu ⋅ Aradhana Verma ⋅ Brian Han ⋅ Daniel Kim ⋅ Henry Chubb ⋅ Scott Ceresnak ⋅ Aydin Zahedivash ⋅ Alexander Sandhu ⋅ Fatima Rodriguez ⋅ Daniel McDuff ⋅ Elgar Fleisch ⋅ Oliver Aalami ⋅ Filipe Barata ⋅ Paul Schmiedmayer
[ OpenReview] 
Poster
None
Beyond Accuracy: What Matters in Designing Well-Behaved Image Classification Models?
Poster
None
Covariance Volume Maximization for Embodied Latent Exploration in Deep Reinforcement Learning
Yiming Wang ⋅ Yiheng Zhang ⋅ Kaiyan Zhao ⋅ Xingjie Zuo ⋅ Xingyu Liu ⋅ Xuetao Li ⋅ Furui Liu ⋅ Bo An ⋅ Leong Hou U
[ OpenReview] 
Poster
None
TetraJet-v2: Accurate NVFP4 Training for Large Language Models with Oscillation Suppression and Outlier Control
Yuxiang Chen ⋅ Yifan Liu ⋅ Xiaoming Xu ⋅ Pengle Zhang ⋅ Michael Beyer ⋅ Martin Rapp ⋅ Jun Zhu ⋅ Jianfei Chen
[ OpenReview] 
Poster
None
How Does the Pretraining Distribution Shape In-Context Learning? A Fundamental Trade-Off
Waïss Azizian ⋅ Ali Hasan
[ OpenReview] 
Poster
None
Klein Hyperbolic Metric Learning
Yulin Zhang ⋅ Boxuan Hu ⋅ Huimin Li ⋅ Junlin Hu
[ OpenReview] 
Poster
None
Learning Fingerprints for Medical Time Series with Redundancy-Constrained Information Maximization
Huayu Li ⋅ ZhengXiao He ⋅ Xiwen Chen ⋅ Jingjing Wang ⋅ Siyuan Tian ⋅ Jinghao Wen ⋅ Ao Li
[ OpenReview] 
Poster
None
Position: AI Usage Policies Should Be Aligned with International Human Rights Law
Jordi Calvet Bademunt
[ OpenReview] 
Poster
None
Orthogonal Model Merging
Sihan Yang ⋅ Kexuan Shi ⋅ Weiyang Liu
[ OpenReview] 
Poster
None
POET-X: Memory-efficient LLM Training by Scaling Orthogonal Transformation
Zeju Qiu ⋅ Lixin LIU ⋅ Adrian Weller ⋅ Han Shi ⋅ Weiyang Liu
[ OpenReview] 
Poster
None
XYZFlow: Scaling Multidimensional Shortcut Flows for Efficient Generative Modeling
Jinxiu Liu ⋅ Xuanming Liu ⋅ Kangfu Mei ⋅ Yandong Wen ⋅ Weiyang Liu
[ OpenReview] 
Poster
None
Blocking the Leakage: Manifold-Aware Gradient Projection for Long-Horizon Test-Time Adaptation
Haoyu Xiong ⋅ Chengchao Wang ⋅ ZhongQiang Wang ⋅ Huang He ⋅ Qiuxia Yang ⋅ Zhengpeng Zhao ⋅ Yuanyuan Pu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Seeing to Generalize: How Visual Data Corrects Binding Shortcuts
Nicolas Buzeta ⋅ Felipe del Rio ⋅ Cristian Hinostroza ⋅ Denis Parra ⋅ Hans Lobel ⋅ Rodrigo Toro Icarte
[ OpenReview] 
Poster
None
Multi-Task Bayesian In-Context Learning
Qingyang Zhu ⋅ Eric Oermann ⋅ Kyunghyun Cho
[ OpenReview] 
Poster
None
Diffusion posterior sampling for simulation-based inference in tall data settings
Poster
None
Predicting evolutionary rate as a pretraining task improves genome language model representations
Mica Consens ⋅ Kevin Yang ⋅ James Hall ⋅ Ashley Conard ⋅ BO WANG ⋅ Lorin Crawford ⋅ Alan Moses ⋅ Alex Lu
[ OpenReview] 
Poster
None
SPAR: Support-Preserving Action Rectification
Jiaxin Zhao ⋅ Weihang Pan ⋅ xun liang ⋅ Binbin Lin
[ OpenReview] 
Poster
None
Online Learning and Inference for Cox Proportional Hazards Model Using Renewable Sieve Estimation
Mengtong Hu ⋅ Ziyang Gong ⋅ Xu Shi ⋅ Ling Zhou ⋅ Peter Song
[ OpenReview] 
Poster
None
Beyond Single Embedding: Modeling User Preferences as Distribution in Federated Recommendation
Chunxu Zhang ⋅ Weipeng Zhang ⋅ Guodong Long ⋅ Zhiheng Xue ⋅ Bo Yang
[ OpenReview] 
Poster
None
Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers
Samuel Erickson ⋅ Mikael Johansson
[ OpenReview] 
Poster
None
GeoAlign: Geometric Rollout Curation for Robust LLM Reinforcement Learning
Ting Zhou ⋅ Zhenqing Ling ⋅ Yiyang Zhao ⋅ Ying Shen ⋅ Daoyuan Chen
[ OpenReview] 
Poster
None
Optimizing KV Cache Eviction from an Output Perturbation Perspective
Yuan Feng ⋅ Junlin Lv ⋅ Haoyu Guo ⋅ Yukun Cao ⋅ Xike Xie ⋅ S Kevin Zhou
[ OpenReview] 
Poster
None
Coupled Cluster con MoLe: Molecular Orbital Learning for Neural Wavefunctions
Luca Anthony Thiede ⋅ Abdulrahman Aldossary ⋅ Andreas Burger ⋅ Jorge Campos-Gonzalez-Angulo ⋅ Alex Zook ⋅ Melisa Alkan ⋅ KOHEI NAKAJI ⋅ Jérôme Gonthier ⋅ Taylor Patti ⋅ Mohammad Vakili ⋅ Alan Aspuru-Guzik
[ OpenReview] 
Poster
None
Neural Dispersion on Graphs
Ryien Hosseini ⋅ Pouya Gholami ⋅ Filippo Simini ⋅ Venkatram Vishwanath ⋅ Rebecca Willett ⋅ Henry (Hank) Hoffmann
[ OpenReview] 
Poster
None
Unifying Low Dimensional Spectra in Deep Learning
Connall Garrod ⋅ Jonathan Keating
[ Poster]  [ OpenReview] 
Poster
None
FedSSM: State Space Model-based Proactive Inference for Heterogeneous Multimodal Federated Learning
Hengyi Ren ⋅ Yuchen Xie ⋅ Changlong Wang ⋅ Xin Li ⋅ Yue Huang ⋅ Jian Guo ⋅ Lijuan Sun
[ OpenReview] 
Poster
None
Smoothing Slot Attention Iterations and Recurrences
Rongzhen Zhao ⋅ Wenyan Yang ⋅ Kannala Juho ⋅ Joni Pajarinen
[ OpenReview] 
Poster
None
The Implicit Bias of Depth: From Neural Collapse to Softmax Codes
Connall Garrod ⋅ Jonathan Keating ⋅ Christos Thrampoulidis
[ Poster]  [ OpenReview] 
Poster
None
Physics-informed diffusion models in spectral space
Davide Gallon ⋅ Philippe von Wurstemberger ⋅ Patrick Cheridito ⋅ Arnulf Jentzen
[ OpenReview] 
Poster
None
Improved Bounds for Private and Robust Alignment
Wenqian Weng ⋅ Yi He ⋅ Xingyu Zhou
[ OpenReview] 
Poster
None
Beyond Procedure: Substantive Fairness in Conformal Prediction
Pengqi Liu ⋅ Zijun Yu ⋅ Mouloud Belbahri ⋅ Arthur Charpentier ⋅ Masoud Asgharian ⋅ Jesse Cresswell
[ OpenReview] 
Poster
None
Do Audio LLMs Listen or Read? Analyzing and Mitigating Paralinguistic Failures with VoxParadox
Jiacheng Pang ⋅ Ashutosh Chaubey ⋅ Mohammad Soleymani
[ OpenReview] 
Poster
None
EVOLVING ROLLOUTS: Harnessing Historical Experience for Web Agent Evolution in Reinforcement Learning
Sinuo Wang ⋅ WANG PIAOHONG ⋅ Tianrui Qin ⋅ Maojia Song ⋅ Qianben Chen ⋅ Qiexiang Wang ⋅ Gengze Zhou ⋅ Zeyu Zhang ⋅ He Zhu ⋅ Dingfeng Shi ⋅ Yutong Xie ⋅ Liam Liu ⋅ Jiaheng Liu ⋅ Ge Zhang ⋅ Jiawei Ma ⋅ Yuchen Jiang ⋅ Qi Wu ⋅ Wangchunshu Zhou
[ OpenReview] 
Poster
None
Unlocking Cross-Modal Biosignal Synthesis: A Temporally-Aware VAE-Diffusion Model
Chenyang Xu ⋅ Dezhen Wang ⋅ Hao Wang
[ OpenReview] 
Poster
None
CaliDist: Calibrating Large Language Models via Behavioral Robustness to Distraction
Mohammad Anas Jawad ⋅ Cornelia Caragea
[ OpenReview] 
Poster
None
MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
Weizheng Zhang ⋅ Xunjie Xie ⋅ Hao Pan ⋅ Xiaowei Duan ⋅ Bingteng Sun ⋅ Qiang Du ⋅ Lin Lu
[ OpenReview] 
Poster
None
SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Xiang Deng ⋅ Jeff Da ⋅ Edwin Pan ⋅ Yannis Yiming He ⋅ Charles Ide ⋅ Kanak Garg ⋅ Niklas Lauffer ⋅ Andrew Park ⋅ Chetan Rane ⋅ Karmini Sampath ⋅ Maya Krishnan ⋅ Srivatsa Kundurthy ⋅ Sean Hendryx ⋅ Zifan Wang ⋅ Chen Bo Calvin Zhang ⋅ Noah Jacobson ⋅ Bing Liu ⋅ Brad Kenstler
[ OpenReview] 
Poster
None
Evolving Interpretable Constitutions for Multi-Agent Coordination
Ujwal Kumar ⋅ Alice Saito ⋅ Hershraj Niranjani ⋅ Rayan Yessou ⋅ Tan Phan Xuan
[ OpenReview] 
Poster
None
Explicit representation of germline and non-germline residues improves antibody language modeling
Jeonghyeon Kim ⋅ Nathaniel Blalock ⋅ Ameya Kulkarni ⋅ Kensuke Nakamura ⋅ Philip Romero
[ OpenReview] 
Poster
None
Text Has Curvature
Karish Grover ⋅ Hanqing Zeng ⋅ Yinglong Xia ⋅ Christos Faloutsos ⋅ Geoff Gordon
[ OpenReview] 
Poster
None
Differentially Private and Scalable Estimation of the Network Principal Component
Poster
None
Spectral Imbalance Causes Forgetting in Low-Rank Continual Adaptation
Hao Gu ⋅ Mao-Lin Luo ⋅ Zi-Hao Zhou ⋅ Han-Chen Zhang ⋅ Min-Ling Zhang ⋅ Tong Wei
[ OpenReview] 
Poster
None
Geodesic Flow Matching for Denoising High-Dimensional Structured Representations
Karim Habashy ⋅ Chris Eliasmith
[ OpenReview] 
Poster
None
Feedback Control for Multi-Objective Graph Self-Supervision
Karish Grover ⋅ Theodore Vasiloudis ⋅ Han Xie ⋅ Sixing Lu ⋅ Xiang song ⋅ Christos Faloutsos
[ OpenReview] 
Poster
None
Improving Neural Topic Modeling with Semantically-Grounded Soft Label Distributions
Raymond Li ⋅ Amirhossein Abaskohi ⋅ Chuyuan Li ⋅ Gabriel Murray ⋅ Giuseppe Carenini
[ OpenReview] 
Poster
None
Semantic Impact–Driven Visual Scheduling in Vision-Language Models
Xuan Wang ⋅ Liu Yilin ⋅ Fangxiang Feng ⋅ Caixia Yuan ⋅ Huixing Jiang ⋅ Xiaojie Wang
[ OpenReview] 
Poster
None
DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts
Jiarui Feng ⋅ Hanqing Zeng ⋅ Karish Grover ⋅ Ruizhong Qiu ⋅ Yinglong Xia ⋅ Qiang Zhang ⋅ Qifan Wang ⋅ Ren Chen ⋅ Dongqi Fu ⋅ Jiayi Liu ⋅ Zhuokai Zhao ⋅ Xiangjun Fan ⋅ Benyu Zhang ⋅ Yixin Chen
[ OpenReview] 
Poster
None
TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
Quang Duc Nguyen ⋅ Siyuan Liang ⋅ Yiming Li ⋅ Fushuo Huo ⋅ Dacheng Tao
[ Poster]  [ OpenReview] 
Poster
None
Learning to Share: Selective Memory for Efficient Parallel Agentic Systems
Joseph Fioresi ⋅ Ashmal Vayani ⋅ Parth Parag Kulkarni ⋅ Song Wang ⋅ Mubarak Shah
[ OpenReview] 
Poster
None
Not All Invariants Are Equal: Curating Training Data to Accelerate Program Verification with SLMs
Ido Pinto ⋅ Yizhak Elboher ⋅ Haoze Wu ⋅ Nina Narodytska ⋅ Guy Katz
[ OpenReview] 
Poster
None
Disentangling Geometry, Performance, and Training in Language Models
Atharva Kulkarni ⋅ Jacob Mitchell Springer ⋅ Arjun Subramonian ⋅ Swabha Swayamdipta
[ OpenReview] 
Poster
None
The Shape of Addition: Geometric Structures of Arithmetic in Large Language Models
Liuyuan Wen ⋅ Xun Zhu ⋅ Lihao Huang ⋅ Wenbin Li ⋅ Yang Gao
[ OpenReview] 
Poster
None
MedSIGHT: Towards Grounded Visual Comprehension in Medical Large Vision-Language Models
Aofei Chang ⋅ Le Huang ⋅ Alex Boyd ⋅ parminder bhatia ⋅ Taha Kass-Hout ⋅ Fenglong Ma ⋅ Cao Xiao
[ OpenReview] 
Poster
None
Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling
Keyue Qiu ⋅ Xintong Wang ⋅ Zhilong Zhang ⋅ Hao Zhou ⋅ Wei-Ying Ma
[ OpenReview] 
Poster
None
Geometric Control of Out-of-Distribution Shift in Safe Offline RL
Zhiqi Zhuang ⋅ di wu ⋅ Benoit Boulet
[ OpenReview] 
Poster
None
Segment-Aligned Policy Optimization for Multi-Modal Reasoning
Lei Gao ⋅ Zhuoming Li ⋅ Mengxi Jia ⋅ Jiakang Yuan ⋅ Hongbo Sun ⋅ Hao Sun ⋅ Xuelong Li
[ OpenReview] 
Poster
None
PRISM: Distribution-free Adaptive Computation of Matrix Functions for Accelerating Neural Network Training
Shenghao Yang ⋅ Zhichao Wang ⋅ Oleg Balabanov ⋅ N. Benjamin Erichson ⋅ Michael Mahoney
[ OpenReview] 
Poster
None
Don't Reinvent the Wheel, Just Realign the Spokes: Resource-Efficient Federated Fine-Tuning via Rank-Wise Expert Assembly
Yebo Wu ⋅ Jingguang Li ⋅ Zhijiang Guo ⋅ Li Li
[ Poster]  [ OpenReview] 
Poster
None
DR$^2$Seg: Decomposed Two-Stage Rollouts for Efficient Reasoning Segmentation in Multimodal Large Language Models
Yulin He ⋅ Wei Chen ⋅ Zhikang Jian ⋅ Tianhang Guo ⋅ Wenjuan Zhou ⋅ Minglong Li ⋅ Shaowu Yang ⋅ Wenjing Yang
[ OpenReview] 
Poster
None
SCOPE: Evolving Symbolic World for Planning in Open-Ended Environments
Yundaichuan Zhan ⋅ Minghe Gao ⋅ Zhongqi Yue ⋅ Wendong Bu ⋅ Wenqiao Zhang ⋅ Guoming Wang ⋅ Jisheng Dang ⋅ Juncheng Li ⋅ Siliang Tang ⋅ Yueting Zhuang
[ OpenReview] 
Poster
None
Uncertainty-Aware Clarification in LLM Agents with Information Gain
Mengyi DENG ⋅ Zhiwei Li ⋅ Xin Li ⋅ Tingyu ZHU ⋅ Ying Zhao ⋅ Zhijiang Guo ⋅ Wei Wang
[ OpenReview] 
Poster
None
SoftBinary Coding: A New Information-Theoretic Paradigm for Neural Compression via Fast Channel Simulation
Ezgi Ozyilkan ⋅ Sharang Sriramu ⋅ Elza Erkip ⋅ Aaron Wagner ⋅ Jona Ballé
[ OpenReview] 
Poster
None
LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer
Ying Shen ⋅ Zhiyang Xu ⋅ Jiuhai Chen ⋅ Shizhe Diao ⋅ Jiaxin Zhang ⋅ Yuguang Yao ⋅ Joy Rimchala ⋅ Ismini Lourentzou ⋅ Lifu Huang
[ OpenReview] 
Poster
None
AnyBand-Diff: A Unified Remote Sensing Image Generation and Band Repair Framework with Spectral Priors
Zhao zuopeng ⋅ Ying Liu ⋅ xiaoyu Li ⋅ SuLuo ⋅ Lu Li ⋅ Wen L
[ OpenReview] 
Poster
None
CUPID in the Model Zoo: Online Matchmaking for Selecting Your Dream LLM
Son Nguyen ⋅ Xinyuan Liu ⋅ Ransalu Senanayake
[ OpenReview] 
Poster
None
OmniSapiens: A Foundation Model for Social Behavior Processing via Heterogeneity-Aware Relative Policy Optimization
Keane Ong ⋅ Sabri Boughorbel ⋅ Luwei Xiao ⋅ Chanakya Ekbote ⋅ David Dai ⋅ Ao Qu ⋅ Jingyao Wu ⋅ Rui Mao ⋅ Ehsan Hoque ⋅ Erik Cambria ⋅ Gianmarco Mengaldo ⋅ Paul Pu Liang
[ OpenReview] 
Poster
None
On the Relationship Between Activation Outliers and Feature Death in Sparse Autoencoders
Elana Simon ⋅ Etowah Adams ⋅ James Zou
[ OpenReview] 
Poster
None
Branch Scaling Manifests as Implicit Architectural Regularization for Improving Generalization in Overparameterized ResNets
Zixiong Yu ⋅ Guhan Chen ⋅ Jianfa Lai ⋅ Bohan Li ⋅ Songtao Tian
[ OpenReview] 
Poster
None
TextAtlas5M: A Large-Scale Dataset for Long Text Image Generation
Dongxing Mao ⋅ Alex Jinpeng Wang ⋅ weiming Han ⋅ Jiawei Zhang ⋅ Zhuobai Dong ⋅ Linjie Li ⋅ Lin Yiqi ⋅ Zhengyuan Yang ⋅ Libo Qin ⋅ Fuwei Zhang ⋅ Lijuan Wang ⋅ Min Li
[ OpenReview] 
Poster
None
Transformers Can Learn Posterior Predictive Distributions In-Context
Gyeonghun Kang ⋅ Changwoo Lee ⋅ Xiang Cheng
[ OpenReview] 
Poster
None
Mitigating Error Accumulation in Continuous Navigation via Memory-Augmented Kalman Filtering
Yin Tang ⋅ Jiawei Ma ⋅ Jinrui Zhang ⋅ Alex Jinpeng Wang ⋅ Deyu Zhang
[ OpenReview] 
Poster
None
Position: Artificial Intelligence Needs Meta Intelligence - the Case for Metacognitive AI
Sergei Chuprov ⋅ Richard Lange ⋅ Leon Reznik ⋅ Paulo Shakarian ⋅ Raman Zatsarenko ⋅ Dmitrii Korobeinikov
[ OpenReview] 
Poster
None
When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop
Yang Zhang ⋅ Xiukun Wei ⋅ Xueru Zhang
[ OpenReview] 
Poster
None
CSOR: Coreset Selection for Object Re-identification via Class Pruning
Minyoung Oh ⋅ Jae-Young Sim
[ OpenReview] 
Poster
None
Dispersion Loss Counteracts Embedding Condensation and Improves Generalization in Small Language Models
Chen Liu ⋅ Xingzhi Sun ⋅ Xi Xiao ⋅ Alexandre Van Tassel ⋅ Ke Xu ⋅ Kristof Reimann ⋅ Danqi Liao ⋅ Mark Gerstein ⋅ Tianyang Wang ⋅ Xiao Wang ⋅ Smita Krishnaswamy
[ OpenReview] 
Poster
None
PrivAct: Internalizing Contextual Privacy Preservation via Multi-Agent Preference Training
Yuhan Cheng ⋅ Hancheng Ye ⋅ Hai Li ⋅ Jingwei Sun ⋅ Yiran Chen
[ OpenReview] 
Poster
None
TSMGen: Target-Specific Molecule Generation via Higher-Order Structural Dependencies and Context-Aware Bidirectional Fusion
Yaoyu Chen ⋅ Xiaoli Lin ⋅ Ziyi Gong ⋅ Jun Pang
[ OpenReview] 
Poster
None
Edit-Based Refinement for Parallel Masked Diffusion Language Models
Houxing Ren ⋅ Mingjie Zhan ⋅ Zimu Lu ⋅ Ke Wang ⋅ Yunqiao Yang ⋅ Haotian Hou ⋅ Junting Pan ⋅ Hongsheng Li
[ OpenReview] 
Poster
None
ReAugment: Targeted Few-Shot Time Series Augmentation via Model Zoo-Guided Reinforcement Learning
Haochen Yuan ⋅ Yutong Wang ⋅ Yihong Chen ⋅ Yunbo Wang ⋅ Xiaokang Yang
[ OpenReview] 
Poster
None
FedSDR: Federated Self-Distillation with Rectification
Ziheng Ren ⋅ Zhanming Shen ⋅ Hao Wang ⋅ Ning Liu ⋅ You Song
[ OpenReview] 
Poster
None
Dual-Latent Memory Routing for Vision-Language Reasoning
Hao-Xuan Ma ⋅ Jin-Fei Qi ⋅ YiCheng Xiao ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
RAST-MoE-RL: A Regime-Aware Spatio-Temporal MoE Framework for Deep Reinforcement Learning in Ride-Hailing
Yuhan Tang ⋅ Kangxin Cui ⋅ Jung Ho Park ⋅ Yibo Zhao ⋅ Xuan Jiang ⋅ Haoze He ⋅ Jiangbo Yu ⋅ Haris Koutsopoulos ⋅ Jinhua Zhao
[ OpenReview] 
Poster
None
FLARE-AI: Flaw Reporting for AI
Shayne Longpre ⋅ Elaine Zhu ⋅ Carson Ezell ⋅ Avijit Ghosh ⋅ Sean McGregor ⋅ Kevin Paeth ⋅ Kevin Klyman ⋅ Sayash Kapoor ⋅ Rishi Bommasani ⋅ Ruth Elisabeth Appel ⋅ Gregory Strom ⋅ Lauren McIlvenny ⋅ Mark Jaycox ⋅ Peter Slattery ⋅ Nathan Butters ⋅ Arvind Narayanan ⋅ Percy Liang ⋅ Alex Pentland
[ Poster]  [ OpenReview] 
Poster
None
Leak@$k$: Unlearning Does Not Make LLMs Forget Under Probabilistic Decoding
Hadi Reisizadeh ⋅ Jiajun Ruan ⋅ Yiwei Chen ⋅ Soumyadeep Pal ⋅ Sijia Liu ⋅ Mingyi Hong
[ OpenReview] 
Poster
None
PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
Andy Xu ⋅ Rohan Desai ⋅ Larry Wang ⋅ Ethan Ritz ⋅ Gabriel Hope
[ OpenReview] 
Poster
None
Scaling, Benchmarking, and Reasoning of Vision-Language Agents for Mobile GUI Navigation
Heng Qu ⋅ Yike Liu ⋅ Renren Jin ⋅ Wenzong Zhang ⋅ Pengzhi Gao ⋅ Wei Liu ⋅ Jian Luan
[ OpenReview] 
Poster
None
AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
Siyu Wang ⋅ Ruotian Lu ⋅ Zhihao Yang ⋅ Yuchao Wang ⋅ yanzhou zhang ⋅ Lei Xu ⋅ Qimin Xu ⋅ Guojun Yin ⋅ Cailian Chen ⋅ Xinping Guan
[ OpenReview] 
Poster
None
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
Kaixuan Ji ⋅ Qingyue Zhao ⋅ Heyang Zhao ⋅ Qiwei Di ⋅ Quanquan Gu
[ OpenReview] 
Poster
None
T-measure: A Topology-Consistent Metric for Binary Segmentation
Pengfei zhang ⋅ Jian Ji
[ OpenReview] 
Poster
None
A Unified Framework for Deep Hypergraph Clustering Beyond Homophily
Bowen Zhao ⋅ Qianqian Wang
[ OpenReview] 
Poster
None
DOCKSMITH: Scaling Reliable Coding Environments via an Agentic Docker Builder
Jiaran Zhang ⋅ Lu Ma ⋅ Yanhao Li ⋅ Fanqi Wan ⋅ DI QI ⋅ Xin Wu ⋅ Zhewei Huang ⋅ Liangyu Chen ⋅ YINGWEI MA ⋅ Qi Han ⋅ Xiangyu Zhang
[ OpenReview] 
Poster
None
Prototype-guided Bilateral Alignment Multimodal Federated Learning
Tianchi Liao ⋅ Lele Fu ⋅ Sheng Huang ⋅ Qing Hu ⋅ Hong-Ning Dai ⋅ Chuan Chen
[ OpenReview] 
Poster
None
Expected Returns and Policy Inconsistency-Aware Offline Federated Deep Reinforcement Learning
Meng XU ⋅ Zhongying Chen ⋅ Weiwei Fu ⋅ Yan Li ⋅ Shuguang Wang ⋅ Jianping Wang
[ OpenReview] 
Poster
None
Reasoning Compartmentalization: Bridging the Concretization Gap via Abstraction-based Routing
Ling-I Wu ⋅ Jian Tong ⋅ Yu Sun ⋅ Xuan Gao ⋅ Xu Guo ⋅ Guoqiang Li ⋅ Qipeng Guo ⋅ Kai Chen
[ OpenReview] 
Poster
None
Cross-Embodiment Robot Foundation World Models with Latent Actions
Huang Huang ⋅ Sriram Yenamandra ⋅ Arjun Majumdar ⋅ Elie Aljalbout ⋅ Tushar Nagarajan ⋅ Jimmy Yang ⋅ Akshara Rai ⋅ Michael Rabbat ⋅ Li Fei-Fei ⋅ Jiajun Wu ⋅ Tingfan Wu ⋅ Franziska Meier
[ OpenReview] 
Poster
None
SG2Loc: Sequential Visual Localization on 3D Scene Graphs
Nicole Damblon ⋅ Olga Vysotska ⋅ Federico Tombari ⋅ Marc Pollefeys ⋅ Daniel Barath
[ OpenReview] 
Poster
None
Learning-To-Measure: In-Context Active Feature Acquisition
Yuta Kobayashi ⋅ Zilin Jing ⋅ Jiayu Yao ⋅ Hongseok Namkoong ⋅ Shalmali Joshi
[ OpenReview] 
Poster
None
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Letian Fu ⋅ Justin Yu ⋅ Karim El-Refai ⋅ Ethan Kou ⋅ Haoru Xue ⋅ Huang Huang ⋅ Wenli Xiao ⋅ Li Fei-Fei ⋅ Guanya Shi ⋅ Jiajun Wu ⋅ S. Sastry ⋅ Yuke Zhu ⋅ Ken Goldberg ⋅ Jim Fan
[ OpenReview] 
Poster
None
PixCLIP: Towards Fine-grained Vision-Language Understanding via Any-granularity Pixel-Text Alignment
YiCheng Xiao ⋅ Yu Chen ⋅ Hao-Xuan Ma ⋅ Jiale Hong ⋅ Caorui Li ⋅ Lingxiang Wu ⋅ Haiyun Guo ⋅ Jinqiao Wang
[ OpenReview] 
Poster
None
Likelihood Matching for Diffusion Models
Lei Qian ⋅ Wu Su ⋅ Yanqi Huang ⋅ Song Chen
[ OpenReview] 
Poster
None
Abductive Reasoning with Probabilistic Commonsense
Joseph Cotnareanu ⋅ Chiara Roverato ⋅ Han Zhou ⋅ Didier Chételat ⋅ Yingxue Zhang ⋅ Mark Coates
[ OpenReview] 
Poster
None
Structure-aware Granular-Ball based Information Bottleneck for Multi-modal Clustering
Zhengzheng Lou ⋅ Yuhan Zhan ⋅ Mingyang Lv ⋅ Yingxuan Li ⋅ Yuyang Du ⋅ Shizhe Hu
[ OpenReview] 
Poster
None
Robust Filter Attention: Self-Attention as a Parallel State Estimator
Peter Racioppo
[ OpenReview] 
Poster
None
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
Chris Cameron ⋅ Wangzheng Wang ⋅ Nikita Ivanov ⋅ Ashmita Bhattacharyya ⋅ Didier Chételat ⋅ Yingxue Zhang
[ OpenReview] 
Poster
None
A robust PPG foundation model using multimodal physiological supervision
Eloy Geenjaar ⋅ Vince Calhoun ⋅ scott daly ⋅ Gouthaman KV ⋅ Lie Lu ⋅ Trisha Mittal ⋅ Daniel P. Darcy
[ OpenReview] 
Poster
None
OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning
Guanhua Ji ⋅ Harsha Polavaram ⋅ Lawrence Yunliang Chen ⋅ Sandeep Bajamahal ⋅ Zehan Ma ⋅ Simeon Adebola ⋅ Chenfeng Xu ⋅ Ken Goldberg
[ OpenReview] 
Poster
None
SciVideoBench: Benchmarking Scientific Video Reasoning in Large Multimodal Models
Andong Deng ⋅ Taojiannan Yang ⋅ Shoubin Yu ⋅ Lincoln Spencer ⋅ Mohit Bansal ⋅ Chen Chen ⋅ Serena Yeung ⋅ Xiaohan Wang
[ OpenReview] 
Poster
None
ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
Jie Deng ⋅ Shining Liang ⋅ Jun Li ⋅ Hongzhi Li ⋅ Yutao Xie
[ OpenReview] 
Poster
None
Complexity bounds for Dirichlet process slice samplers
Beatrice Franzolini ⋅ Francesco Gaffi
[ OpenReview] 
Poster
None
Position: Measuring Human Preferences in RLHF is a Social Science Problem
Bijean Ghafouri ⋅ Eun Cheol Choi ⋅ Priyanka Dey ⋅ Emilio Ferrara
[ OpenReview] 
Poster
None
DPsurv: Dual-Prototype Evidential Fusion for Uncertainty-Aware and Interpretable Whole Slide Image Survival Prediction
Yucheng Xing ⋅ ling huang ⋅ Jingying Ma ⋅ Ruping Hong ⋅ Jiangdong Qiu ⋅ Pei Liu ⋅ Kai He ⋅ Huazhu Fu ⋅ Mengling Feng
[ OpenReview] 
Poster
None
Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Vision-Language Models
Chengcheng Wang ⋅ Jianyuan Guo ⋅ Hongguang Li ⋅ Yuchuan Tian ⋅ Ying Nie ⋅ Chang Xu ⋅ Kai Han
[ OpenReview] 
Poster
None
Trajectory Stitching for Solving Inverse Problems with Flow-Based Models
Alexander Denker ⋅ Moshe Eliasof ⋅ Zeljko Kereta ⋅ Carola-Bibiane Schönlieb
[ OpenReview] 
Poster
None
MetaBio: Learning from metadata for bioacoustics foundation models
Mustafa Chasmai ⋅ Vincent Dumoulin ⋅ Jenny Hamer
[ OpenReview] 
Poster
None
Attention's forward pass and Frank-Wolfe
Albert Alcalde ⋅ Borjan Geshkovski ⋅ Domènec Ruiz-Balet
[ OpenReview] 
Poster
None
Conditionally Site-Independent Neural Evolution of Antibody Sequences
Stephen Lu ⋅ Aakarsh Vermani ⋅ Kohei Sanno ⋅ Jiarui Lu ⋅ Frederick Matsen ⋅ Milind Jagota ⋅ Yun Song
[ OpenReview] 
Poster
None
Supervised Guidance Training for Infinite-Dimensional Diffusion Models
Elizabeth Baker ⋅ Alexander Denker ⋅ Jes Frellsen
[ OpenReview] 
Poster
None
Solving Inverse Problems with Flow-based Models via Model Predictive Control
George Webber ⋅ Alexander Denker ⋅ Riccardo Barbano ⋅ Andrew Reader
[ OpenReview] 
Poster
None
Towards Whole-corpus Reconstruction of Heterogeneous RAG Knowledge Bases
Peiru Yang ⋅ Yi Luo ⋅ Zhenfeng Gao ⋅ Tong Ju ⋅ Haoran Zheng ⋅ Linjie Zhu ⋅ Hongke Fu ⋅ Qing Li ⋅ Shangguang Wang ⋅ Tao Qi
[ OpenReview] 
Poster
None
From Denoising to De-Channeling: Integrating Physical Channel Priors into Diffusion Models for Radio Signal Understanding
Yaoqi Liu ⋅ Jin Wang ⋅ Chunchen Wang ⋅ Hui Wang ⋅ Chuan Shi
[ OpenReview] 
Poster
None
From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates
Ruobing Zuo ⋅ Hanrui Zhao ⋅ Gaolei He ⋅ Zhengfeng Yang ⋅ Jianlin Wang
[ OpenReview] 
Poster
None
Mirror Descent Policy Optimisation for Robust Constrained Markov Decision Processes
Poster
None
Contrastive Flow Map Matching
Junyu Zhang ⋅ Daochang Liu ⋅ Younghyun Kim ⋅ Jong Hwan Ko ⋅ Shichao Zhang ⋅ Chang Xu ⋅ Eunbyung Park
[ OpenReview] 
Poster
None
Positional Encoding for Spiking Transformers
Zijian Zhou ⋅ Yu Liang ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Jieyuan Zhang ⋅ Wenjie Wei ⋅ Shuai Wang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview] 
Poster
None
Rethinking Human Intent to CAD: Parametric CAD Model Generation via Cooperative Multi-Task Alignment and Spatial-Aware Reinforcement Learning
Qingwang Zhang ⋅ Jiahao Li ⋅ Xiangdong Zhou
[ OpenReview] 
Poster
None
MOES-Pred: Molecular Structural Representation Learning by Adaptive Energy-Sentinel Vibration for Generalized Property Prediction
Zhiran Hou ⋅ Tinghuai Ma ⋅ Huan Rong ⋅ Li Jia ⋅ Anouar Imel ⋅ Heng Zhang ⋅ Ming Li
[ OpenReview] 
Poster
None
Multi-Label Test-Time Adaptation with Bayesian Conditional Priors
Qiru Li ⋅ Ao Zhou ⋅ Zhiwei Jiang ⋅ Zifeng Cheng ⋅ Cong Wang ⋅ Yafeng Yin ⋅ Qing Gu
[ OpenReview] 
Poster
None
AdaS: Adaptive Gradient Descent for Spiking Transformers
Zijian Zhou ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Wenjie Wei ⋅ Yimeng Shan ⋅ Yu Liang ⋅ Yu Yang ⋅ Shuai Wang ⋅ Yalan Ye ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview] 
Poster
None
Adaptive Reinforcement Learning for Unobservable Random Delays
John Wikman ⋅ Alexandre Proutiere ⋅ David Broman
[ OpenReview] 
Poster
None
Efficient RL Training for LLMs with Experience Replay
Charles Arnal ⋅ Vivien Cabannnes ⋅ Taco Cohen ⋅ Julia Kempe ⋅ REMI MUNOS
[ OpenReview] 
Poster
None
Probability-Entropy Calibration: An Elastic Indicator for Adaptive Fine-tuning
Wenhao Yu ⋅ Shaohang Wei ⋅ Jiahong Liu ⋅ Yifan Li ⋅ Minda Hu ⋅ Aiwei Liu ⋅ Hao Zhang ⋅ Irwin King
[ OpenReview] 
Poster
None
Reviving Error Correction in Modern Deep Time-Series Forecasting
Minh Nguyen ⋅ Van Dai Do ⋅ Huu Nguyen ⋅ Dung Nguyen ⋅ Kien Do ⋅ Hung Le
[ OpenReview] 
Poster
None
SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
Zijian Zhou ⋅ Wenjie Wei ⋅ Yu Liang ⋅ Jialin Li ⋅ Ammar Belatreche ⋅ Honglin Cao ⋅ Shuai Wang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview] 
Poster
None
Correctness-Optimized Residual Activation Lens (CORAL): Transferrable and Calibration-Aware Inference-Time Steering
Miranda Miao ⋅ Young Min Cho ⋅ Lyle Ungar
[ OpenReview] 
Poster
None
ReQAT: Achieving Full-Precision Reasoning Accuracy with 4-bit Floating-Point Quantization-Aware Training
Janghwan Lee ⋅ Sihwa Lee ⋅ Jinseok Kim ⋅ Yongjik Kim ⋅ Jieun Lim ⋅ Jinwook Oh ⋅ Jungwook Choi
[ OpenReview] 
Poster
None
Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding
Jiahao Li ⋅ Qingwang Zhang ⋅ Qiuyu Chen ⋅ Guozhan Qiu ⋅ Yunzhong Lou ⋅ Xiangdong Zhou
[ OpenReview] 
Poster
None
SpikingLM: Towards Fully Spiking Language Model
Yu Liang ⋅ Zijian Zhou ⋅ Wenjie Wei ⋅ Shuai Wang ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Yu Yang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview] 
Poster
None
Cold-Start Personalization via Training-Free Priors from Structured World Models
Avinandan Bose ⋅ Stella Li ⋅ Faeze Brahman ⋅ Pang Wei Koh ⋅ Simon Du ⋅ Yulia Tsvetkov ⋅ Maryam Fazel ⋅ Lin Xiao ⋅ Asli Celikyilmaz
[ OpenReview] 
Poster
None
Position: AI Lock-In Is in Progress, and We Must Be Prepared
Jaeho Kim ⋅ Seokhyun Lee ⋅ Jieun Lee ⋅ Changhee Lee
[ OpenReview] 
Poster
None
Benchmarking Reward Hack Detection in Code Environments via Contrastive Analysis
Darshan Deshpande ⋅ Anand Kannappan ⋅ Rebecca Qian
[ OpenReview] 
Poster
None
TimeSAE: Sparse Decoding for Faithful Explanations of Black-Box Time Series Models
Khalid Oublal ⋅ Quentin Bouniot ⋅ Qi Gan ⋅ Stephan Clemencon ⋅ Zeynep Akata
[ OpenReview] 
Poster
None
Bridging the Gap Between Average and Discounted TD Learning
Haoxing Tian ⋅ Zaiwei Chen ⋅ Ioannis Paschalidis ⋅ Alex Olshevsky
[ Poster]  [ OpenReview] 
Poster
None
Dissecting Multimodal In-Context Learning: Modality Asymmetries and Circuit Dynamics in modern Transformers
Yiran Huang ⋅ Karsten Roth ⋅ Quentin Bouniot ⋅ Wenjia Xu ⋅ Zeynep Akata
[ OpenReview] 
Poster
None
Foreground-Aware Token Routing Vision Transformer for Real-Time Satellite Video Tracking
Jiahao Wang ⋅ Fang Liu ⋅ Licheng Jiao ⋅ Shuo Li ⋅ Hao Wang ⋅ Lingling Li ⋅ Xinyi Wang ⋅ Xu Liu
[ Poster]  [ OpenReview] 
Poster
None
The Latent Color Subspace: Emergent Order in High-Dimensional Chaos
Mateusz Pach ⋅ Jessica Bader ⋅ Quentin Bouniot ⋅ Serge Belongie ⋅ Zeynep Akata
[ Poster]  [ OpenReview] 
Poster
None
Efficient Online Influence Maximization under the Independent Cascade Model with Node-Level Feedback
Arpit Agarwal ⋅ Varad Deolankar ⋅ Rohan Ghuge
[ OpenReview] 
Poster
None
Axiomatic Atlas: A Prescriptive Framework for Neural Architecture Design
Minghao Guo ⋅ Wojciech Matusik
[ OpenReview] 
Poster
None
Mantis: Lightweight Foundation Model for Time Series Classification
Vasilii Feofanov ⋅ Songkang Wen ⋅ Shifeng Xie ⋅ Simon Roschmann ⋅ Marius Alonso ⋅ Hongbo Guo ⋅ Romain Ilbert ⋅ Malik TIOMOKO ⋅ Quentin Bouniot ⋅ Zeynep Akata ⋅ Lujia Pan ⋅ Jianfeng Zhang ⋅ Ievgen Redko
[ OpenReview] 
Poster
None
Cross-Modal Knowledge Distillation without Paired Data: Theoretical Foundations and Algorithms
Trong Khiem Tran ⋅ Duc Chu Anh ⋅ Quang Hung Pham ⋅ Phi Le Nguyen ⋅ Nghia Hoang
[ OpenReview] 
Poster
None
GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training
Haixu Wu ⋅ Minghao Guo ⋅ Zongyi Li ⋅ Zhiyang Dou ⋅ Mingsheng Long ⋅ Kaiming He ⋅ Wojciech Matusik
[ OpenReview] 
Poster
None
Clustering as Reasoning: A $k$-Means Interpretation of Chain-of-Thought Graph Learning
Xuanting Xie ⋅ Zhaochen Guo ⋅ Bingheng Li ⋅ Xingtong Yu ⋅ Zhifei Liao ⋅ zhao kang ⋅ Yuan Fang
[ OpenReview] 
Poster
None
Agent Primitives: Reuseable Latent Building Blocks for Multi-Agent Systems
Haibo Jin ⋅ Peng Kuang ⋅ Ye Yu ⋅ Xiaopeng Yuan ⋅ Haohan Wang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Navigating the Pareto Frontier of Alignment:Spectrum-Adaptive Fine-Tuning for LLMs
Yaoyou Fan ⋅ Chao Zhang ⋅ Xiaoyu Tan ⋅ Chenxing Sun ⋅ Yu Yuan ⋅ Haoyu Feng ⋅ Lu Pan ⋅ Ke Zeng ⋅ Xunliang Cai
[ OpenReview] 
Poster
None
AlgoVeri: An Aligned Benchmark for Verified Code Generation on Classical Algorithms
Haoyu Zhao ⋅ Ziran Yang ⋅ Jiawei Li ⋅ Deyuan Mike He ⋅ Zenan Li ⋅ Chi Jin ⋅ Venugopal Veeravalli ⋅ Aarti Gupta ⋅ Sanjeev Arora
[ OpenReview] 
Poster
None
Global Policy-Space Response Oracles for Two-Player Zero-Sum Games
Junyu Zhang ⋅ Feihong Yang ⋅ Jian Wang ⋅ Chao Wang ⋅ Xudong Zhang
[ OpenReview] 
Poster
None
Revisiting Zeroth-Order Hessian Approximation: A Single-Step Policy Optimization Lens
Junbin Qiu ⋅ Zhaowei Hong ⋅ Renzhe Xu ⋅ Yao Shu
[ OpenReview] 
Poster
None
Improved Bounds for Reward-Agnostic and Reward-Free Exploration
Oran Ridel ⋅ Alon Peled-Cohen
[ OpenReview] 
Poster
None
Must All Negatives Be Pushed Away Equally? Uncertainty-Aware Cross-View Geo-Localization via Normal Inverse Gamma Distribution
Songsong Ouyang ⋅ Le Wu ⋅ Yingying Zhu
[ OpenReview] 
Poster
None
Position: Universal Aesthetic Alignment Narrows Artistic Expression
Wenqi Guo ⋅ Qingyun Qian ⋅ Khalad Hasan ⋅ Shan Du
[ OpenReview] 
Poster
None
Poison with Style: A Practical Poisoning Attack on Code Large Language Models
Khang Tran ⋅ Yazan Boshmaf ⋅ Issa Khalil ⋅ Hai Phan ⋅ Ting Yu ⋅ Md Rizwan Parvez
[ OpenReview] 
Poster
None
Gradient Transformer: Learning to Generate Updates for LLMs
Binh-Nguyen Nguyen ⋅ Khang Tran ⋅ Hai Phan ⋅ Issa Khalil
[ OpenReview] 
Poster
None
PRPO: Paragraph-level Policy Optimization for Vision-Language Deepfake Detection
Tuan Nguyen ⋅ Naseem Khan ⋅ Khang Tran ⋅ Hai Phan ⋅ Issa Khalil
[ OpenReview] 
Poster
None
Differential syntactic and semantic encoding in LLMs
Santiago Acevedo ⋅ Alessandro Laio ⋅ Marco Baroni
[ OpenReview] 
Poster
None
Factored Latent Action World Models
Zizhao Wang ⋅ Chang Shi ⋅ Jiaheng Hu ⋅ Kevin Rohling ⋅ Roberto Martín-Martín ⋅ Amy Zhang ⋅ Peter Stone
[ OpenReview] 
Poster
None
Near-Optimal Private Linear Regression via Iterative Hessian Mixing
Omri Lev ⋅ Moshe Shenfeld ⋅ Vishwak Srinivasan ⋅ Katrina Anne Capsis Ligett ⋅ Ashia Wilson
[ OpenReview] 
Poster
None
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
Arnon Mazza ⋅ Elad Levi
[ OpenReview] 
Poster
None
KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting
Haiqi Jiang ⋅ Hui Xiong
[ OpenReview] 
Poster
None
Beyond Rational Illusion: Behaviorally Realistic Strategic Classification
Xinpeng Lv ⋅ Yunxin Mao ⋅ Renzhe Xu ⋅ Chunyuan Zheng ⋅ Jinxuan Yang ⋅ Yikai Chen ⋅ Yuanlong Chen ⋅ Yang Shi ⋅ Yuanxing Zhang ⋅ Haoxuan Li ⋅ Wenjing Yang ⋅ Shaowu Yang ⋅ Zhouchen Lin ⋅ Haotian Wang
[ Poster]  [ OpenReview] 
Poster
None
DroneDINO: Towards Heterogeneous Routed Mixture of Experts for Drone-based Unified Object Detection
Rui Chen ⋅ Dongdong Li ⋅ Yan Fan ⋅ Yan Liu ⋅ Yangliu Kuai ⋅ Pengfei Zhu
[ OpenReview] 
Poster
None
Certifying Capabilities from Finite Tests: When Is It Possible?
Changlong Wu ⋅ Jin Sima ⋅ Wojciech Szpankowski
[ OpenReview] 
Poster
None
Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
Shuanghao Bai ⋅ Jing Lyu ⋅ Wanqi Zhou ⋅ Zhe Li ⋅ Dakai Wang ⋅ Lei Xing ⋅ Xiaoguang Zhao ⋅ Pengwei Wang ⋅ Zhongyuan Wang ⋅ Cheng Chi ⋅ Badong Chen ⋅ Shanghang Zhang
[ OpenReview] 
Poster
None
SE(3)-Equivariant Flow Matching with Gaussian Process Priors for Geometric Trajectory Prediction
Xuyang Wang ⋅ Xinzhe Zhou ⋅ Xiaoming Duan ⋅ Jianping He
[ OpenReview] 
Poster
None
Variational Routing: A Scalable Bayesian Framework for Calibrated Mixture-of-Experts Transformers
Albus Li ⋅ Matthew Wicker
[ OpenReview] 
Poster
None
Transport and Merge: Cross-Architecture Merging for Large Language Models
Chenhang Cui ⋅ Binyun Yang ⋅ Fei Shen ⋅ Yuxin Chen ⋅ Jingnan Zheng ⋅ Xiang Wang ⋅ An Zhang ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
The Fairness Hierarchy: A viewpoint from causal inference
Chengbo Zhang ⋅ Zhen Yao ⋅ Hao Pang ⋅ Changcheng Li
[ OpenReview] 
Poster
None
PCRNet: Phase-aware Complex Refinement Network for EEG-based Auditory Attention Decoding
Xiran Chen ⋅ Xiaoke Yang ⋅ Cunhang Fan ⋅ Jian Zhou ⋅ Zhao Lv
[ Slides]  [ OpenReview] 
Poster
None
REST: Diffusion-based Real-time End-to-end Streaming Talking Head Generation via ID-Context Caching and Asynchronous Streaming Distillation
Haotian Wang ⋅ Yuzhe Weng ⋅ Jun Du ⋅ Haoran Xu ⋅ Xiaoyan Wu ⋅ Shan He ⋅ Bing Yin ⋅ Cong Liu ⋅ Qingfeng Liu
[ OpenReview] 
Poster
None
Towards Hierarchy–Uniformity Equilibrium: Recovering Semantic Depth in Hypergraph Contrastive Learning
Ruiting Zhao ⋅ Ming Li ⋅ Lixin Cui ⋅ Lu Bai ⋅ Feilong Cao ⋅ Ke Lv ⋅ Pietro Lió
[ OpenReview] 
Poster
None
Plug-and-Play Spiking Operators: Breaking the Nonlinearity Bottleneck in Spiking Transformers
Xinzhe Yuan ⋅ Xiang Peng ⋅ Bin Gu ⋅ Huan Xiong
[ OpenReview] 
Poster
None
What Makes Value Learning Efficient in Residual Reinforcement Learning?
Guozheng Ma ⋅ Lu Li ⋅ Haoyu Wang ⋅ Zixuan Liu ⋅ Pierre-Luc Bacon ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
DisPPO: Quantile-Based Distributional Reinforcement Learning for Large Language Models
Zhijian Zhou ⋅ Long Li ⋅ Xuan Zhang ⋅ Zongkai Liu ⋅ Yanting Miao ⋅ Yuchen Liu ⋅ Deshu Chen ⋅ Ke Li ⋅ Xing Sun ⋅ Ruoxi Jiang ⋅ Xiaoyu Tan ⋅ chao qu ⋅ Yuan Qi
[ OpenReview] 
Poster
None
Global Convergence of Adaptive Sensing for Principal Eigenvector Estimation
Alex Saad-Falcon ⋅ Brighton Ancelin ⋅ Justin Romberg
[ OpenReview] 
Poster
None
UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
Zeying Li ⋅ shuai zhao ⋅ Chaowen Wu ⋅ Boyang Li ⋅ Kai Huang
[ OpenReview] 
Poster
None
Learning Graph Foundation Models on Riemannian Graph-of-Graphs
Haokun Liu ⋅ Zezhong Ding ⋅ Xike Xie
[ OpenReview] 
Poster
None
Beyond Majority Voting: LLM Aggregation by Leveraging Higher-Order Information
Rui Ai ⋅ Yuqi Pan ⋅ David Simchi-Levi ⋅ Milind Tambe ⋅ Haifeng Xu
[ OpenReview] 
Poster
None
Step-Level Sparse Autoencoder for Reasoning Process Interpretation
Xuan Yang ⋅ Jiayu Liu ⋅ Yuhang Lai ⋅ Hao Xu ⋅ Zhenya Huang ⋅ Ning Miao
[ OpenReview] 
Poster
None
Language-based Trial and Error Falls Behind in the Era of Experience
Haoyu Wang ⋅ Guozheng Ma ⋅ Shugang Cui ⋅ Yilun Kong ⋅ Haotian Luo ⋅ Li Shen ⋅ Mengya Gao ⋅ Yichao Wu ⋅ Xiaogang Wang ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
CacheEdit: Efficient Multi-round Image Editing via Adaptive Token-wise Reuse.
Jinxin Yu ⋅ Xueqing Chen ⋅ Yudong Pan ⋅ Lian Liu ⋅ shengwen Liang ⋅ Huawei Li ⋅ Xiaowei Li ⋅ ying wang
[ OpenReview] 
Poster
None
UltraHorizon: Benchmarking LLM-Agent Capabilities in Ultra Long-Horizon Scenarios
Haotian Luo ⋅ Huaisong Zhang ⋅ Xuelin Zhang ⋅ Haoyu Wang ⋅ Zeyu Qin ⋅ Wenjie Lu ⋅ Guozheng Ma ⋅ Haiying He ⋅ Yingsha Xie ⋅ Qiyang Zhou ⋅ Zixuan Hu ⋅ Hongze Mi ⋅ Yibo Wang ⋅ Naiqiang Tan ⋅ Hong Chen ⋅ Yi Fung ⋅ Chun Yuan ⋅ Li Shen
[ OpenReview] 
Poster
None
Learning Unanimously Acceptable Lotteries via Queries
Davin Choo ⋅ Paul Goldberg ⋅ Nicholas Teh
[ OpenReview] 
Poster
None
From Imagined Futures to Executable Actions: Mixture of Latent Actions for Robot Manipulation
Yajie Li ⋅ Bozhou Zhang ⋅ Chun Gu ⋅ Zipei Ma ⋅ Jiahui Zhang ⋅ Jiankang Deng ⋅ Xiatian Zhu ⋅ Li Zhang
[ Poster]  [ OpenReview] 
Poster
None
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
Yifan Yu ⋅ Moyan Li ⋅ Shaoyuan Xu ⋅ Jinmiao Fu ⋅ Xinhai Hou ⋅ Fan Lai ⋅ Bryan Wang
[ OpenReview] 
Poster
None
AES: Curing Optimizer Blindness in Long-Tailed Recognition via State-Aware Correction
Fanfu Wang ⋅ Jiachang Zhan ⋅ Zhiheng Gong ⋅ Pengkun Wang ⋅ Yang Wang
[ OpenReview] 
Poster
None
Proximal-Based Generative Modeling for Bayesian Inverse Problems
Boyang Zhang ⋅ Zhiguo Wang ⋅ Ya-Feng Liu
[ OpenReview] 
Poster
None
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models
Zefeng He ⋅ Xiaoye Qu ⋅ Yafu Li ⋅ Tong Zhu ⋅ Qipeng Guo ⋅ Muxin Fu ⋅ Siyuan Huang ⋅ Yu Cheng
[ OpenReview] 
Poster
None
SlerpFlow: Spherical Trajectory Correction for Rectified Flow Inversion
Wenbin Duan ⋅ Yan Shu ⋅ Zhuoyuan Fu ⋅ Fangmin Zhao ⋅ Yan Li ⋅ Yaru Zhao ⋅ Binyang Li
[ OpenReview] 
Poster
None
KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices
Wuyang Zhou ⋅ Yuxuan Gu ⋅ Giorgos Iacovides ⋅ Danilo Mandic
[ Poster]  [ OpenReview] 
Poster
None
EpiCache: Episodic KV Cache Management for Long-Term Conversation on Resource-Constrained Environments
Minsoo Kim ⋅ Arnav Kundu ⋅ Han-Byul Kim ⋅ Richa Dixit ⋅ Minsik Cho
[ OpenReview] 
Poster
None
GemDepth: Geometry-Embedded Features for 3D-Consistent Video Depth
Yuecheng Liu ⋅ Junda Cheng ⋅ Longliang Liu ⋅ Wenjing Liao ⋅ Hanrui Cheng ⋅ Yuzhou Wang ⋅ Xin Yang
[ Poster]  [ OpenReview] 
Poster
None
DecepChain: Inducing Deceptive Reasoning in Large Language Models
Wei Shen ⋅ Han Wang ⋅ Haoyu Li ⋅ Huan Zhang
[ OpenReview] 
Poster
None
Riemannian Networks over Full-Rank Correlation Matrices
Ziheng Chen ⋅ Xiaojun Wu ⋅ Bernhard Schölkopf ⋅ Nicu Sebe
[ Poster]  [ OpenReview] 
Poster
None
Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration
Dongyue Wu ⋅ Zilin Guo ⋅ Xiaoyu Li ⋅ Jiajia Liu ⋅ Jingdong Chen ⋅ Nong Sang ⋅ Changxin Gao
[ OpenReview] 
Poster
None
MemoryLLM: Plug-n-Play Interpretable Feed-Forward Memory for Transformers
Ajay Jaiswal ⋅ Lauren Hannah ⋅ Han-Byul Kim ⋅ Duc Hoang ⋅ Arnav Kundu ⋅ Mehrdad Farajtabar ⋅ Minsik Cho
[ OpenReview] 
Poster
None
ACO-MoE-LoRA: Evolving-while-Training for Adapting Segment Anything Model 2 to Specialized Domains
Kaiyi Luo ⋅ Bangjun Wang ⋅ Li Zhang ⋅ Fanzhang Li ⋅ Fei Zhu ⋅ Jiaqing Fan
[ OpenReview] 
Poster
None
ACTIVE-o3 : Empowering MLLMs with Active Perception via Pure Reinforcement Learning
Muzhi Zhu ⋅ Hao Zhong ⋅ Canyu Zhao ⋅ Zongze Du ⋅ Mingyu Liu ⋅ Zheng Huang ⋅ Anzhou Li ⋅ Hao Chen ⋅ Cheng Zou ⋅ Jingdong Chen ⋅ Ming Yang ⋅ Chunhua Shen
[ OpenReview] 
Poster
None
Causal-Adapter: Taming Text-to-Image Diffusion for Faithful Counterfactual Generation
Lei Tong ⋅ Zhihua Liu ⋅ Chaochao Lu ⋅ Dino Oglic ⋅ Tom Diethe ⋅ Philip Teare ⋅ Sotirios Tsaftaris ⋅ Chen Jin
[ OpenReview] 
Poster
None
VenusBench-Mobile: A Challenging and User-Centric Benchmark for Mobile GUI Agents with Capability Diagnostics
Yichen Gong ⋅ Zhuohan Cai ⋅ Sunhao Dai ⋅ Yuqi Zhou ⋅ Zhangxuan Gu ⋅ Changhua Meng ⋅ Shuheng Shen
[ OpenReview] 
Poster
None
More Edits, More Stable: Understanding the Lifelong Normalization in Sequential Model Editing
Xin Ma ⋅ Wei Chen ⋅ Qi Liu ⋅ Derong Xu ⋅ Zhi Zheng ⋅ Tong Xu ⋅ Enhong Chen
[ Poster]  [ OpenReview] 
Poster
None
CoFrGeNet: Continued Fraction Architectures for Language Generation
Amit Dhurandhar ⋅ Vijil Chenthamarakshan ⋅ Dennis Wei ⋅ Tejaswini Pedapati ⋅ Karthikeyan Ramamurthy ⋅ Rahul Nair
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Tuning the Implicit Regularizer of Masked Diffusion Language Models: Enhancing Generalization via Insights from $k$-Parity
Jianhao Huang ⋅ Baharan Mirzasoleiman
[ OpenReview] 
Poster
None
Delegation and Verification under AI
Lingxiao Huang ⋅ Nisheeth K. Vishnoi ⋅ Wenyang Xiao
[ OpenReview] 
Poster
None
TreePO: Enhancing Policy Efficacy and Inference Efficiency with Tree Modeling
Yizhi Li ⋅ Qingshui Gu ⋅ Zhoufutu Wen ⋅ Ziniu Li ⋅ Ruibin Yuan ⋅ Tianshun Xing ⋅ Shuyue Guo ⋅ Tuney Zheng ⋅ 周欣 ⋅ Xingwei Qu ⋅ Wangchunshu Zhou ⋅ Zheng Zhang ⋅ Wei Shen ⋅ Wei Xue ⋅ Qian Liu ⋅ Chenghua Lin ⋅ Jian Yang ⋅ Ge Zhang ⋅ Wenhao Huang
[ OpenReview] 
Poster
None
Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments
Siwei Wu ⋅ Yizhi Li ⋅ Yuyang Song ⋅ Wei Zhang ⋅ Yang Wang ⋅ Riza Batista-Navarro ⋅ Xian Yang ⋅ Mingjie Tang ⋅ Bryan Dai ⋅ Jian Yang ⋅ Chenghua Lin
[ OpenReview] 
Poster
None
Dynamics Within Latent Chain-of-Thought: An Empirical Study of Causal Structure
Zirui Li ⋅ Xuefeng Bai ⋅ Kehai Chen ⋅ Yizhi Li ⋅ Jian Yang ⋅ Chenghua Lin ⋅ Min zhang
[ OpenReview] 
Poster
None
CMI-RewardBench: Evaluating Music Reward Models with Compositional Multimodal Instruction
Yinghao Ma ⋅ Haiwen Xia ⋅ Hewei Gao ⋅ Weixiong Chen ⋅ Ye Yuxin ⋅ Yuchen Yang ⋅ Sungkyun Chang ⋅ Mingshuo Ding ⋅ Yizhi Li ⋅ Ruibin Yuan ⋅ Simon Dixon ⋅ Emmanouil Benetos
[ OpenReview] 
Poster
None
Learning-to-Optimize via Deep Unfolded Flows
Augustinos Saravanos ⋅ Oswin So ⋅ H M Sabbir Ahmad ⋅ Chuchu Fan
[ OpenReview] 
Poster
None
RADAR: Defending RAG Dynamically against Retrieval Corruption
Ziyuan Chen ⋅ Yueming Lyu ⋅ Yi Liu ⋅ Weixiang Han ⋅ JING DONG ⋅ Caifeng Shan ⋅ Tieniu Tan
[ OpenReview] 
Poster
None
Evolutionary Multi-View Classification with Label Noise via Gradient and Feature Dual-Perception
Shuai Li ⋅ Xinyan Liang ⋅ Yuhua Qian ⋅ Li Lv
[ Poster]  [ OpenReview] 
Poster
None
A Linearly Convergent Proximal Subgradient Algorithm for Sparse Portfolio Optimization with Transaction Cost
Xiaoting Yao ⋅ Na Zhang
[ OpenReview] 
Poster
None
Position: Let's Develop Data Probes to Fundamentally Understand How Data Affects LLM Performance
Shiqiang Wang ⋅ Herbert Woisetschlaeger ⋅ Hans-Arno Jacobsen ⋅ Mingyue Ji
[ OpenReview] 
Poster
None
Position: Want Better ML Reviews? Stop Asking Nicely and Start Incentivizing with a Credit System
Shaochen (Henry) Zhong
[ OpenReview] 
Poster
None
FAFO: Lossy KV Cache Compression for Lossless Inference Acceleration via Draftless Fumble Decoding
Hoang Anh Duy Le ⋅ Shaochen (Henry) Zhong ⋅ Yifan Lu ⋅ Yingtong Dou ⋅ Jiayi Yuan ⋅ Yu-Neng Chuang ⋅ Xiran Fan ⋅ Guanchu Wang ⋅ Yuzhong Chen ⋅ Xia Hu
[ OpenReview] 
Poster
None
ST-Veto: Spatio-Temporal Token Veto for Diffusion MLLMs via Taylor Prediction and Visual Grounding
Keuntae Kim ⋅ Beomseok Lee ⋅ Hyunwoo Kim ⋅ Yong Suk Choi
[ OpenReview] 
Poster
None
A Dirac-Frenkel-Onsager principle: Instantaneous residual minimization with gauge momentum for nonlinear parametrizations of PDE solutions
Matteo Raviola ⋅ Benjamin Peherstorfer
[ OpenReview] 
Poster
None
LLM-MatLogic: Executable Exchange Contracts for Knowledge-Graph Query Answering with Scoped Negation
Dezhuang Miao ⋅ Xiaoming Zhang ⋅ Bo Zhang ⋅ Yibin Du ⋅ Xiang Li ⋅ Ruilin Zeng ⋅ Yirui QI
[ OpenReview] 
Poster
None
Deep Neural Network Regression with Functional Covariates
Hang Zhou ⋅ Ju-Sheng Hong ⋅ Xiucai Ding ⋅ Jane-Ling Wang
[ OpenReview] 
Poster
None
Shapley Neuron Values for Continual Learning: Which Neurons Matter Most?
Ali Vahedifar ⋅ Abhisek Ray ⋅ Qi Zhang
[ OpenReview] 
Poster
None
SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
Zhenliang Zhang ⋅ Wenqing Wang ⋅ Yong Hu ⋅ Yaming Yang ⋅ Jiaheng Gao ⋅ Chen Shen ⋅ Xiaojun Wan
[ OpenReview] 
Poster
None
Memory-Efficient LLMs Training with Dynamic Sparsity: From Stability to Practical Scaling
Qiao Xiao ⋅ Boqian Wu ⋅ Patrik Okanovic ⋅ Tomasz Sternal ⋅ Maurice Keulen ⋅ Elena Mocanu ⋅ Mykola Pechenizkiy ⋅ Decebal Constantin Mocanu ⋅ Torsten Hoefler
[ OpenReview] 
Poster
None
DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting
Siru Zhong ⋅ Yiqiu Liu ⋅ Zhiqing Cui ⋅ Zezhi Shao ⋅ Fei Wang ⋅ Qingsong Wen ⋅ Yuxuan Liang
[ Poster]  [ OpenReview] 
Poster
None
CRAG: Can 3D Generative Models Help 3D Assembly?
Zeyu Jiang ⋅ Sihang Li ⋅ Siqi Tan ⋅ Chenyang Xu ⋅ Juexiao Zhang ⋅ Julia Galway-Witham ⋅ Xue Wang ⋅ Scott Williams ⋅ Radu Iovita ⋅ Chen Feng ⋅ Jing Zhang
[ OpenReview] 
Poster
None
video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
Guangzhi Sun ⋅ Yixuan Li ⋅ Xiaodong Wu ⋅ Yudong Yang ⋅ Wei Li ⋅ Zejun MA ⋅ Chao Zhang
[ OpenReview] 
Poster
None
Rethinking Code Complexity Through the Lens of Large Language Models
Chen Xie ⋅ Yuling Shi ⋅ Xiaodong Gu ⋅ Beijun Shen
[ OpenReview] 
Poster
None
PragLocker: Protecting Agent Intellectual Property in Untrusted Deployments via Non-Portable Prompts
Qinfeng Li ⋅ Yuntai Bao ⋅ Jianghui Hu ⋅ Wenqi Zhang ⋅ Jintao Chen ⋅ Huifeng Zhu ⋅ Yier Jin ⋅ Xuhong Zhang
[ OpenReview] 
Poster
None
When Data Is Scarce: Scaling Sparse Language Models with Repeated Training
Boqian Wu ⋅ Qiao Xiao ⋅ Patrik Okanovic ⋅ Tomasz Sternal ⋅ Maurice Keulen ⋅ Mykola Pechenizkiy ⋅ Elena Mocanu ⋅ Torsten Hoefler ⋅ Decebal Constantin Mocanu
[ OpenReview] 
Poster
None
Subliminal Effects in Your Data: A General Mechanism via Log-Linearity
Ishaq Aden-Ali ⋅ Noah Golowich ⋅ Nika Haghtalab ⋅ Allen Liu ⋅ Ankur Moitra ⋅ Abhishek Shetty
[ OpenReview] 
Poster
None
Causal Dependency-Aware Unsupervised Routing for Large Reasoning Models
Jiacheng Liu ⋅ Hao Liu ⋅ Xiaofeng Hou ⋅ Wei Xue ⋅ Yike Guo
[ OpenReview] 
Poster
None
FedPDG: Prediction Discrepancy–Guided Data Generation for Heterogeneous Federated Learning
Yuqi Wang ⋅ Jianwei Niu ⋅ Xinghao Wu ⋅ Xuefeng Liu ⋅ Xin Hao
[ OpenReview] 
Poster
None
Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning
Bowen LIU ⋅ Zhi Wu ⋅ RunquanXie ⋅ Zhanhui Kang ⋅ Jia Li
[ OpenReview] 
Poster
None
High-Fidelity ANN-to-SNN Conversion via Closed-Loop CKA Distillation
Bozhou Li ⋅ Chubo Liu ⋅ Yan Ding ⋅ Yufeng Zhang ⋅ Zhuo Tang ⋅ Kenli Li
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
CATArena: Evaluating Evolutionary Capabilities of Code Agents via Iterative Tournaments
Lingyue Fu ⋅ Xin Ding ⋅ Linyue Pan ⋅ Yaoming Zhu ⋅ Shao Zhang ⋅ Lin Qiu ⋅ Weiwen Liu ⋅ Weinan Zhang ⋅ Xuezhi Cao ⋅ Xunliang Cai ⋅ Jiaxin Ding ⋅ Yong Yu
[ OpenReview] 
Poster
None
DocVAL: Validated Chain-of-Thought Distillation for Grounded Document VQA
Pinaki Prasad Guha Neogi ⋅ Ahmad Mohammadshirazi ⋅ Ser-Nam Lim ⋅ Rajiv Ramnath
[ OpenReview] 
Poster
None
Activation-Free Backbones for Image Recognition: Polynomial Alternatives for Spatial and Channel Mixing
Jeffrey Wang ⋅ Jonathan Gregory ⋅ Grigorios Chrysos
[ OpenReview] 
Poster
None
Diffusion Models Preferentially Memorize Prototypical Examples or: Why Does My Diffusion Model Love Slop?
Marta Aparicio Rodriguez ⋅ Anastasia Borovykh ⋅ Grigorios A Pavliotis ⋅ Daniel Korchinski
[ OpenReview] 
Poster
None
Segment Anything with Robust Uncertainty-Accuracy Correlation
Hongyou Zhou ⋅ Zihan Ye ⋅ Ling Shao ⋅ Marc Toussaint
[ OpenReview] 
Poster
None
MechVQA: Benchmarking and Enhancing Multimodal LLMs on Comprehensive Mechanical Drawing Understanding
Qian Kou ⋅ Xiaofeng Shi ⋅ Yulin Li ⋅ Xiaosong Qiu ⋅ XinyangWang ⋅ Hua Zhou ⋅ Cao Dongxing
[ OpenReview] 
Poster
None
Revisiting Efficiency–Accuracy Scaling in Mixture-of-Experts Architectures
Venmugil Elango ⋅ Nidhi Bhatia ⋅ Roger Waleffe ⋅ Rasoul Shafipour ⋅ Tomer Asida ⋅ Abhinav Khattar ⋅ Nave Assaf ⋅ Maximilian Golub ⋅ Joseph Guman ⋅ Tiyasa Mitra ⋅ Ritchie Zhao ⋅ Ritika Borkar ⋅ Ran Zilberstein ⋅ Mostofa Patwary ⋅ Mohammad Shoeybi ⋅ Bita Darvish Rouhani
[ OpenReview] 
Poster
None
Dynamic Multimodal Evaluation via Knowledge-Enhanced Benchmark Evolution
Junzhe Zhang ⋅ Huixuan Zhang ⋅ Xiaojun Wan
[ OpenReview] 
Poster
None
MulFCoder: Framework-conditioned Multi-agent for MLLM-based Multi-framework Front-end Code Generation
Jie Wu ⋅ Haoran Ma ⋅ Shisong Tang ⋅ Yulin Xu ⋅ Xiaoyu Kang ⋅ Jiechao Gao
[ OpenReview] 
Poster
None
Minimizing Mismatch Risk: A Prototype-Based Routing Framework for Zero-shot LLM-generated Text Detection
Ke Sun ⋅ Guangsheng Bao ⋅ Han Cui ⋅ Yue Zhang
[ OpenReview] 
Poster
None
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies
Zhuoran Li ⋅ Hai Zhong ⋅ Xun Wang ⋅ Qingxin Xia ⋅ LihuaZhang ⋅ Longbo Huang
[ OpenReview] 
Poster
None
AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
Yaoting Wang ⋅ Ziyi Zhang ⋅ Wenming Tu ⋅ Shaoxuan Xu ⋅ Wenjie Du ⋅ Cheng Liang ⋅ weijun wang ⋅ Yuanchao Li ⋅ Guangyao Li ⋅ Hao Fei ⋅ Yuanchun Li ⋅ Henghui Ding ⋅ Yunxin Liu
[ OpenReview] 
Poster
None
Adversarial Flow Models
Shanchuan Lin ⋅ Ceyuan Yang ⋅ Zhijie Lin ⋅ Hao Chen ⋅ Haoqi Fan
[ OpenReview] 
Poster
None
Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration
Zihao He ⋅ Yunfeng Wu ⋅ Xinchao Wang ⋅ Songhua Liu
[ OpenReview] 
Poster
None
Can Muon Fine-tune Adam-Pretrained Models?
Xingyu Qu ⋅ Peigeng Huang ⋅ Samuel Horváth
[ OpenReview] 
Poster
None
FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model
Chunyu Xie ⋅ Bin Wang ⋅ Fanjing Kong ⋅ Jincheng Li ⋅ Dawei Liang ⋅ Ji Ao ⋅ Dawei Leng ⋅ Yuhui Yin
[ OpenReview] 
Poster
None
Beyond Prediction: Tail-Aware Scheduling for LLM Inference
Yueying Li ⋅ Yuanfan Chen ⋅ Jiayang Chen ⋅ Esha Choukse ⋅ Haoran Qiu ⋅ Edward Suh ⋅ Rodrigo Fonseca ⋅ Ziv Scully ⋅ Udit Gupta
[ OpenReview] 
Poster
None
Tvcache: A Tool-Value Cache for Post-Training LLM Agents
Abhishek Vijaya Kumar ⋅ Bhaskar Kataria ⋅ Byungsoo Oh ⋅ Emaad Manzoor ⋅ Rachee Singh
[ OpenReview] 
Poster
None
MoSE: Mixture of Slimmable Experts for Efficient and Adaptive Language Models
Nurbek Tastan ⋅ Stefanos Laskaridis ⋅ Karthik Nandakumar ⋅ Samuel Horváth
[ OpenReview] 
Poster
None
A Flat Vocabulary or a Rich Hierarchy? Re-introducing Intrinsic Structure Transforms the Autoregressive Image Generation
Landis He ⋅ Shikang Zheng
[ OpenReview] 
Poster
None
FreeRet: MLLMs as Training-Free Retrievers
Yuhan Zhu ⋅ Xiangyu Zeng ⋅ Chenting Wang ⋅ Xinhao Li ⋅ Chunxu Liu ⋅ Yicheng Xu ⋅ Ziang Yan ⋅ Yi Wang ⋅ Limin Wang
[ OpenReview] 
Poster
None
On the "Induction Bias" in Sequence Models
MohammadReza Ebrahimi ⋅ Michaël Defferrard ⋅ Sunny Panchal ⋅ Roland Memisevic
[ OpenReview] 
Poster
None
CURE: Context-driven Diffusion with Progressive Expansion for Single Domain Generalization in Time Series Classification
Yuhang Pei ⋅ Fanchun Meng ⋅ Wenrui Wu ⋅ Tao Ren ⋅ Yifan Wang ⋅ Wei Ju ⋅ Chao Zheng ⋅ Xiao Luo
[ OpenReview] 
Poster
None
Toward Culturally Aligned LLMs through Ontology-Guided Multi-Agent Reasoning
Wonduk Seo ⋅ Wonseok Choi ⋅ Junseo Koh ⋅ Juhyeon Lee ⋅ Hyunjin An ⋅ Minhyeong Yu ⋅ Jian Park ⋅ Qingshan Zhou ⋅ Seunghyun lee ⋅ Yi Bu
[ OpenReview] 
Poster
None
Robust Harmful Features Under Jailbreak Attacks: Mechanistic Evidence from Attention Head Specialization in Large Language Models
Yanchen Yin ⋅ Dongqi Han ⋅ Linghui Li
[ OpenReview] 
Poster
None
PRM-PBE: Process Reward Model for Reinforcement Learning in Programming-by-Example
Yue Fang ⋅ Zhi Jin ⋅ Jie An ⋅ Hongshen Chen ⋅ Jiangmeng Li ⋅ Xiaohong Chen ⋅ Naijun Zhan
[ OpenReview] 
Poster
None
Balancing Fidelity and Diversity in Diffusion Models via Symmetric Attention Decomposition: Hopfield Perspective
Hyunmin Cho ⋅ Woo Kyoung Han ⋅ Kyong Hwan Jin
[ OpenReview] 
Poster
None
Improving Diffusion Planners by Self-Supervised Action Gating with Energies
Yuan Lu ⋅ Dongqi Han ⋅ Yansen Wang ⋅ Dongsheng Li
[ OpenReview] 
Poster
None
JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG
Yiqun Chen ⋅ Erhan Zhang ⋅ Tianyi Hu ⋅ Shijie Wang ⋅ Zixuan Yang ⋅ Meizhi Zhong ⋅ Xiaochi Wei ⋅ Yan Gao ⋅ YIWU ⋅ Yao Hu ⋅ Jiaxin Mao
[ OpenReview] 
Poster
None
On the Anisotropy of Score-Based Generative Models
Andreas Floros ⋅ Seyed-Mohsen Moosavi-Dezfooli ⋅ Pier Luigi Dragotti
[ OpenReview] 
Poster
None
Learning to Perceive the World Through Control: Empowerment-Based Representation Learning
Mahsa Bastankhah ⋅ Sophie Broderick ⋅ Benjamin Eysenbach
[ OpenReview] 
Poster
None
Learning Discriminative and Generalizable Anomaly Detector for Dynamic Graph with Limited Supervision
Yuxing Tian ⋅ Yiyan Qi ⋅ Fengran Mo ⋅ Weixu Zhang ⋅ Jian Guo ⋅ Jian-Yun Nie
[ OpenReview] 
Poster
None
Position: If open source is to win, it must go public
Joshua Tan ⋅ Nicholas Vincent ⋅ Katherine Elkins ⋅ Magnus Sahlgren ⋅ Joseph Low ⋅ David Pham ⋅ Sampo Pyysalo ⋅ Jenia Jitsev
[ OpenReview] 
Poster
None
Dynamic Decision Learning: Test-Time Evolution for Abnormality Grounding in Rare Diseases
Jun Li ⋅ Mingxuan Liu ⋅ Jiazhen Pan ⋅ che liu ⋅ Wenjia Bai ⋅ Cosmin Bercea ⋅ Julia Schnabel
[ OpenReview] 
Poster
None
DF-LoGiT: Data-Free Logic-Gated Backdoor Attacks in Vision Transformers
Xiaozuo Shen ⋅ Yifei Cai ⋅ RUI NING ⋅ Chunsheng Xin ⋅ Hongyi "Michael" Wu
[ Poster]  [ OpenReview] 
Poster
None
Scalable and General Whole-Body Control for Cross-Humanoid Locomotion
Yufei Xue ⋅ Yunfeng Lin ⋅ Wentao Dong ⋅ Yang Tang ⋅ Jingbo Wang ⋅ Jiangmiao Pang ⋅ Ming Zhou ⋅ Minghuan Liu ⋅ Weinan Zhang
[ OpenReview] 
Poster
None
Concept Heterogeneity-aware Representation Steering
Laziz Abdullaev ⋅ Noelle Wong ⋅ Ryan Lee ⋅ Shiqi Jiang ⋅ Minh-Khoi Nguyen-Nhat ⋅ Tan Nguyen
[ OpenReview] 
Poster
None
Unifying Heterogeneous Multi-Modal Remote Sensing Detection Via Language-Pivoted Pretraining
Yuxuan Li ⋅ Yuming Chen ⋅ Yunheng Li ⋅ Ming-Ming Cheng ⋅ Xiang Li ⋅ jian Yang
[ OpenReview] 
Poster
None
SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection
Chenxu Wang ⋅ Yuxuan Li ⋅ Yunheng Li ⋅ Xiang Li ⋅ Jingyuan Xia ⋅ Qibin Hou
[ OpenReview] 
Poster
None
SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
Boxi Yu ⋅ Yang Cao ⋅ Yuzhong Zhang ⋅ Liting Lin ⋅ Junjielong Xu ⋅ Zhiqing Zhong ⋅ Qinghua Xu ⋅ Guancheng Wang ⋅ Jialun Cao ⋅ Shing-Chi Cheung ⋅ Pinjia He ⋅ Lionel BRIAND
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
From Distribution to Geometry: Stable Graph Generalization via Invariant Barycenters
Hangyuan Du ⋅ Rong Wang ⋅ Weihong Zhang ⋅ Lu Bai ⋅ Liang Bai ⋅ Yu Xie ⋅ Wenjian Wang
[ OpenReview] 
Poster
None
Position: Code Benchmarks Should Prioritize Rigor, Reliability, and Reproducibility
Jialun Cao ⋅ Yuk-Kit Chan ⋅ Zixuan Ling ⋅ Wenxuan Wang ⋅ Shuqing Li ⋅ Mingwei Liu ⋅ Ruixi Qiao ⋅ Yuting Han ⋅ Chaozheng Wang ⋅ Boxi Yu ⋅ Pinjia He ⋅ Shuai Wang ⋅ Zibin Zheng ⋅ Michael Lyu ⋅ Shing-Chi Cheung
[ OpenReview] 
Poster
None
3D Scene Assertion Verification
Jun Lin ⋅ Jiayu Ding ⋅ Xiangtian Si ⋅ Xitong Cao ⋅ Lixin Hong ⋅ Zhang Chen ⋅ Chenxi Lv ⋅ Wenqian Wang
[ OpenReview] 
Poster
None
Drop-in Circulant Structural Priors for Transformer Decoding of Cyclic Codes
Shuai Xiao ⋅ Weijun Fang ⋅ Qiaosheng Zhang
[ OpenReview] 
Poster
None
SFCLTA: Spectral Fusion Contrastive Learning with Topology-Adaptive Graph Augmentation
Zhuo Xu ⋅ Lu Bai ⋅ Jincheng Li ⋅ Lixin Cui ⋅ Ming Li ⋅ Hangyuan Du ⋅ Yue Wang
[ OpenReview] 
Poster
None
Position: Comprehensive AI governance requires addressing non-model capability gains
Arthur Goemans ⋅ Daniel Altman ⋅ Noemi Dreksler ⋅ Jonas Freund ⋅ Milan Gandhi ⋅ Zhengdong Wang ⋅ Sarah Cogan ⋅ Sebastien Krier ⋅ Demetra Brady ⋅ Lewis Ho ⋅ Allan Dafoe
[ OpenReview] 
Poster
None
Deep Flow Networks
Ozan Candogan ⋅ Ayoub Foussoul
[ OpenReview] 
Poster
None
Generalizing Stochastic Smoothing for Differentiation and Gradient Estimation
Felix Petersen ⋅ Christian Borgelt ⋅ Aashwin Mishra ⋅ Stefano Ermon
[ OpenReview] 
Poster
None
Beyond Benchmarks: Toward Causally Faithful Evaluation of Large Language Models
Zhengshuyuan Tian ⋅ Chuanxin Lan ⋅ Chenxi Wang ⋅ Lei Wang ⋅ Guoxin Kang ⋅ Zhengxin Yang ⋅ Yunyou Huang ⋅ Xuehai Hong ⋅ Gao ⋅ Jianfeng Zhan
[ OpenReview] 
Poster
None
ParalESN: Enabling parallel information processing in Reservoir Computing
Matteo Pinna ⋅ Giacomo Lagomarsini ⋅ Andrea Ceni ⋅ Claudio Gallicchio
[ OpenReview] 
Poster
None
IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning
Haohao Luo ⋅ Zexi Li ⋅ Yuexiang Xie ⋅ Wenhao Zhang ⋅ Yaliang Li ⋅ Ying Shen
[ OpenReview] 
Poster
None
AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise
Bowen Tian ⋅ Caixue He ⋅ Jiemin Wu ⋅ Jingying Wang ⋅ Wenshuo Chen ⋅ Zexi Li ⋅ Yutao Yue
[ OpenReview] 
Poster
None
Identifying Latent Concepts and Structures for Generalized Category Discovery
Boyang Dai ⋅ Chaoqi Chen ⋅ Yizhou Yu
[ OpenReview] 
Poster
None
Parameters as Experts: Adapting Vision Models with Dynamic Parameter Routing for Dense Predictions
Meng Lou ⋅ Stanley Yu ⋅ Yizhou Yu
[ OpenReview] 
Poster
None
DiasR: Dual-Modal Identity-Anchored Sparse Routing for Efficient Multi-Subject Video Generation
Yang-yang Li ⋅ Wu Liu ⋅ Jie Li ⋅ Xinchen Liu ⋅ Yongdong Zhang ⋅ Guoqing Jin
[ OpenReview] 
Poster
None
Disentangling a Large Language Model’s Computation from its Chain-of-Thought
Siddharth Boppana ⋅ Annabel Ma ⋅ Max Loeffler ⋅ Raphaël Sarfati ⋅ Eric Bigelow ⋅ Atticus Geiger ⋅ Jack Merullo ⋅ Owen Lewis
[ OpenReview] 
Poster
None
Mechanistic Interpretability as Statistical Estimation: A Variance Analysis
Maxime Méloux ⋅ François Portet ⋅ Maxime Peyrard
[ OpenReview] 
Poster
None
CoME: Empowering Channel-of-Mobile-Experts with Informative Hybrid-Capabilities Reasoning
Yuxuan Liu ⋅ Weikai Xu ⋅ Kun Huang ⋅ Changyu Chen ⋅ Jiankun Zhao ⋅ Pengzhi Gao ⋅ Wei Liu ⋅ Jian Luan ⋅ Shuo Shang ⋅ Bo Du ⋅ Ji-Rong Wen ⋅ Rui Yan
[ OpenReview] 
Poster
None
Score Based Error Correcting Code Decoder
Alon Helvits ⋅ Eliya Nachmani
[ OpenReview] 
Poster
None
Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation
Dongsheng Wang ⋅ Dawei Su ⋅ Hui Huang
[ OpenReview] 
Poster
None
Diffuse to Detect: Bi-Level Sample Rebalancing with Pseudo-Label Diffusion for Point-Supervised Infrared Small-Target Detection
Zhu Liu ⋅ Yuanhang Yao ⋅ Ping Qian ⋅ Zihang Chen ⋅ Risheng Liu
[ OpenReview] 
Poster
None
Weaving in the Clouds: Achieving Synergistic Collaboration among LLM Agents via Federated Learning
Jiaxing Zhao ⋅ Hongbin Xie ⋅ Yuzhen Lei ⋅ Xuan Song ⋅ Zhuoran Shi ⋅ Lianxin Li ⋅ Shuangxue liu ⋅ Haoran Zhang
[ OpenReview] 
Poster
None
Neural Minimum Weight Perfect Matching for Quantum Error Codes
Yotam Peled ⋅ David Zenati ⋅ Eliya Nachmani
[ OpenReview] 
Poster
None
Conformal Calibration Transfer
Achref Doula
[ OpenReview] 
Poster
None
How2Everything: Mining the Web for How-to Procedures to Evaluate and Improve LLMs
Yapei Chang ⋅ Kyle Lo ⋅ Mohit Iyyer ⋅ Luca Soldaini
[ OpenReview] 
Poster
None
Quadratically Regularized Optimal Transport: Localization Bounds and Affine Case Analysis
Long Nguyen-Chi ⋅ Nam Nguyen ⋅ Binh Nguyen
[ OpenReview] 
Poster
None
Divide and Contrast: Learning Robust Temporal Features without Augmentation
Abdul-Kazeem Shamba ⋅ Kerstin Bach ⋅ Gavin Taylor
[ OpenReview] 
Poster
None
Position: Uncertainty is a Strategic Signal in Human–AI Decision Making
Achref Doula ⋅ Otthein Herzog ⋅ Siegfried WU ⋅ Max Mühlhäuser
[ OpenReview] 
Poster
None
Factored Causal Representation Learning for Robust Reward Modeling in RLHF
Yupei Yang ⋅ Lin Yang ⋅ Wanxi Deng ⋅ Lin Qu ⋅ Fan Feng ⋅ Biwei Huang ⋅ Shikui Tu ⋅ Lei Xu
[ OpenReview] 
Poster
None
GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation
Ye Zhu ⋅ Kaleb Newman ⋅ Johannes Lutzeyer ⋅ Adriana Romero-Soriano ⋅ Michal Drozdzal ⋅ Olga Russakovsky
[ OpenReview] 
Poster
None
Sufficiency is Relative: Evaluating LLM Explanations under Model-Induced Input Distributions
Nhi Nguyen ⋅ Shauli Ravfogel ⋅ Rajesh Ranganath
[ OpenReview] 
Poster
None
PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning
John Wu ⋅ Yongda Fan ⋅ Zhenbang Wu ⋅ Paul Landes ⋅ Eric Schrock ⋅ Sayeed Sajjad Razin ⋅ Arjun Chatterjee ⋅ Naveen Baskaran ⋅ Joshua Steier ⋅ Andrea Fitzpatrick ⋅ Bilal Arif ⋅ Rian Atri ⋅ Jathurshan Pradeepkumar ⋅ Siddhartha Laghuvarapu ⋅ Junyi Gao ⋅ Adam Cross ⋅ Jimeng Sun
[ OpenReview] 
Poster
None
SIPO: Stabilized and Improved Preference Optimization for Aligning Diffusion Models
Xiaomeng Yang ⋅ Mengping Yang ⋅ Junyan Wang ⋅ Zhijian Zhou ⋅ Zhiyu Tan ⋅ Hao Li
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
Zexuan Wang ⋅ Chenghao Yang ⋅ Yingqi Que ⋅ Zhoufutu Wen ⋅ Zaiyuan Wang ⋅ Jiashuo Liu ⋅ Zhixin Yao ⋅ Zhenzhu Yang ⋅ Huaqing Yuan ⋅ Yiwen Wang ⋅ Zhengxuan Jiang ⋅ Shengjie Fang ⋅ Zhenhe Wu ⋅ Zhaohui Wang ⋅ JinCheng Ren ⋅ Yuzhen Li ⋅ YangYang ⋅ Jiaheng Liu ⋅ Jian Yang ⋅ Ge Zhang ⋅ Wenhao Huang
[ OpenReview] 
Poster
None
A Strictly Proper Scoring Rule and a Calibration Metric for Interval-Censored Data Analysis
Hiroki Yanagisawa ⋅ Shunta Akiyama
[ OpenReview] 
Poster
None
ManiSoft: Towards Vision-Language Manipulation for Soft Robotics
Ziyu Wei ⋅ Luting Wang ⋅ Chen Gao ⋅ Li Wen ⋅ Si Liu
[ OpenReview] 
Poster
None
Escaping the Diversity Trap in Robotic Manipulation via Anchor-Centric Adaptation
Yanzhe Chen ⋅ Kevin Yuchen ⋅ Qi Lv ⋅ Lin Yiqi ⋅ Zechen Bai ⋅ Chen Gao ⋅ Mike Zheng Shou
[ OpenReview] 
Poster
None
GraphFLEx: Unsupervised Structure Learning $\underline{\text{F}}$ramework for $\underline{\text{L}}$arge $\underline{\text{Ex}}$panding $\underline{\text{Graph}}$s
Mohit Kataria ⋅ Nikita Malik ⋅ Sandeep Kumar ⋅ Jayadeva Jayadeva
[ OpenReview] 
Poster
None
MA$^3$S: Model-Agnostic Active Annotation Strategy for Crowdsourcing
Wenjun Zhang ⋅ Liangxiao Jiang ⋅ Chaoqun Li ⋅ Shanshan Si
[ OpenReview] 
Poster
None
MemDecoder: Enhancing Test-Time Compute for LLM Agents via Reinforced Memory Decoding
Haoran Yin ⋅ Chenyu Zhou ⋅ Wei Zhu ⋅ Yuhua Jin
[ OpenReview] 
Poster
None
Decision Transformers As Zero-Shot Learners via Text-Behavior Alignment
Xin Zhang ⋅ Jonathan Martinez ⋅ Yanhua Li ⋅ Yingxue Zhang
[ OpenReview] 
Poster
None
Efficient Diffusion Models under Nonconvex Equality and Inequality constraints via Landing
Kijung Jeon ⋅ Michael Muehlebach ⋅ Molei Tao
[ OpenReview] 
Poster
None
Are First-Order Diffusion Samplers Really Slower? A Fast Forward-Value Approach
Yuchen Jiao ⋅ Na Li ⋅ Changxiao Cai ⋅ Gen Li
[ OpenReview] 
Poster
None
Adapting to Evolving Graphs: A Scalable Framework for Dynamic Coarsening
Abhishek Gupta ⋅ Manoj Kumar ⋅ Sarthak Singh ⋅ Ujjwal Yadav ⋅ Yifan Sun ⋅ Sandeep Kumar
[ OpenReview] 
Poster
None
ObjEmbed: Towards Universal Multimodal Object Embeddings
Shenghao Fu ⋅ Yukun Su ⋅ Fengyun Rao ⋅ Jing LYU ⋅ Xiaohua Xie ⋅ Wei-Shi Zheng
[ Poster]  [ OpenReview] 
Poster
None
Learning Rewrite-Invariant Reasoning with Targeted Alternation Training
Mousa Arraf ⋅ Ido Guy ⋅ Kira Radinsky
[ OpenReview] 
Poster
None
Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents
Xiang Liu ⋅ Sa Song ⋅ Zhaowei Zhang ⋅ Ceyao Zhang ⋅ Huiying Lan ⋅ Jason Zeng ⋅ Ming Wu ⋅ Michael Heinrich ⋅ Yong Sun
[ OpenReview] 
Poster
None
Global Merger-Arbitrage Forecasting with Language Models
Hinal Jajal ⋅ Michał Mucha ⋅ Charles Sweat ⋅ Chris Pulman ⋅ Charlie Flanagan ⋅ Peter Anderson
[ OpenReview] 
Poster
None
GRPO is Secretly a Process Reward Model
Michael Sullivan ⋅ Alexander Koller
[ OpenReview] 
Poster
None
TimeSpot: Benchmarking Geo-Temporal Understanding in Vision–Language Models in Real-World Settings
Azmine Toushik Wasi ⋅ Shahriyar Zaman Ridoy ⋅ Koushik Tonmoy ⋅ Kinga Tshering ⋅ S. Hasan ⋅ Wahid Faisal ⋅ Tasnim Mohiuddin ⋅ Md Rizwan Parvez
[ OpenReview] 
Poster
None
FairJudge : An Adaptive, Debiased, and Consistent LLM-as-a-Judge
Bo Yang ⋅ Lanfei Feng ⋅ Yunkui Chen ⋅ Xiao Xu ⋅ Yu Zhang ⋅ Shijian Li
[ OpenReview] 
Poster
None
SAM Audio: Segment Anything in Audio
Bowen Shi ⋅ Andros Tjandra ⋅ John Hoffman ⋅ Helin Wang ⋅ YI-CHIAO WU ⋅ Luya Gao ⋅ Julius Richter ⋅ Matthew Le ⋅ Apoorv Vyas ⋅ Sanyuan Chen ⋅ Christoph Feichtenhofer ⋅ Piotr Dollár ⋅ Wei-Ning Hsu ⋅ Ann Lee
[ OpenReview] 
Poster
None
Position: Deployed Reinforcement Learning should be Continual
Parnian Behdin ⋅ Kevin Roice ⋅ Golnaz Mesbahi
[ OpenReview] 
Poster
None
Process Reward Models That Think
Poster
None
Characterization of Gaussian Universality Breakdown in High-Dimensional Empirical Risk Minimization
Mohamed Yaakoubi ⋅ Cosme Louart ⋅ Malik TIOMOKO ⋅ Zhenyu Liao
[ OpenReview] 
Poster
None
Float8@2bits: Entropy Coding Enables Data-Free Model Compression
Patrick Putzky ⋅ Martin Genzel ⋅ Mattes Mollenhauer ⋅ Sebastian Schulze ⋅ Thomas Wollmann ⋅ Stefan Dietzel
[ OpenReview] 
Poster
None
VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model
Wenhao Li ⋅ Xiu Su ⋅ Yichao Cao ⋅ Hongyan Xu ⋅ Xiaobo Xia ⋅ Shan You ⋅ Yi Chen ⋅ Chang Xu
[ Poster]  [ OpenReview] 
Poster
None
Learning the Best Under Constraints: A Duality-Based Framework
Mingjie HU ⋅ Enlu Zhou ⋅ Jianqiang Hu
[ OpenReview] 
Poster
None
Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
Winfried Ripken ⋅ Michael Plainer ⋅ Gregor Lied ⋅ Thorben Frank ⋅ Oliver Unke ⋅ Stefan Chmiela ⋅ Frank Noe ⋅ Klaus-robert Mueller
[ OpenReview] 
Poster
None
Why Agentic Theorem Prover Works: A Statistical Provability Theory of Mathematical Reasoning Models
Sho Sonoda ⋅ Shunta Akiyama ⋅ Yuya Uezato
[ OpenReview] 
Poster
None
Aligning Datasets and Models for Weight Space Learning
Aron Asefaw ⋅ Konstantinos Tzevelekakis ⋅ Damian Falk ⋅ Léo Meynent ⋅ Damian Borth
[ OpenReview] 
Poster
None
How Should Transformers Represent Numeric Values in Electronic Health Records?
Maria Elkjær Montgomery ⋅ Christian Igel ⋅ Mikkel Odgaard ⋅ Martin Sillesen ⋅ Mads Nielsen
[ OpenReview] 
Poster
None
DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution
Yunhai Hu ⋅ Zining Liu ⋅ Xiangyang Yin ⋅ Tianhua Xia ⋅ BO BAO ⋅ Eric Sather ⋅ Vithursan Thangarasa ⋅ Sai Qian Zhang
[ OpenReview] 
Poster
None
The Loss Is Not Enough: Sampling Conditions and Inductive Bias in Contrastive Representation Learning
Justinas Zaliaduonis ⋅ Sergios Gatidis ⋅ Till Richter ⋅ Patrick Putzky
[ OpenReview] 
Poster
None
Latent Representation Alignment for Offline Goal-Conditioned Reinforcement Learning
Hyungkyu Kang ⋅ Byeongchan Kim ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
Progressive Cramming: Reliable Token Compression and What It Reveals
Dmitrii Tarasov ⋅ Timofei Lashukov ⋅ Elizaveta Goncharova ⋅ Andrey Kuznetsov
[ OpenReview] 
Poster
None
Radial Scaling Voxelization for Accurate Small Object 3D Detection
Hao Liu ⋅ Yi Zhou ⋅ Yanni Ma
[ OpenReview] 
Poster
None
From Retrieval to Translation: Translating Query into Graph-level Clues for Retrieval-Augmented Generation
Qichuan Liu ⋅ Chenfeng Zheng ⋅ Yuxuan Hu ⋅ Zerui Chen ⋅ Chentao Zhang ⋅ Qinggang Zhang ⋅ Zhihong Zhang
[ OpenReview] 
Poster
None
Large Language Models Explore by Latent Distilling
Yuanhao Zeng ⋅ Ao Lu ⋅ Lufei Li ⋅ Zheng Zhang ⋅ Yexin Li ⋅ Kan Ren
[ OpenReview] 
Poster
None
Column Thresholding for Sparse Spiked Wigner Models: Improved Signal Strength Requirements
Jian-Feng Cai ⋅ Zhuozhi XIAN ⋅ Jiaxi Ying
[ OpenReview] 
Poster
None
Position: Interpretability in Deep Time Series Models Demands Semantic Alignment
Giovanni De Felice ⋅ Riccardo D`Elia ⋅ Alberto Termine ⋅ Pietro Barbiero ⋅ Giuseppe Marra ⋅ Silvia Santini
[ OpenReview] 
Poster
None
Feasible Fusion: Constrained Joint Estimation under Structural Non-Overlap
Yuxi Du ⋅ Zhiheng Zhang ⋅ Haoxuan Li ⋅ Cong Fang ⋅ Jixing Xu ⋅ Zhen Peng ⋅ Jiecheng Guo
[ OpenReview] 
Poster
None
ECCO: Evidence-Driven Causal Reasoning for Compiler Optimization
Haolin Pan ⋅ Lianghong Huang ⋅ Dong Jinyuan ⋅ Mingjie Xing ⋅ Yanjun Wu
[ OpenReview] 
Poster
None
Learn-to-learn on Arbitrary Textual Conditioning: A Hypernetwork-Driven Meta-gated LLM
Luo Ji ⋅ Qi Qin ⋅ Ningyuan Xi ⋅ Teng Chen ⋅ Qingqing Gu ⋅ Hongyan Li
[ OpenReview] 
Poster
None
Generalized Boundary FDR Control under Arbitrary Dependence: An Approach on Closure Principle
Yifan Zhang ⋅ Wentao Zhang ⋅ Changliang Zou ⋅ Haojie Ren
[ OpenReview] 
Poster
None
Random Scaling of Emergence Capabilities
Rosie Zhao ⋅ Tian Qin ⋅ David Alvarez-Melis ⋅ Sham Kakade ⋅ Naomi Saphra
[ OpenReview] 
Poster
None
CALM Before the STORM: Unlocking Native Reasoning for Optimization Modeling
Zhengyang Tang ⋅ Zihan Ye ⋅ Chenyu Huang ⋅ Xuhan Huang ⋅ Chengpeng Li ⋅ Sihang Li ⋅ Guanhua CHEN ⋅ Ming Yan ⋅ Zizhuo Wang ⋅ Hongyuan Zha ⋅ Dayiheng Liu ⋅ Benyou Wang
[ OpenReview] 
Poster
None
Stop Training for the Worst: Progressive Unmasking Accelerates Masked Diffusion Training
Jaeyeon Kim ⋅ Jonathan Geuter ⋅ David Alvarez-Melis ⋅ Sham Kakade ⋅ Sitan Chen
[ OpenReview] 
Poster
None
Weight Decay Improves Language Model Plasticity
Tessa Han ⋅ Sebastian Bordt ⋅ Hanlin Zhang ⋅ Sham Kakade
[ OpenReview] 
Poster
None
Exploring Relational Reasoning Capabilities in LLMs with REL
Lukas Fesser ⋅ Yasha Ektefaie ⋅ Ada Fang ⋅ Sham Kakade ⋅ Marinka Zitnik
[ OpenReview] 
Poster
None
Prescriptive Scaling Reveals the Evolution of Language Model Capabilities
Hanlin Zhang ⋅ Jikai Jin ⋅ Vasilis Syrgkanis ⋅ Sham Kakade
[ OpenReview] 
Poster
None
Fine-Tuning Masked Diffusion for Provable Self-Correction
Jaeyeon Kim ⋅ Seunggeun Kim ⋅ Taekyun Lee ⋅ David Pan ⋅ Hyeji Kim ⋅ Sham Kakade ⋅ Sitan Chen
[ OpenReview] 
Poster
None
Revisiting Photometric Ambiguity for Accurate Gaussian-Splatting Surface Reconstruction
Jiahe Li ⋅ Jiawei Zhang ⋅ Xiao Bai ⋅ Jin Zheng ⋅ Xiaohan Yu ⋅ Lin Gu ⋅ Gim Hee Lee
[ OpenReview] 
Poster
None
Safety-Efficacy Trade Off: Robustness against Data-Poisoning
Diego Granziol ⋅ Ulugbek Abdimanabov
[ OpenReview] 
Poster
None
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge
Yueqi Song ⋅ Tianyue Ou ⋅ Yibo Kong ⋅ Zecheng Li ⋅ Graham Neubig ⋅ Xiang Yue
[ OpenReview] 
Poster
None
Dual Optimal Transport for Multi-Concept Composition: Structural Alignment and Texture Injection in Diffusion Models
Hao Fu ⋅ Tianyu Su ⋅ Meng Liu ⋅ Chenfang Yang ⋅ Tian Gan
[ OpenReview] 
Poster
None
Improved Stochastic Optimization of LogSumExp
Egor Gladin ⋅ Alexey Kroshnin ⋅ Jia-Jie Zhu ⋅ Pavel Dvurechenskii
[ OpenReview] 
Poster
None
OSNIP: Breaking the Privacy-Utility-Efficiency Trilemma in LLM Inference via Obfuscated Semantic Null Space
Zhiyuan Cao ⋅ Zeyu Ma ⋅ Chenhao Yang ⋅ HAN ZHENG ⋅ Mingang Chen
[ OpenReview] 
Poster
None
Can LLMs Reason Like Automated Theorem Provers for Rust Verification? VCoT-Bench: Evaluating via Verification Chain of Thought
Zichen Xie ⋅ Wenxi Wang
[ OpenReview] 
Poster
None
Categorical Reparameterization with Denoising Diffusion models
Samson Gourevitch ⋅ Alain Oliviero Durmus ⋅ Jimmy Olsson ⋅ Eric Moulines ⋅ Yazid Janati
[ OpenReview] 
Poster
None
Robust Contextual Optimization with Missing Covariates
Qingyuan Xu ⋅ Ruiwei Jiang
[ OpenReview] 
Poster
None
When Sample Selection Bias Precipitates Model Collapse
Xinbao Qiao ⋅ Xianglong Du ⋅ Wei Liu ⋅ Jingqi Zhang ⋅ Peihua Mai ⋅ Meng Zhang ⋅ Yan (James) Pang
[ OpenReview] 
Poster
None
Random Selection Reveals Implicit Knowledge Consensus in Code Generation
Ren-Biao Liu ⋅ Li Xin-Ye ⋅ Hui Sun ⋅ Yali Du ⋅ Jiang-Tian Xue ⋅ Ming Li
[ OpenReview] 
Poster
None
Learning the Neighborhood: Contrast-Free Multimodal Self-Supervised Molecular Graph Pretraining
Boshra Ariguib ⋅ Mathias Niepert ⋅ Andrei Manolache
[ OpenReview] 
Poster
None
Polaris: Coupled Orbital Polar Embeddings for Hierarchical Concept Learning
Sahil Mishra ⋅ Srinitish Srinivasan ⋅ Sourish Dasgupta ⋅ Tanmoy Chakraborty
[ OpenReview] 
Poster
None
Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
Zirui Pan ⋅ Xin Wang ⋅ Yipeng Zhang ⋅ Yuwei Zhou ⋅ Wenwu Zhu
[ Poster]  [ OpenReview] 
Poster
None
Autobidding Auctions with LLM-Powered Creatives
Bingzhe Wang ⋅ Bowei Zhang ⋅ Changyuan Yu ⋅ Qi Qi
[ OpenReview] 
Poster
None
Weak-to-Strong Generalization via Bregman Bias–Variance Decomposition
Gengze Xu ⋅ Wei Yao ⋅ Ziqiao Wang ⋅ Yong Liu
[ OpenReview] 
Poster
None
DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home
Changshuo Liu ⋅ Wu Junran ⋅ Zhongle Xie ⋅ Wenqiao Zhang ⋅ Kaiping Zheng ⋅ Jiaqi Zhu ⋅ Qingpeng Cai ⋅ Gene Anne Ooi ⋅ Marcus CJ Tan ⋅ Jianwei Yin ⋅ James Yip ⋅ Beng Chin Ooi
[ Poster]  [ OpenReview] 
Poster
None
On the Expressive Power of Permutation-Equivariant Weight-Space Networks
Adir Dayan ⋅ Yam Eitan ⋅ Haggai Maron
[ OpenReview] 
Poster
None
The Double-Edged Nature of the Rashomon Set for Trustworthy Machine Learning
Ethan Hsu ⋅ Harry Chen ⋅ Chudi Zhong ⋅ Lesia Semenova
[ OpenReview] 
Poster
None
Diffusion Flow Matching: Dimension-Improved KL Bounds and Wasserstein Guarantees
Marta Gentiloni Silveri ⋅ Giovanni Conforti ⋅ Alain Oliviero Durmus
[ Poster]  [ OpenReview] 
Poster
None
Interpretable Self-Supervised Learning via Representer Landmarks and Nyström Approximation
Maedeh Zarvandi ⋅ Michael Timothy ⋅ Theresa Wasserer ⋅ Debarghya Ghoshdastidar
[ OpenReview] 
Poster
None
Beyond Point-wise Neural Collapse: A Topology-Aware Hierarchical Classifier for Class-Incremental Learning
HuiYu Yi ⋅ Xu Zhiming ⋅ Dunwei Tu ⋅ Zhicheng Wang ⋅ Baile Xu ⋅ Furao Shen
[ Poster]  [ OpenReview] 
Poster
None
Regression Language Models for Code
Yash Akhauri ⋅ Xingyou Song ⋅ Arissa Wongpanich ⋅ Bryan Lewandowski ⋅ Mohamed Abdelfattah
[ OpenReview] 
Poster
None
Position: Explainability Research Must Prioritize Foundations over Ad-hoc Methods
Michal Moshkovitz ⋅ Suraj Srinivas ⋅ Lesia Semenova ⋅ Nave Frost ⋅ Cyrus Rashtchian ⋅ Valentyn Boreiko ⋅ Shichang Zhang ⋅ Himabindu Lakkaraju ⋅ Cynthia Rudin ⋅ Jennifer Wortman Vaughan
[ OpenReview] 
Poster
None
Self Optimizing Language Models
Yash Akhauri ⋅ Mohamed Abdelfattah
[ OpenReview] 
Poster
None
Visual Implicit Autoregressive Modeling
Pengfei Jiang ⋅ Jixiang Luo ⋅ Luxi Lin ⋅ Zhaohong Huang ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Speech-Audio Compositional Attacks on Multimodal LLMs and Their Defense with SALMONN-Guard
Yudong Yang ⋅ Xuezhen Zhang ⋅ Zhifeng Han ⋅ Siyin Wang ⋅ Jimin Zhuang ⋅ Zengrui Jin ⋅ Jing Shao ⋅ Guangzhi Sun ⋅ Chao Zhang
[ OpenReview] 
Poster
None
Self-Captioning Multimodal Interaction Tuning: Amplifying Exploitable Redundancies for Robust Vision Language Models
Yuriel Ryan ⋅ Ip Man ⋅ Adriel Kuek ⋅ Paul Pu Liang ⋅ Roy Lee
[ Poster]  [ OpenReview] 
Poster
None
xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
Chi-Chih Chang ⋅ Wei-Cheng Lin ⋅ Chien-Yu Lin ⋅ Hung-Yueh Chiang ⋅ Yash Akhauri ⋅ Xilai Dai ⋅ Huiqiang Jiang ⋅ Yucheng Li ⋅ Kai-Chiang Wu ⋅ Luis Ceze ⋅ Mohamed Abdelfattah
[ OpenReview] 
Poster
None
Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG
Sarthak Choudhary ⋅ Nils Palumbo ⋅ Ashish Hooda ⋅ Krishnamurthy Dvijotham ⋅ Somesh Jha
[ OpenReview] 
Poster
None
Diversity Matters: Revisiting Test-Time Compute in Vision-Language Models
Yijie Tong ⋅ Yifan Hou ⋅ Shaobo Cui ⋅ Antoine Bosselut ⋅ Mrinmaya Sachan
[ OpenReview] 
Poster
None
Adaptive Bandit Algorithms for Contextual Matching Markets
Shiyun Lin ⋅ Simon Mauras ⋅ Vianney Perchet ⋅ Nadav Merlis
[ OpenReview] 
Poster
None
dLLM-Cache: Accelerating Diffusion Large Language Models with Adaptive Caching
Zhiyuan Liu ⋅ Yicun Yang ⋅ Yaojie Zhang ⋅ Junjie Chen ⋅ Chang Zou ⋅ Qingyan Wei ⋅ Shaobo Wang ⋅ Yichen Zhu ⋅ Linfeng Zhang
[ OpenReview] 
Poster
None
Stability Analysis of Sharpness-Aware Minimization
Hoki Kim ⋅ Jinseong Park ⋅ Yujin Choi ⋅ Jaewook Lee
[ OpenReview] 
Poster
None
Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
Gabriel Melo ⋅ Leonardo Santiago ⋅ Peter Y. Lu
[ OpenReview] 
Poster
None
Optimal Stopping in Latent Diffusion Models
Yu-Han Wu ⋅ Quentin Berthet ⋅ Gérard Biau ⋅ Claire Boyer ⋅ Romuald Elie ⋅ Pierre Marion
[ OpenReview] 
Poster
None
PACEAttention: Principled and Adaptive Feature Compression-Expansion Grounded in the Geometry of $\text{MCR}^2$
Xiaojie Yu ⋅ Haibo Zhang ⋅ Jeremiah D. Deng ⋅ Lizhi Peng
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics
Silin Gao ⋅ Hao Zhao ⋅ Zeming Chen ⋅ Sepideh Mamooler ⋅ Antara R Bhattacharya ⋅ Qiyu Wu ⋅ Hiromi Wakaki ⋅ Yuki Mitsufuji ⋅ Li Mi ⋅ Syrielle Montariol ⋅ Antoine Bosselut
[ OpenReview] 
Poster
None
Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
Yi Zhang ⋅ Peng Wang ⋅ Difan Zou
[ OpenReview] 
Poster
None
Benchmarking LLM-Assisted Blue Teaming via Standardized Threat Hunting
Yuqiao Meng ⋅ Luoxi Tang ⋅ Feiyang Yu ⋅ Xi Li ⋅ Guanhua Yan ⋅ Ping Yang ⋅ Zhaohan Xi
[ OpenReview] 
Poster
None
Iterated Population Based Training with Task-Agnostic Restarts
Alexander Chebykin ⋅ Tanja Alderliesten ⋅ Peter A.N Bosman
[ OpenReview] 
Poster
None
ProbeLLM: Automating Principled Diagnosis of LLM Failures
Yue Huang ⋅ Zhengzhe Jiang ⋅ Yuchen Ma ⋅ Yu Jiang ⋅ Xiangqi Wang ⋅ Yujun Zhou ⋅ Yuexing Hao ⋅ kehan guo ⋅ Pin-Yu Chen ⋅ Marzyeh Ghassemi ⋅ Stefan Feuerriegel ⋅ Xiangliang Zhang
[ OpenReview] 
Poster
None
Hyperspectral Image Fusion with Spectral-Band and Fusion-Scale Agnosticism
Yujie Liang ⋅ ZiHan Cao ⋅ Liang-Jian Deng ⋅ Yang Yang ⋅ Malu Zhang
[ OpenReview] 
Poster
None
Decompose and Recompose: Reasoning New Skills from Existing Abilities for Cross-Task Robotic Manipulation
Xitie Zhang ⋅ Aming WU ⋅ Yahong Han
[ OpenReview] 
Poster
None
Correct looks better: Pairwise comparisons reveal accuracy rankings
Mina Remeli ⋅ Moritz Hardt
[ OpenReview] 
Poster
None
Small Agent Group is the Future of Digital Health
Yuqiao Meng ⋅ Luoxi Tang ⋅ Dazheng Zhang ⋅ Rafael Brens ⋅ Elvys Romero ⋅ Nancy Guo ⋅ Safa Elkefi ⋅ Zhaohan Xi
[ OpenReview] 
Poster
None
PCA of Probability Measures: Sparse and Dense Sampling Regimes
Erell Gachon ⋅ Jérémie Bigot ⋅ Elsa Cazelles
[ OpenReview] 
Poster
None
The Value of Variance: Mitigating Debate Collapse in Multi-Agent Systems via Uncertainty-Driven Policy Optimization
Luoxi Tang ⋅ Yuqiao Meng ⋅ Joseph Costa ⋅ Yingxue Zhang ⋅ Muchao Ye ⋅ Zhaohan Xi
[ OpenReview] 
Poster
None
Reward and Guidance through Rubrics: Promoting Exploration to Improve Multi-Domain Reasoning
Baolong Bi ⋅ Shenghua Liu ⋅ Yiwei Wang ⋅ Siqian Tong ⋅ Lingrui Mei ⋅ Yuyao Ge ⋅ Yilong Xu ⋅ Jiafeng Guo ⋅ Xueqi Cheng
[ OpenReview] 
Poster
None
Clustered Influence Functions
Miklós Máté Badó ⋅ Kristian Fenech
[ OpenReview] 
Poster
None
AuTAgent: A Reinforcement Learning Framework for Tool-Augmented Audio Reasoning
Siqian Tong ⋅ Xuan Li ⋅ Yiwei Wang ⋅ Baolong Bi ⋅ Yujun Cai ⋅ Shenghua Liu ⋅ Yuchen He ⋅ HAO Chengpeng
[ OpenReview] 
Poster
None
Flow Equivariant World Models: Structured Memory for Dynamic Environments
Hansen Lillemark ⋅ Benhao Huang ⋅ Fangneng Zhan ⋅ Yilun Du ⋅ T. Anderson Keller
[ OpenReview] 
Poster
None
Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
Balázs Gyenes ⋅ Emiliyan Gospodinov ⋅ Jan Frieling ⋅ Enrico Krohmer ⋅ Nicolas Schreiber ⋅ Xiaogang Jia ⋅ Niklas Freymuth ⋅ Gerhard Neumann
[ OpenReview] 
Poster
None
Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
Beyazit Yalcinkaya ⋅ Marcell Vazquez-Chanlatte ⋅ Ameesh Shah ⋅ Hanna Krasowski ⋅ Sanjit Seshia
[ OpenReview] 
Poster
None
Beyond Logits: Metastable Latent Dynamics for Sample-Efficient Best-of-N Selection in LLMs
Xinrong Li ⋅ Zidong Zhou ⋅ Keyu Shen ⋅ Wenhao Zhou ⋅ Shangqi Guo
[ OpenReview] 
Poster
None
Test-Time Graph Search for Goal-Conditioned Reinforcement Learning
Evgenii Opryshko ⋅ Junwei Quan ⋅ Claas Voelcker ⋅ Yilun Du ⋅ Igor Gilitschenski
[ OpenReview] 
Poster
None
From Noise to Control: Parameterized Diffusion Policies
Renhao Zhang ⋅ Haotian Fu ⋅ Mingxi Jia ⋅ George Konidaris ⋅ Yilun Du ⋅ Bruno C. da Silva
[ OpenReview] 
Poster
None
When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents
Yuting Ning ⋅ Jaylen Jones ⋅ Zhehao Zhang ⋅ Chentao Ye ⋅ Weitong Ruan ⋅ Junyi Li ⋅ Rahul Gupta ⋅ Huan Sun
[ OpenReview] 
Poster
None
Hierarchical Policy Learning via Spectral Decomposition
Shuxin Cao ⋅ Liquan Wang ⋅ Walker Byrnes ⋅ Yiye Chen ⋅ Yilun Du ⋅ Animesh Garg
[ OpenReview] 
Poster
None
Rashomon Sets of Falling Trees
Varun Babbar ⋅ Zachery Boner ⋅ Margo Seltzer ⋅ Cynthia Rudin
[ OpenReview] 
Poster
None
Structured 4D Latent World Model for Robot Planning
Zhiyi Li ⋅ Peilin Wu ⋅ Xiaoshen Han ⋅ Ruojin Cai ⋅ Yilun Du
[ OpenReview] 
Poster
None
Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
Amirmohammad Farzaneh ⋅ Salvatore D'oro ⋅ Osvaldo Simeone
[ OpenReview] 
Poster
None
Adversarially Robust Control of Conditional Value-at-Risk via Kelly Conformal Inference
Catherine Chen ⋅ Jingyan Shen ⋅ Xinyu Yang ⋅ Lihua Lei
[ OpenReview] 
Poster
None
Efficient Rashomon Set Approximation for Decision Trees
Zakk Heile ⋅ Hayden McTavish ⋅ Varun Babbar ⋅ Margo Seltzer ⋅ Cynthia Rudin
[ OpenReview] 
Poster
None
DANCE: Dynamic, Available, Neighbor-gated Condensation for Federated Text-Attributed Graphs
Zekai Chen ⋅ Haodong Lu ⋅ Xunkai Li ⋅ Henan Sun ⋅ Jia Li ⋅ Hongchao Qin ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Revisiting the Role of Pretrained Weights in Model Merging: On Near-Optimality within the Core Subspace
Wenju Sun ⋅ Qingyong Li ⋅ Tiancheng Li ⋅ Yangliao Geng ⋅ Albert Boyang Li
[ OpenReview] 
Poster
None
Why DDIM Hallucinates More than DDPM: A Theoretical Analysis of Reverse Dynamics
Muhammad Ashiq ⋅ Samanyu Arora ⋅ Abhinav Narayan Harish ⋅ Ishaan Kharbanda ⋅ Hung Yun Tseng ⋅ Grigorios Chrysos
[ OpenReview] 
Poster
None
How does information access affect LLM monitors' ability to detect sabotage?
Rauno Arike ⋅ Raja Moreno ⋅ Rohan Subramani ⋅ Shubhorup Biswas ⋅ Francis Rhys Ward
[ OpenReview] 
Poster
None
A Fully First-Order Layer for Differentiable Optimization
Zihao Zhao ⋅ Kai-Chia Mo ⋅ Shing-Hei Ho ⋅ Brandon Amos ⋅ Kai Wang
[ OpenReview] 
Poster
None
CLARITree: Cholesky and Lookahead Accelerations for Regression with Interpretable Piecewise Linear Trees
Yixiao Wang ⋅ Hayden McTavish ⋅ Varun Babbar ⋅ Margo Seltzer ⋅ Cynthia Rudin
[ OpenReview] 
Poster
None
Human-in-the-Loop Policy Optimization for Preference-Based Multi-Objective Reinforcement Learning
Tianmeng Hu ⋅ Biao Luo ⋅ Ke Li
[ OpenReview] 
Poster
None
On the Accuracy of Newton Step and Influence Function Data Attributions
Ittai Rubinstein ⋅ Samuel Hopkins
[ OpenReview] 
Poster
None
PruneFuse: Efficient Data Selection via Weight Pruning and Network Fusion
Poster
None
Self-CriTeach: LLM Self-Teaching and Self-Critiquing for Improving Robotic Planning via Automated Domain Generation
Jinbang Huang ⋅ Zhiyuan Li ⋅ Yuanzhao Hu ⋅ Zhanguang Zhang ⋅ Mark Coates ⋅ Xingyue Quan ⋅ Yingxue Zhang
[ OpenReview] 
Poster
None
Generative Modeling of Irregular Time Series via SDE-Induced Continuous-Discrete Variational Inference
Zexin Yuan ⋅ Qinliang Su ⋅ Junxi Xiao
[ OpenReview] 
Poster
None
LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs
Zhinan Hou ⋅ Xingchen Li ⋅ Yankai Zhang ⋅ Tianxun Li ⋅ Keyou You
[ OpenReview] 
Poster
None
TGV-KV: Text-Grounded KV Eviction for Vision-Language Models
Jizhihui Liu ⋅ Ruizi Han ⋅ Miao Zhang ⋅ Rui Shao ⋅ Xuebo Liu ⋅ Weili Guan ⋅ Yaowei Wang
[ OpenReview] 
Poster
None
Are Object-Centric Representations Better At Compositional Generalization?
Ferdinand Kapl ⋅ Amir Mohammad Karimi Mamaghan ⋅ Maximilian Seitzer ⋅ Karl Johansson ⋅ Carsten Marr ⋅ Stefan Bauer ⋅ Andrea Dittadi
[ OpenReview] 
Poster
None
Deep Discriminative Structure Proxy Hashing for Cross-modal Retrieval
Kun Cheng ⋅ Qibing Qin ⋅ Lei Huang
[ OpenReview] 
Poster
None
VlogReward: Learning Multi-Dimensional Evaluation for Vlog Editing
Yexiang Liu ⋅ Wen Zhong ⋅ Sijie Zhu ⋅ Xin Gu ⋅ Fan Chen ⋅ Junxian Duan ⋅ Jie Cao ⋅ Longyin Wen ⋅ Zhenfang Chen
[ OpenReview] 
Poster
None
Optimal Quantum Speedups for Repeatedly Nested Expectation Estimation
Yihang Sun ⋅ Guanyang Wang ⋅ Jose Blanchet
[ OpenReview] 
Poster
None
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
Ruiheng Liu ⋅ Haihong Hao ⋅ Mingfei Han ⋅ Xin Gu ⋅ Kecheng Zhang ⋅ Changlin Li ⋅ Xiaojun Chang
[ OpenReview] 
Poster
None
Time series saliency maps: Explaining models across multiple domains
Christodoulos Kechris ⋅ Jonathan Dan ⋅ David Atienza
[ OpenReview] 
Poster
None
Efficient Continuous-Depth Modeling with GRU Equivalents
Ayan Banerjee ⋅ BIN XU ⋅ Sandeep Gupta
[ OpenReview] 
Poster
None
Modeling Long-Tail Relations in the Operating Room via In-Context Multimodal Learning
Boqiang Xu ⋅ Wei Zhang ⋅ Ding Ma ⋅ Jian Liang ⋅ Zhenan Sun ⋅ Zhen Lei
[ OpenReview] 
Poster
None
On Path to Multimodal Historical Reasoning: HistBench and HistAgent
Jiahao Qiu ⋅ Fulian Xiao ⋅ Yimin Wang ⋅ Yuchen Mao ⋅ Yijia Chen ⋅ Xinzhe Juan ⋅ Siran Wang ⋅ Xuan Qi ⋅ Tongcheng Zhang ⋅ Zixin Yao ⋅ Jiacheng Guo ⋅ Yifu Lu ⋅ Charles Argon ⋅ Jundi Cui ⋅ Daixin Chen ⋅ Junran Zhou ⋅ Shuyao Zhou ⋅ Zhanpeng Zhou ⋅ Ling Yang ⋅ Shilong Liu ⋅ Hongru WANG ⋅ Kaixuan Huang ⋅ xun jiang ⋅ Xi Gao ⋅ Mengdi Wang
[ OpenReview] 
Poster
None
Identifiable Token Correspondence for World Models
Youngin Kim ⋅ Ray Sun ⋅ Inho Kim ⋅ Bumsoo Park ⋅ Hyun Oh Song
[ OpenReview] 
Poster
None
How Do Language Models Speak Languages? A Case Study on Unintended Code-Switching
Yuxin Xiao ⋅ Zhen Huang ⋅ Wenxiao Wang ⋅ Yan Zhao ⋅ Zhihong Gu ⋅ Binbin Lin ⋅ Xiaofei He ⋅ Xu Shen ⋅ Jieping Ye
[ OpenReview] 
Poster
None
Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity
Junxiang Wu ⋅ Zhiqiang Kou ⋅ Hongwei Zeng ⋅ Wenke Huang ⋅ Biao Liu ⋅ Hanlin Gu ⋅ Yuheng Jia ⋅ Di Jiang ⋅ Yang Liu ⋅ Xin Geng
[ OpenReview] 
Poster
None
PINNfluence: Interpreting PINNs through Influence Functions
Aleksander Krasowski ⋅ Jonas Naujoks ⋅ Moritz Weckbecker ⋅ Galip Yolcu ⋅ Thomas Wiegand ⋅ Sebastian Lapuschkin ⋅ Wojciech Samek ⋅ René P. Klausen
[ OpenReview] 
Poster
None
Position: Neural Approximation Is Rarely Justified for Hard Combinatorial Problems
Pritish Chakraborty ⋅ Indradyumna Roy ⋅ Soumen Chakrabarti ⋅ Abir De
[ OpenReview] 
Poster
None
Non-Parametric Optimization for Scalable Learning in Stochastic Decision Problems
Mohsen Amidzade ⋅ Lauri Viitasaari ⋅ Mario Di Francesco
[ OpenReview] 
Poster
None
EchoRL: Reinforcement Learning via Rollout Echoing
Jinhe Bi ⋅ Aniri - ⋅ Minglai Yang ⋅ Xingcheng Zhou ⋅ Wenke Huang ⋅ Sikuan Yan ⋅ Yujun Wang ⋅ Zixuan Cao ⋅ Michael Färber ⋅ Xun Xiao ⋅ Volker Tresp ⋅ Yunpu Ma
[ OpenReview] 
Poster
None
Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection
Mingsheng Cao ⋅ Hongliang Chen ⋅ Ming Hu ⋅ Fei Gao ⋅ Qiaolong Ding ⋅ Wenke Huang ⋅ Xiaofei Xie ⋅ Junlong Zhou
[ OpenReview] 
Poster
None
Trees to Flows and Back: Unifying Decision Trees and Diffusion Models
Sai Niranjan Ramachandran ⋅ Suvrit Sra
[ OpenReview] 
Poster
None
AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition
Ruipeng Wang ⋅ Yuxin Chen ⋅ Yukai Wang ⋅ Chang Wu ⋅ Junfeng Fang ⋅ Xiaodong Cai ⋅ Qi GU ⋅ Hui Su ⋅ An Zhang ⋅ Xiang Wang ⋅ Xunliang Cai ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
WMVLM: Evaluating Diffusion Model Image Watermarking via Vision-Language Models
Zijin Yang ⋅ Yu Sun ⋅ Kejiang Chen ⋅ jiawei zhao ⋅ Jun Jiang ⋅ Weiming Zhang ⋅ Nenghai Yu
[ OpenReview] 
Poster
None
Least-Loaded Expert Parallelism: Load Balancing An Imbalanced Mixture-of-Experts
Xuan-Phi Nguyen ⋅ Shrey Pandit ⋅ Austin Xu ⋅ Caiming Xiong ⋅ Shafiq Joty
[ OpenReview] 
Poster
None
GIST: Targeted Data Selection for Instruction Tuning via Coupled Optimization Geometry
Guanghui Min ⋅ Tianhao Huang ⋅ Ke Wan ⋅ Chen Chen
[ OpenReview] 
Poster
None
The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting
Chen-Hui Song ⋅ Shuoling Liu ⋅ Liyuan Chen
[ OpenReview] 
Poster
None
Weight-Space Learning for Certifiable Few-shot Transfer Learning
Fady Rezk ⋅ Royson Lee ⋅ Henry Gouk ⋅ Timothy Hospedales ⋅ Minyoung Kim
[ OpenReview] 
Poster
None
MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks
Zixuan Ke ⋅ Yifei Ming ⋅ Austin Xu ⋅ Ryan Chin ⋅ Xuan-Phi Nguyen ⋅ Prathyusha Jwalapuram ⋅ Jiayu Wang ⋅ Semih Yavuz ⋅ Caiming Xiong ⋅ Shafiq Joty
[ OpenReview] 
Poster
None
Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
Mengjingcheng Mo ⋅ Jiaxu Leng ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Beyond Detection: A Structure-Aware Framework for Scene Text Tracking
Chenmin Yu ⋅ Liu Yu ⋅ Daiqing Wu ⋅ Li gengluo ⋅ Zeyu Chen ⋅ Yu ZHOU
[ OpenReview] 
Poster
None
Linguistic Relative Policy Optimization for Video Anomaly Reasoning
Jiaxu Leng ⋅ Jiankang Zheng ⋅ Mengjingcheng Mo ⋅ Zhanjie Wu ⋅ Haosheng Chen ⋅ Ji Gan ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Uncovering Latent Communication Patterns in Brain Networks via Adaptive Flow Routing
Tianhao Huang ⋅ Guanghui Min ⋅ zhenyu lei ⋅ Aiying Zhang ⋅ Chen Chen
[ OpenReview] 
Poster
None
The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms
Jinghan Zhang ⋅ Zerui Cheng ⋅ Shiqi Chen ⋅ Ge Zhang ⋅ Wenhao Huang ⋅ Jiashuo Liu ⋅ Junxian He ⋅ Tianle Cai
[ OpenReview] 
Poster
None
SafeLab: An Interactive High-Fidelity Benchmark for Embodied Safety in Scientific Robotics
Fengshuo Bai ⋅ Yufeng Li ⋅ Ruihai Wu ⋅ Peishuo Wang ⋅ Yuhan Wang ⋅ Bernie Zhu ⋅ Yuanfei Wang ⋅ Tawei Chou ⋅ Gao ⋅ Runchuan Zhu ⋅ Ying Wen ⋅ Yaodong Yang ⋅ Yuanpei Chen
[ OpenReview] 
Poster
None
Stability beyond bounded differences: sharp generalization bounds under finite $L_p$ moments
Qianqian Lei ⋅ Soham Bonnerjee ⋅ Yuefeng Han ⋅ Wei Biao Wu
[ OpenReview] 
Poster
None
FedCDWA: Decoupled Federated Prototype Distillation with Hierarchical Wasserstein Aggregation
Zhenshen Liu ⋅ Kai Fan ⋅ Wenjie Li ⋅ Kuan Zhang ⋅ HUI LI ⋅ Yintang Yang
[ OpenReview] 
Poster
None
Supervised Classification Heads as Semantic Prototypes: Unlocking Vision-Language Alignment via Weight Recycling
David Méndez ⋅ Roberto Confalonieri ⋅ Natalia Díaz-Rodríguez
[ Poster]  [ OpenReview] 
Poster
None
Embodied-DETR: End-to-End Temporal 3D Object Detection in Egocentric Views
Ziheng Ding ⋅ Xiaze Zhang ⋅ Yuejie Zhang ⋅ lifeng chen ⋅ Rui Feng
[ OpenReview] 
Poster
None
Active Continual Learning with Metaplastic Binary Bayesian Neural Networks
Kellian Cottart ⋅ Theo Ballet ⋅ Djohan Bonnet ⋅ Damien Querlioz
[ Slides]  [ OpenReview] 
Poster
None
Bridging Dynamics and Data: A Unified Diffusion Framework for Mechanistically-Informed Epidemic Forecasting
Guanghui Min ⋅ Tianhao Huang ⋅ Ke Wan ⋅ Qi Wang ⋅ Chen Chen
[ OpenReview] 
Poster
None
UniMapping: Unified SLAM Framework for Map-Centric Embodied Perception
Xiaze Zhang ⋅ Ziheng Ding ⋅ Yuejie Zhang ⋅ lifeng chen ⋅ Rui Feng
[ OpenReview] 
Poster
None
Agent-Omit: Training Efficient LLM Agents for Adaptive Thought and Observation Omission via Agentic Reinforcement Learning
Yansong Ning ⋅ Jun Fang ⋅ Naiqiang Tan ⋅ Hao Liu
[ OpenReview] 
Poster
None
BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning
Yunpeng Qing ⋅ Yixiao Chi ⋅ Shuo Chen ⋅ Shunyu Liu ⋅ Kexuan Zhou ⋅ Sixu Lin ⋅ Litao Liu ⋅ Changqing Zou
[ OpenReview] 
Poster
None
SkelHCC: A Hyperbolic CLIP-Driven Cache Adaptation Framework for Skeleton-based One-Shot Action Recognition
Yanan Liu ⋅ Anqi Zhu ⋅ Jingmin Zhu ⋅ Jun Liu ⋅ Hossein Rahmani ⋅ Mohammed Bennamoun ⋅ Farid Boussaid ⋅ Dan Xu ⋅ Qiuhong Ke
[ OpenReview] 
Poster
None
LEAP: Zone-Aware MCTS for LLM Self-Speculative Decoding
LeiQuan Zheng ⋅ Yuan Liu
[ OpenReview] 
Poster
None
Exploring Data-Free LoRA Transferability for Video Diffusion Models
Yuchen Wang ⋅ Wenliang Zhong ⋅ Lichen Bai ⋅ zikai ZHOU ⋅ Shitong Shao ⋅ Bojun Cheng ⋅ Shuo Chen ⋅ Shuo Yang ⋅ Zeke Xie
[ OpenReview] 
Poster
None
Sycophancy Towards Researchers Drives Performative Misalignment
David Baek ⋅ Xinnuo Li ⋅ Anay Gupta ⋅ Taslim Mahbub ⋅ Kejian Shi ⋅ Max Tegmark ⋅ Shi Feng
[ OpenReview] 
Poster
None
FACT: Fuzzy Alignment with Comorbidity Topology for Reliable Multi-Label Medical Image Diagnosis
Yingyu Chen ⋅ Yongqiang Huang ⋅ Yang Qin ⋅ Ziyuan Yang ⋅ Lang Yuan ⋅ Maosong Ran ⋅ Yi Zhang
[ OpenReview] 
Poster
None
DriveWorld-VLA: Unified Latent-Space World Modeling with Vision–Language–Action for Autonomous Driving
Feiyang Jia ⋅ Lin Liu ⋅ Ziying Song ⋅ Caiyan Jia ⋅ Hangjun Ye ⋅ Xiaoshuai Hao ⋅ Long Chen
[ OpenReview] 
Poster
None
DyGRO-VLA: Cross-Task Scaling of Vision–Language–Action Models via Dynamic Grouped Residual Optimization
Sixu Lin ⋅ Yunpeng Qing ⋅ Litao Liu ⋅ Ming Zhou ⋅ Ruixing Jin ⋅ Xiaoyi Fan ⋅ Guiliang Liu
[ OpenReview] 
Poster
None
LECTOR: Joint Learning of Scientific Reasoning Graphs and Introduction Generation
Jiabei Xiao ⋅ Yizhou Wang ⋅ Chen Tang ⋅ Pengze Li ⋅ Wanli Ouyang ⋅ SHIXIANG TANG
[ OpenReview] 
Poster
None
Deep Reinforcement Learning Finds Bayes-Nash Equilibrium in Competitive Newsvendor Problems
Kassian Köck ⋅ Fabian Raoul Pieroth ⋅ Martin Bichler
[ OpenReview] 
Poster
None
Task-Awareness Improves LLM Generations and Uncertainty
Tim Tomov ⋅ Dominik Fuchsgruber ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
Aradhye Agarwal ⋅ Gurdit Siyan ⋅ Yash Pandya ⋅ Joykirat Singh ⋅ Akshay Nambi ⋅ Ahmed Awadallah
[ OpenReview] 
Poster
None
Diagnosing and Correcting Concept Omission in Multimodal Diffusion Transformers
Kanghyun Baek ⋅ Jaihyun Lew ⋅ Chaehun Shin ⋅ JUNGBEOM LEE ⋅ Sungroh Yoon
[ OpenReview] 
Poster
None
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
Jiawei Wang ⋅ Jiacai Liu ⋅ Yuqian Fu ⋅ Yingru Li ⋅ Xintao Wang ⋅ Yuan Lin ⋅ Lin Zhang ⋅ YuYue ⋅ Yang Wang ⋅ WANG KE
[ OpenReview] 
Poster
None
D-FUSEr: Diverse Failure, Unified Success via Error-Distribution Shaping in LLM Reasoning
David Baek ⋅ Andrew Estornell ⋅ Zhang ⋅ Muhammad Faaiz Taufiq ⋅ Jean-Francois Ton ⋅ Jie Mei ⋅ Tao Wang
[ OpenReview] 
Poster
None
Is the Last Layer Sufficient for Uncertainty Quantification?
Joseph Wilson ⋅ Chris van der Heide ⋅ Liam Hodgkinson ⋅ Fred Roosta
[ OpenReview] 
Poster
None
PsumQuant: In-line Post-training Partial Sum Quantizer for Energy Efficient NPU Inference
Sangwoo Hwang ⋅ Yeeun Hong ⋅ Jaeha Kung
[ OpenReview] 
Poster
None
RaBiT: Residual Aware Binarization Training for Accurate and Efficient LLMs
Youngcheon You ⋅ Banseok Lee ⋅ Minseop choi ⋅ Seonyoung Kim ⋅ Hyochan Chong ⋅ Changdong Kim ⋅ Youngmin Kim ⋅ Dongkyu Kim
[ OpenReview] 
Poster
None
Distributionally Robust Causal Abstractions
Yorgos Felekis ⋅ Theodoros Damoulas ⋅ Paris Giampouras
[ OpenReview] 
Poster
None
FairSSL: Fair Multimodal Self-Supervised Learning
Jiaee Cheong ⋅ Abtin Mogharabin ⋅ Paul Pu Liang ⋅ Hatice Gunes ⋅ Sinan Kalkan
[ OpenReview] 
Poster
None
DDGA: Dirichlet Distributional Gradient Aggregation for Transferable Vision-Language Adversarial Attacks
You Yiwei ⋅ Jiaan Wei ⋅ Zan Chen ⋅ Bo Wang
[ OpenReview] 
Poster
None
TAMPO: Task- and Model-Aware Automatic Prompt Optimization for Robust and Controllable Auto-Routing in LLM-based Systems
Yuejun Jiao ⋅ Jun Xia ⋅ Yanxin Yang ⋅ Yonghao Yang ⋅ Hao Shen ⋅ Mingsong Chen
[ OpenReview] 
Poster
None
Verbalized Bayesian Persuasion
Wenhao Li ⋅ Yue Lin ⋅ Yun Hua ⋅ Xiangfeng Wang ⋅ Bo Jin ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview] 
Poster
None
Geometric Coherence Learning for Structuring Value Functions in Plain MDPs
Zuyuan Zhang ⋅ Zeyu Fang ⋅ Tian Lan
[ OpenReview] 
Poster
None
4RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere
Yihang Luo ⋅ Shangchen Zhou ⋅ Yushi Lan ⋅ Xingang Pan ⋅ Chen Change Loy
[ OpenReview] 
Poster
None
Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
Dan Qiao ⋅ Wenhao Li ⋅ Shanchao Yang ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview] 
Poster
None
InfraRL: A Benchmark for Constrained Resource Allocation in Large-Scale Infrastructure Asset Management
Yantian Wang ⋅ Wenhao Li ⋅ Bo Jin
[ OpenReview] 
Poster
None
The Invisible Lottery: How Subtle Cues Steer Algorithm Choice in LLM Code Generation
Akanksha Narula ⋅ Mofasshara Rafique ⋅ Laurent Bindschaedler
[ OpenReview] 
Poster
None
Causal Preference Elicitation
Edwin V. Bonilla ⋅ He Zhao ⋅ Daniel Steinberg
[ OpenReview] 
Poster
None
VLANeXt: Recipes for Building Strong VLA Models
Xiao-Ming Wu ⋅ Bin Fan ⋅ Kang Liao ⋅ Jian-Jian Jiang ⋅ Runze Yang ⋅ Yihang Luo ⋅ Zhonghua Wu ⋅ Wei-Shi Zheng ⋅ Chen Change Loy
[ OpenReview] 
Poster
None
MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
Ali Noshad ⋅ Zishan Zheng ⋅ Yinjun Wu
[ OpenReview] 
Poster
None
FedGain: Toward Negative-Gain-Free Client Collaboration in Federated Learning
Yuqing Zhang ⋅ Changli Zhou ⋅ Binghuang Huang ⋅ Hui Tian
[ OpenReview] 
Poster
None
Towards Completeness in Causal Discovery from Soft Interventions with Known Targets
Zihan Zhou ⋅ Murat Kocaoglu
[ OpenReview] 
Poster
None
Talk, Judge, Cooperate: Gossip-Driven Indirect Reciprocity in Self-Interested LLM Agents
Shuhui Zhu ⋅ Yue Lin ⋅ Shriya Kaistha ⋅ Wenhao Li ⋅ Baoxiang Wang ⋅ Hongyuan Zha ⋅ Gillian Hadfield ⋅ Pascal Poupart
[ OpenReview] 
Poster
None
HodgeFlow Policy Search by Topologically Dissecting Temporal-Difference Signals in Non-Markovian Environments
Zuyuan Zhang ⋅ Sizhe Tang ⋅ Tian Lan
[ OpenReview] 
Poster
None
Learnability-Driven Knowledge Assimilation for Class-Incremental Semantic Segmentation
Xinyue Zhang ⋅ Xu Zou ⋅ Wanjia Luo ⋅ Yanjie Wang ⋅ Jiahuan Zhou ⋅ Sheng Zhong ⋅ Luxin Yan
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Root Cause Analysis of Failures in Microservices via Bayesian Root Cause Discovery
Kenneth Lee ⋅ Zihan Zhou ⋅ Murat Kocaoglu
[ OpenReview] 
Poster
None
TopBench: A Benchmark for Implicit Prediction and Reasoning over Tabular Question Answering
An-Yang Ji ⋅ Jun-Peng Jiang ⋅ De-Chuan Zhan ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
Dissecting Post-Training: Uncovering the Complementary Roles of SFT and RL for Document Parsing
Jun-Peng Jiang ⋅ An-Yang Ji ⋅ Shiyin Lu ⋅ Guodong Zheng ⋅ Weihong Zhang ⋅ Qing-Guo Chen ⋅ Weihua Luo ⋅ Kaifu Zhang ⋅ Long Chen ⋅ De-Chuan Zhan ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
OvisOCR: End-to-End Document Parsing via Aligning Specialized Perception with General Reasoning
Jun-Peng Jiang ⋅ Shiyin Lu ⋅ An-Yang Ji ⋅ Yinglun Li ⋅ Qing-Guo Chen ⋅ Zhao Xu ⋅ Weihua Luo ⋅ Kaifu Zhang ⋅ De-Chuan Zhan ⋅ Han-Jia Ye
[ OpenReview] 
Poster
None
$\tau$-Knowledge: Evaluating Conversational Agents over Unstructured Knowledge
Quan Shi ⋅ Alexandra Zytek ⋅ Pedram Razavi ⋅ Karthik Narasimhan ⋅ Victor Barres
[ OpenReview] 
Poster
None
Epistemic Gain, Aleatoric Cost: Uncertainty Decomposition in Multi-Agent Debate for Math Reasoning
Dan Qiao ⋅ Binbin Chen ⋅ Fengyu Cai ⋅ Jianlong Chen ⋅ Wenhao Li ⋅ Fuxin Jiang ⋅ Zuzhi Chen ⋅ Tieying Zhang ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview] 
Poster
None
LithoDreamer: A Physics-Informed World Model for Multi-Stage Computational Lithography
Yuqi Jiang ⋅ Yumeng Liu ⋅ Zimu Li ⋅ Jinyuan Deng ⋅ Qian Jin ⋅ Yucheng Cui ⋅ YU LI ⋅ Xunzhao Yin ⋅ Qi Sun ⋅ Cheng Zhuo
[ OpenReview] 
Poster
None
Towards Disentangled Preference Optimization Dynamics
Wei Chen ⋅ Yubing Wu ⋅ Junmei Yang ⋅ Delu Zeng ⋅ Qibin Zhao ⋅ John Paisley ⋅ Min Chen ⋅ Zhou Wang
[ OpenReview] 
Poster
None
Configurable Reward Model for Balanced Safety Alignment
Zhengping Jiang ⋅ Mehran Khodabandeh ⋅ Akash Bharadwaj ⋅ Manik Bhandari ⋅ Mayur Srungarapu ⋅ Anqi Liu ⋅ Benjamin Van Durme ⋅ Li Chen
[ OpenReview] 
Poster
None
NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search
Sizhe Tang ⋅ Zuyuan Zhang ⋅ Mahdi Imani ⋅ Tian Lan
[ OpenReview] 
Poster
None
Toward Robust Multilingual Adaptation of LLMs for Low-Resource Languages
Haolin Li ⋅ Haipeng Zhang ⋅ Mang Li ⋅ Yaohua Wang ⋅ Lijie Wen ⋅ Yu Zhang ⋅ Biqing Huang
[ OpenReview] 
Poster
None
GraphP-FL: Personalized Federated Graph Learning via Dynamic Structure Awareness and Fisher Information Elastic Alignment
Haoyu Chen ⋅ Jinsong Wang ⋅ Zening Zhao ⋅ Kai Shi ⋅ Zongpu Wei ⋅ Jianhao Li
[ OpenReview] 
Poster
None
Suppress and Diversify: Refining Robust Pathways for Corruption Robustness
Jiangang Yang ⋅ Wenhui Shi ⋅ Xiaoran Xu ⋅ Wenyue Chong ⋅ Luqing Luo ⋅ Jing Xing ⋅ Jian Liu
[ OpenReview] 
Poster
None
ElicitR: Unlocking Latent Reasoning in Dense Retrievers via Generative Regularization
Fengyu Cai ⋅ Iryna Gurevych ⋅ Heinz Koeppl
[ OpenReview] 
Poster
None
LieStoNet: Learning Lie Symmetries from Spatiotemporal Data for Stochastic Dynamical Systems
Shida Liu ⋅ Abhishek Gupta ⋅ Sumit Sinha ⋅ L Mahadevan
[ OpenReview] 
Poster
None
nD-RoPE: A Generalized RoPE for n-Dimensional Position Embedding
Boyang Li ⋅ Yulin Wu ⋅ Sizhe Xu ⋅ Nuoxian Huang ⋅ Zhonghang Yuan ⋅ Shangyi Guo ⋅ Shu Yang ⋅ Takahiro Yabe
[ OpenReview] 
Poster
None
Ambiguous Strategic Classification
Ivri Hikri ⋅ Nir Rosenfeld
[ OpenReview] 
Poster
None
Position: Agent Should Invoke External Tools ONLY When Epistemically Necessary
Hongru WANG ⋅ Cheng Qian ⋅ Manling Li ⋅ Jiahao Qiu ⋅ Boyang XUE ⋅ Mengdi Wang ⋅ Heng Ji ⋅ Amos Storkey ⋅ Kam-Fai Wong
[ OpenReview] 
Poster
None
RealtimeTool: Parallel Decoding for Real-Time LLM Function Calling
Xiaoxin Shi ⋅ Jiaxin Wan ⋅ Linkang Dong ⋅ Wei Jiang ⋅ Yue Liu ⋅ Zengfeng Huang
[ OpenReview] 
Poster
None
Automatic Layer Selection for Hallucination Detection
Xinpeng Wang ⋅ William Cao ⋅ Andrew Wilson ⋅ Zhe Zeng
[ OpenReview] 
Poster
None
Learning to Explore: Scaling Agentic Reasoning via Exploration-Aware Policy Optimization
Xingyuan Hua ⋅ Sheng Yue ⋅ Ju Ren
[ OpenReview] 
Poster
None
CB-SLICE: Concept-Based Interpretable Error Slice Discovery
Yael Konforti ⋅ Mateo Espinosa Zarlenga ⋅ Elaf Almahmoud ⋅ Mateja Jamnik
[ OpenReview] 
Poster
None
Rethinking Genomic Modeling Through Optical Character Recognition
Hongxin Xiang ⋅ Pengsen Ma ⋅ Yunkang Cao ⋅ Di Yu ⋅ Haowen Chen ⋅ Xinyu Yang ⋅ xiangxiang Zeng
[ OpenReview] 
Poster
None
SWE-fficiency: Can Language Models Optimize Real-World Repositories on Real Workloads?
Jeffrey Ma ⋅ Milad Hashemi ⋅ Amir Yazdanbakhsh ⋅ Kevin Swersky ⋅ Ofir Press ⋅ Enhui Li ⋅ Vijay Janapa Reddi ⋅ Parthasarathy Ranganathan
[ OpenReview] 
Poster
None
ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution
Liu Yang ⋅ Zeyu Nie ⋅ Andrew Liu ⋅ Ruomu Zou ⋅ Deniz Altınbüken ⋅ Amir Yazdanbakhsh ⋅ Quanquan Liu
[ OpenReview] 
Poster
None
On the Optimization Trajectory of DeepWalk Embeddings
Christopher Harker ⋅ Aditya Bhaskara
[ OpenReview] 
Poster
None
QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture
Shvetank Prakash ⋅ Andrew Cheng ⋅ Arya Tschand ⋅ Mark Mazumder ⋅ Varun Gohil ⋅ Jeffrey Ma ⋅ Jason Yik ⋅ Zishen Wan ⋅ Jessica A. Quaye ⋅ Elisavet Alvanaki ⋅ Avinash Kumar ⋅ Chandrashis Mazumdar ⋅ Tuhin Khare ⋅ Alexander Ingare ⋅ Ikechukwu Uchendu ⋅ Radhika Ghosal ⋅ Abhishek Tyagi ⋅ Chenyu Wang ⋅ Andrea Mattia Garavagno ⋅ Sarah Gu ⋅ Alice Guo ⋅ Grace Hur ⋅ Luca Carloni ⋅ Tushar Krishna ⋅ Ankita Nayak ⋅ Amir Yazdanbakhsh ⋅ Vijay Janapa Reddi
[ OpenReview] 
Poster
None
Motion-Aware Caching for Efficient Autoregressive Video Generation
Jing Xu ⋅ Yuexiao Ma ⋅ Songwei Liu ⋅ Xuzhe Zheng ⋅ Shiwei Liu ⋅ Chenqian Yan ⋅ Xiawu Zheng ⋅ Rongrong Ji ⋅ Fei Chao ⋅ WANG
[ OpenReview] 
Poster
None
How to Correctly Report LLM-as-a-Judge Evaluations
Chungpa Lee ⋅ Thomas Zeng ⋅ Jongwon Jeong ⋅ Jy-yong Sohn ⋅ Kangwook Lee
[ OpenReview] 
Poster
None
Training-Free Multimodal Large Language Model Orchestration
Tianyu Xie ⋅ Yuexiao Ma ⋅ Yuhang Wu ⋅ Wang Chen ⋅ Jiayi Ji ⋅ Tat-Seng Chua ⋅ Xiawu Zheng ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Evaluating LLM Uncertainty in Long-Form Generation Using Deterministic Ground Truth
Ido Amit ⋅ Ido Galil ⋅ Ran El-Yaniv
[ OpenReview] 
Poster
None
Unbiased Alignment for Large Language Models with Noisy Preferences
Jialiang Wang ⋅ Xianming Liu ⋅ Xiong Zhou ⋅ Hui Liu ⋅ Haoliang Li
[ OpenReview] 
Poster
None
Learning to Execute Graph Algorithms Exactly with Graph Neural Networks
Muhammad Fetrat Qharabagh ⋅ Artur Back de Luca ⋅ George Giapitzakis ⋅ Kimon Fountoulakis
[ OpenReview] 
Poster
None
Privacy Risks of Agentic Inferential Capabilities in Data Linkage Attacks
Myeongseob Ko ⋅ Jihyun Jeong ⋅ Sumiran Thakur ⋅ Gyuhak Kim ⋅ Ruoxi Jia
[ OpenReview] 
Poster
None
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
Yubin Kim ⋅ Viresh Pati ⋅ Jevon Twitty ⋅ Vinh Pham ⋅ Shihao Yang ⋅ Jiecheng Lu
[ OpenReview] 
Poster
None
Adaptive Querying with AI Persona Priors
Kaizheng Wang ⋅ Yuhang Wu ⋅ Assaf Zeevi
[ OpenReview] 
Poster
None
Differentially Private Synthetic Tabular Data via Private Evolution
Toan Tran ⋅ Arturs Backurs ⋅ Zinan Lin ⋅ Victor Reis ⋅ Li Xiong ⋅ Sergey Yekhanin
[ OpenReview] 
Poster
None
BlueCodeAgent: A Blue Teaming Agent Powered by Automated Red Teaming for CodeGen AI
Chengquan Guo ⋅ Yuzhou Nie ⋅ Chulin Xie ⋅ Zinan Lin ⋅ Wenbo Guo ⋅ Bo Li
[ OpenReview] 
Poster
None
Terminal Dimension Reduction for Time Series with Applications
Alexander Munteanu ⋅ Matteo Russo ⋅ David Saulpic ⋅ Chris Schwiegelshohn
[ OpenReview] 
Poster
None
Benchmarking the Limits of In-Context Reinforcement Learning for Ad-Hoc Teamwork
Yuheng Jing ⋅ Kai Li ⋅ Jiajun Zhang ⋅ Zeyao Ma ⋅ Jiaxi Yang ⋅ Lei Zhang ⋅ zhe wu ⋅ Jinmin He ⋅ Junliang Xing ⋅ Jian Cheng
[ OpenReview] 
Poster
None
LS$^{2}$MC-GDA: A Smoothed Algorithm for Federated Stochastic Compositional Minimax Optimization
Xinwen Zhang ⋅ Richard Souvenir ⋅ Hongchang Gao
[ OpenReview] 
Poster
None
Bringing Code ALIVE: Optimizing Interactive Frontend Mini-Games via Automated Play and Reinforcement Learning at Scale
Jiajun Zhang ⋅ Yuheng Jing ⋅ Zeyu Cui ⋅ Hao Zheng ⋅ Wentao Chen ⋅ Kaixin Li ⋅ Jiaxi Yang ⋅ Tianbao Xie ⋅ Zeyao Ma ⋅ Tianyi Bai ⋅ KaShun SHUM ⋅ Lei Zhang ⋅ Kai Li ⋅ Jian Cheng ⋅ Zilei Wang ⋅ Qiang Liu ⋅ Liang Wang ⋅ Junyang Lin ⋅ Binyuan Hui
[ OpenReview] 
Poster
None
SEM-CTRL: Semantically Controlled Decoding
Poster
None
Von Mises-Fisher Mixture Model with Dynamic Shrinkage for Realistic Test-Time Transduction
Jiazhen Huang ⋅ Zhiming Liu ⋅ Changhu Wang ⋅ Wei Ju ⋅ Ziyue Qiao ⋅ Xiao Luo
[ OpenReview] 
Poster
None
Distributed Stochastic $K$-Level Optimization Over Networks
Xinwen Zhang ⋅ Yihan Zhang ⋅ Hongchang Gao ⋅ Heng Huang
[ OpenReview] 
Poster
None
ORBIT: A Prognostic World Model for Ocular Reasoning Based on Imagined Trajectories
Jiangtao Yan ⋅ Huixun Jia ⋅ Yansheng Qiu ⋅ Yanlin Qu ⋅ Shujian Gao ⋅ Wei Yu ⋅ Zheng Wang ⋅ Diping Song ⋅ Xiaodong Sun
[ OpenReview] 
Poster
None
Scaling Agentic Verifier for Competitive Coding
Zeyao Ma ⋅ Jing Zhang ⋅ Xiaokang Zhang ⋅ Jiaxi Yang ⋅ Zongmeng Zhang ⋅ Jiajun Zhang ⋅ Yuheng Jing ⋅ Lei Zhang ⋅ Hao Zheng ⋅ Wenting Zhao ⋅ Junyang Lin ⋅ Binyuan Hui
[ OpenReview] 
Poster
None
Convergence Analysis of Decentralized Hessian-/Jacobian-Free Algorithm for Nonconvex Stochastic Bilevel Optimization
Yihan Zhang ⋅ Xinwen Zhang ⋅ My T. Thai ⋅ Jie Wu ⋅ Hongchang Gao
[ OpenReview] 
Poster
None
On the Limits of Test-Time Compute: Sequential Reward Filtering for Better Inference
Yue Yu ⋅ Qiwei Di ⋅ Quanquan Gu ⋅ Dongruo Zhou
[ OpenReview] 
Poster
None
Instance-Dependent Continuous-Time Reinforcement Learning via Maximum Likelihood Estimation
Runze Zhao ⋅ Yue Yu ⋅ Ruhan Wang ⋅ Chunfeng Huang ⋅ Dongruo Zhou
[ OpenReview] 
Poster
None
Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All
Chenxi Huang ⋅ Alex Mathai ⋅ Feiyang Yu ⋅ Aleksandr Nogikh ⋅ Petros Maniatis ⋅ Franjo Ivancic ⋅ Eugene Wu ⋅ Kostis Kaffes ⋅ Junfeng Yang ⋅ Baishakhi Ray
[ OpenReview] 
Poster
None
Stochastic Sparse Attention for Memory-Bound Inference
Kyle Lee ⋅ Corentin Delacour ⋅ Kevin Callahan-Coray ⋅ Kyle Jiang ⋅ Can Yaras ⋅ Samet Oymak ⋅ Tathagata Srimani ⋅ Kerem Camsari
[ OpenReview] 
Poster
None
Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
Yan-Feng Xie ⋅ Yu-Jie Zhang ⋅ Peng Zhao ⋅ Zhi-Hua Zhou
[ OpenReview] 
Poster
None
Fair Transit Stop Placement: A Clustering Perspective and Beyond
Haris Aziz ⋅ Ling Gai ⋅ Yuhang Guo ⋅ Jeremy Vollen
[ OpenReview] 
Poster
None
Local MAP Sampling for Diffusion Models
Shaorong Zhang ⋅ Rob Brekelmans ⋅ Greg Ver Steeg
[ OpenReview] 
Poster
None
Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models
Luhan Tang ⋅ Longxuan Yu ⋅ Shaorong Zhang ⋅ Greg Ver Steeg
[ OpenReview] 
Poster
None
Continuous-Time Piecewise-Linear Recurrent Neural Networks
Alena Brändle ⋅ Lukas Eisenmann ⋅ Florian Götz ⋅ Daniel Durstewitz
[ OpenReview] 
Poster
None
TUR-DPO: Topology- and Uncertainty-Aware Direct Preference Optimization
Abdulhady abas ⋅ Fatemeh Daneshfar ⋅ Seyedali Mirjalili ⋅ Mourad Oussalah
[ OpenReview] 
Poster
None
Sparse by Design: Relevance-Driven Scaling for Recommender Systems
Jennifer Cao ⋅ Shen Li ⋅ Fan Yang ⋅ Siyuan Sun ⋅ Lisen Deng ⋅ Jiyuan Zhang ⋅ Yining Liu ⋅ Jiaqi Zhai
[ OpenReview] 
Poster
None
Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection
Jiaen Lv ⋅ Leran Qi ⋅ Shaowei Wang
[ OpenReview] 
Poster
None
Diffract: Spectral View of LLM Domain Adaptation
Nikita Borodin ⋅ Maria Krylova ⋅ Artem Zabolotnyi ⋅ Dmitry Aspisov ⋅ Egor Shikov ⋅ Nikita Tyuplyaev ⋅ Oleg Travkin ⋅ Roman Alferov ⋅ Dmitry Vinichenko
[ OpenReview] 
Poster
None
DP-KFC: Data-Free Preconditioning for Privacy-Preserving Deep Learning
Marc Molina Van den bosch ⋅ Riccardo Taiello ⋅ Albert Aillet ⋅ Andrea Protani ⋅ Miguel Angel Gonzalez Ballester ⋅ Luigi Serio
[ OpenReview] 
Poster
None
FRACTAL: State Space Model with Fractional Recurrent Architecture for Computational Temporal Analysis of Long Sequences
Mengqi Li ⋅ Wensheng Lin ⋅ Jinshuai Yang ⋅ Lixin Li
[ OpenReview] 
Poster
None
Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
Hee Suk Yoon ⋅ Eunseop Yoon ⋅ Jaehyun Jang ⋅ SooHwan Eom ⋅ Ji Woo Hong ⋅ Mark Hasegawa-Johnson ⋅ Qi Dai ⋅ Chong Luo ⋅ Chang Yoo
[ OpenReview] 
Poster
None
Krause Synchronization Transformers
Jingkun Liu ⋅ Yisong Yue ⋅ Max Welling ⋅ Yue Song
[ OpenReview] 
Poster
None
Towards Diverse Scientific Hypothesis Search with Large Language Models
Haorui Wang ⋅ Parshin Shojaee ⋅ Kazem Meidani ⋅ Kunyang Sun ⋅ Jose Miguel Hernandez-Lobato ⋅ Teresa Head-Gordon ⋅ Jiajun He ⋅ Chandan Reddy ⋅ Chao Zhang ⋅ Yuanqi Du
[ OpenReview] 
Poster
None
DecAEvolve: Decompose, Adapt, and Evolve, or, Three Pillars of Effective LLM-based Scientific Equation Discovery
Pouya Behzadifar ⋅ Parshin Shojaee ⋅ Sanchit Kabra ⋅ Kazem Meidani ⋅ Chandan Reddy
[ OpenReview] 
Poster
None
A Behavioural and Representational Evaluation of Goal-Directedness in Language Model Agents
Raghu Arghal ⋅ Fade Chen ⋅ Niall Dalton ⋅ Evgenii Kortukov ⋅ Calum McNamara ⋅ Angelos Nalmpantis ⋅ Moksh Nirvaan ⋅ Gabriele Sarti ⋅ Mario Giulianelli
[ OpenReview] 
Poster
None
CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection
Jinjie Shen ⋅ Yaxiong Wang ⋅ Yujiao Wu ⋅ Lechao Cheng ⋅ Tianrui Hui ⋅ Nan Pu ⋅ Zhihui Li ⋅ Zhun Zhong
[ OpenReview] 
Poster
None
Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
Eli Chien ⋅ Wei-Ning Chen ⋅ Pan Li
[ OpenReview] 
Poster
None
Constrained Multi-Objective Reinforcement Learning with Max-Min Criterion
Giseung Park ⋅ Hyunyoung Nam ⋅ woohyeon Byeon ⋅ Amir Leshem ⋅ Youngchul Sung
[ OpenReview] 
Poster
None
Position: The Machine Learning Community Must Treat Compute Inequality as a First-Class Research Problem
Md Muntaqim Meherab ⋅ Noor Islam S. Mohammad
[ OpenReview] 
Poster
None
Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning
Shuohao Gao ⋅ Xuanzhong Chen ⋅ Lingxiao Luo ⋅ Zilin Ding ⋅ Rong Han ⋅ Rui Jiang ⋅ Ting Chen
[ OpenReview] 
Poster
None
HPS: Hyperspherical Parameter Sharing for Efficient Multi-Agent Reinforcement Learning
Hu Fu ⋅ Pengyi Li ⋅ Hao Chen ⋅ Xuanyu Xiang ⋅ Biao Luo ⋅ Yihua Tan
[ OpenReview] 
Poster
None
Practical and Optimal Algorithm for Linear Contextual Bandits with Rare Parameter Updates
Sanghoon Yu ⋅ Min-hwan Oh
[ OpenReview] 
Poster
None
LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
Chen Zhao ⋅ Jiawei Chen ⋅ Hongyu Li ⋅ Zhuoliang Kang ⋅ Shilin Lu ⋅ Xiaoming Wei ⋅ Kai Zhang ⋅ Jian Yang ⋅ Ying Tai
[ OpenReview] 
Poster
None
Learning to Watermark in the Latent Space of Generative Models
Sylvestre-Alvise Rebuffi ⋅ Tuan Tran ⋅ Valeriu Lacatusu ⋅ Pierre Fernandez ⋅ Tomáš Souček ⋅ Nikola Jovanović ⋅ Tom Sander ⋅ Hady Elsahar ⋅ Alexandre Mourachko
[ OpenReview] 
Poster
None
PhaseCoder: Microphone Geometry-Agnostic Spatial Audio Understanding for Multimodal LLMs
Artem Dementyev ⋅ Wazeer Zulfikar ⋅ Sinan Hersek ⋅ Pascal Getreuer ⋅ Anurag Kumar ⋅ Vivek Kumar
[ OpenReview] 
Poster
None
Position: Certified Correctness in Neural Constraint Reasoning Requires Symbolic Integration
Shufeng Kong ⋅ Xiaochuan Zhang ⋅ Caihua Liu
[ OpenReview] 
Poster
None
Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series
Md Mahmuddun Nabi Murad ⋅ Yasin Yilmaz
[ OpenReview] 
Poster
None
How Good is Post-Hoc Watermarking With Language Model Rephrasing?
Pierre Fernandez ⋅ Tom Sander ⋅ Hady Elsahar ⋅ Hongyan Chang ⋅ Tomáš Souček ⋅ Valeriu Lacatusu ⋅ Tuan Tran ⋅ Sylvestre-Alvise Rebuffi ⋅ Alexandre Mourachko
[ OpenReview] 
Poster
None
Enhancing Train-Free Infinite-Frame Generation for Consistent Long Videos
xiaokun Feng ⋅ Jiashu Zhu ⋅ Meiqi Wu ⋅ Chubin Chen ⋅ Fangyuan Mao ⋅ Haiyang Guo ⋅ Jiahong Wu ⋅ Xiangxiang Chu ⋅ Kaiqi Huang
[ OpenReview] 
Poster
None
Models Under SCOPE: Scalable and Controllable Routing via Pre-hoc Reasoning
Qi Cao ⋅ Shuhao Zhang ⋅ Ruizhe Zhou ⋅ Ruiyi Zhang ⋅ Peijia Qin ⋅ Pengtao Xie
[ OpenReview] 
Poster
None
The Oversight Game: Learning to Cooperatively Balance an AI Agent's Safety and Autonomy
William Overman ⋅ Mohsen Bayati
[ OpenReview] 
Poster
None
Calibrating Conservatism for Scalable Oversight
William Overman ⋅ Mohsen Bayati
[ OpenReview] 
Poster
None
Personalized Image Generation via Human-in-the-loop Bayesian Optimization
Rajalaxmi Rajagopalan ⋅ Debottam Dutta ⋅ Yu-Lin Wei ⋅ Romit Roy Choudhury
[ OpenReview] 
Poster
None
Tackling Length Inflation Without Trade-offs: Group Relative Reward Rescaling for Reinforcement Learning
Zichao Li ⋅ Jie Lou ⋅ Fangchen Dong ⋅ Zhiyuan Fan ⋅ Mengjie Ren ⋅ Hongyu Lin ⋅ Xianpei Han ⋅ Debing Zhang ⋅ Le Sun ⋅ Yaojie Lu ⋅ XingYu
[ OpenReview] 
Poster
None
TeamWork: Multivariate Time Series Anomaly Detection via Asymmetric Role-aware Channel Modeling
Shiyan Hu ⋅ Tengxue Zhang ⋅ Jianxin Jin ⋅ Xiangfei Qiu ⋅ Bin Yang ⋅ Chenjuan Guo
[ OpenReview] 
Poster
None
DualTimesField: Rethinking Time Series as Continuous-Time Trends and Events
Wencheng Zhang ⋅ Long Li ⋅ Huayi Qin ⋅ Zongjuan Wu ⋅ Jing Li ⋅ Wanghu Chen
[ OpenReview] 
Poster
None
Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Lai Wei ⋅ Liangbo He ⋅ jun lan ⋅ Lingzhong Dong ⋅ Yutong Cai ⋅ Siyuan Li ⋅ Huijia Zhu ⋅ Weiqiang Wang ⋅ Linghe Kong ⋅ Yue Wang ⋅ Zhuosheng Zhang ⋅ Weiran Huang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Video-OPD: Efficient Post-Training of Multimodal Large Language Models for Temporal Video Grounding via On-Policy Distillation
Jiaze Li ⋅ Hao Yin ⋅ Haoran Xu ⋅ Boshen Xu ⋅ Wenhui Tan ⋅ Zewen He ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Jian Luan
[ OpenReview] 
Poster
None
Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate
Seungdong Yoa ⋅ Ye Seul Sim ⋅ Suhee Yoon ⋅ Sanghyu Yoon ⋅ Dongmin Kim ⋅ Soonyoung Lee ⋅ Bumsoo Kim ⋅ Junhyun Lee
[ OpenReview] 
Poster
None
PACER: Acyclic Causal Discovery from Large-scale Interventional Data
Ramon Viñas Torné ⋅ Sílvia Fàbregas Salazar ⋅ Soyon Park ⋅ Ivo Alexander Ban ⋅ Artyom Gadetsky ⋅ Nikita Doikov ⋅ Maria Brbic
[ OpenReview] 
Poster
None
Decoupling Reasoning and Confidence: Resurrecting Calibration in Reinforcement Learning from Verifiable Rewards
Zhengzhao Ma ⋅ Xueru Wen ⋅ Boxi Cao ⋅ Yaojie Lu ⋅ Hongyu Lin ⋅ Jinglin Yang ⋅ Min He ⋅ Xianpei Han ⋅ Le Sun
[ OpenReview] 
Poster
None
MetaphorVU: Towards Metaphorical Video Understanding
Zhuoqun Li ⋅ Boxi Cao ⋅ Guiping Jiang ⋅ Fangrui Lv ⋅ Ruotong Pan ⋅ Jianan Wang ⋅ Xiangyu Wu ⋅ Hongyu Lin ⋅ Yaojie Lu ⋅ Yong Du ⋅ Ruyin Jia ⋅ Liyan ⋅ Tingting Gao ⋅ Han Li ⋅ Xianpei Han ⋅ Le Sun
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Riemannian Optimization for Fair Spectral Clustering
Minh Phu Vuong ⋅ Jinyoung Lee ⋅ Young-Ju Lee ⋅ Chul-Ho Lee
[ OpenReview] 
Poster
None
Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning
Yike Zhao ⋅ Onno Eberhard ⋅ Malek khammassi ⋅ Ali Sayed ⋅ Michael Muehlebach
[ OpenReview] 
Poster
None
A Short and Unified Convergence Analysis of the SAG, SAGA, and IAG Algorithms
Feng Zhu ⋅ Robert Heath ⋅ Aritra Mitra
[ OpenReview] 
Poster
None
Evaluating Agentic Optimization on Large Codebases
Atharva Sehgal ⋅ James Hou ⋅ Akanksha Sarkar ⋅ Ishaan Mantripragada ⋅ Swarat Chaudhuri ⋅ Jennifer Sun ⋅ Yisong Yue
[ OpenReview] 
Poster
None
$\phi$-Balancing for Mixture-of-Experts Training
Lizhang Chen ⋅ Jonathan Li ⋅ Qi Wang ⋅ Runlong Liao ⋅ Shuozhe Li ⋅ Chen Liang ⋅ Ni Lao ⋅ qiang liu
[ OpenReview] 
Poster
None
Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
Qianyi Chen ⋅ Bo Li
[ OpenReview] 
Poster
None
Mean Flow Distillation: Robust and Stable Distillation for Flow Matching Models
An Zhao ⋅ Shengyuan Zhang ⋅ Zhongjian Sun ⋅ Yixiang Zhou ⋅ Zejian Li ⋅ Ling Yang ⋅ Tianrun Chen ⋅ Lingyun Sun
[ OpenReview] 
Poster
None
Improving the Robustness-Utility Trade-off in Decentralized Learning over Sparse Networks
Yangnan Li ⋅ Xuanyu Cao ⋅ Shenghui Song
[ OpenReview] 
Poster
None
Off-Policy Evaluation for Missingness-Aware Policies in MDPs with Rewards Missing Not at Random
Ziheng Wei ⋅ Rui Miao ⋅ Annie Qu
[ OpenReview] 
Poster
None
Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs
Benjamin Shaffer ⋅ Shawn Koohy ⋅ Brooks Kinch ⋅ M. Ani Hsieh ⋅ Nathaniel Trask
[ OpenReview] 
Poster
None
Draft-Conditioned Constrained Decoding for Structured Generation in LLMs
Avinash Reddy ⋅ Thayne Walker ⋅ Jaime Ide ⋅ Amrit Singh Bedi
[ OpenReview] 
Poster
None
Sample Efficient Full-Finetuning of Generative Control Policies
Sarvesh Patil ⋅ Mitsuhiko Nakamoto ⋅ Shashwat Saxena ⋅ Manan Agarwal ⋅ Giri Anantharaman ⋅ Cleah Winston ⋅ Jesse Zhang ⋅ Chaoyi Pan ⋅ Douglas Chen ⋅ Nai-Chieh Huang ⋅ Zeynep Temel ⋅ Oliver Kroemer ⋅ Hongkai Dai ⋅ Sergey Levine ⋅ Abhishek Gupta ⋅ Paarth Shah ⋅ Max Simchowitz
[ OpenReview] 
Poster
None
Asymptotically Optimal Sequential Testing with Markovian Data
Alhad Sethi ⋅ SOFIA SAGAR KAVALI ⋅ Shubhada Agrawal ⋅ Debabrota Basu ⋅ P. N. Karthik
[ OpenReview] 
Poster
None
Can Computational Reducibility Lead to Transferable Models for Graph Combinatorial Optimization?
Semih Cantürk ⋅ Thomas Sabourin ⋅ Frederik Wenkel ⋅ Michael Perlmutter ⋅ Guy Wolf
[ OpenReview] 
Poster
None
Minimax-Optimal Policy Regret in Partially Observable Markov Games
Raman Arora
[ OpenReview] 
Poster
None
Local-Minima-Preserving Polynomial Relaxation of Ising Problems
Debraj Banerjee ⋅ Santanu Mahapatra ⋅ Kunal Narayan Chaudhury
[ OpenReview] 
Poster
None
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
Adi Simhi ⋅ Fazl Barez ⋅ Martin Tutek ⋅ Yonatan Belinkov ⋅ Shay Cohen
[ OpenReview] 
Poster
None
CRAMER: Control via Request-Aware Masking for Editing Recommenders
Zhiyuan Su ⋅ Naihe Feng ⋅ Zhen (Luther) Qin ⋅ Ga Wu
[ OpenReview] 
Poster
None
Capacity without Access: Reinterpreting the Mid-Depth Spectral Plateau in LLMs
Seong-Min Kang ⋅ Woo-Seong Yun ⋅ Nahyun Lee ⋅ Yoon-Sik Cho
[ OpenReview] 
Poster
None
Position: Stop Automating Peer Review Without Rigorous Evaluation
Joachim Baumann ⋅ Jiaxin Pei ⋅ Sanmi Koyejo ⋅ Dirk Hovy
[ OpenReview] 
Poster
None
Names Don’t Matter: Symbol-Invariant Transformer for Open-Vocabulary Learning
İlker Işık ⋅ Wenchao Li
[ OpenReview] 
Poster
None
TimeRewarder: Learning Dense Reward from Passive Videos via Frame-wise Temporal Distance
Yuyang Liu ⋅ Chuan Wen ⋅ Yihang Hu ⋅ Dinesh Jayaraman ⋅ Yang Gao
[ OpenReview] 
Poster
None
Item Response Scaling Laws: A Measurement Theory Approach for Efficient and Generalizable Neural Scaling Estimation
Sang Truong ⋅ Yuheng Tu ⋅ Rylan Schaeffer ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity
Andrew Liu ⋅ Samira Nedungadi ⋅ Bryce Cai ⋅ Alex Kleinman ⋅ Harmon Bhasin ⋅ Seth Donoughe
[ OpenReview] 
Poster
None
Sketch-Based Low-Rank Model Merging with Shared Circulant Transforms
Zhiming Zhang ⋅ Rong Yin ⋅ Xiaoshuai Hao ⋅ Hansong Zhang ⋅ Hao Peng ⋅ Yong Liu ⋅ Can Ma ⋅ Dan Meng
[ OpenReview] 
Poster
None
Position: There are futures that benchmark-driven AI cannot see
Sobhan Lotfi ⋅ Ava Iranmanesh ⋅ Lachin Naghashyar ⋅ Ali Shirali ⋅ Fateme Haredasht ⋅ Sanmi Koyejo ⋅ Phil Torr ⋅ Yong Suk Lee ⋅ Fazl Barez ⋅ Joel Lehman ⋅ Peter Norvig ⋅ Arvind Narayanan
[ OpenReview] 
Poster
None
Trust3R: Unifying Feed-Forward Pointmap Prediction and Evidential Learning for Trust-Aware 3D Reconstruction
Zihao Zhu ⋅ Wenyuan Zhao ⋅ Nuo Chen ⋅ Chao Tian ⋅ Zhiwen Fan
[ OpenReview] 
Poster
None
Automatically Finding Reward Model Biases
Atticus Wang ⋅ Iván Arcuschin ⋅ Arthur Conmy
[ OpenReview] 
Poster
None
Truthfulness Does Not Scale Like Reasoning: Why Polling Fails as a Proxy Verifier
Yegor Denisov-Blanch ⋅ Joshua Kazdan ⋅ Jessica Chudnovsky ⋅ Rylan Schaeffer ⋅ Sheng Guan ⋅ Soji Adeshina ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
Yu Zhao ⋅ Hao Guan ⋅ Yongcheng Jing ⋅ Ying Zhang ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
Artem Vazhentsev ⋅ Lyudmila Rvanova ⋅ Gleb Kuzmin ⋅ Ekaterina Fadeeva ⋅ Ivan Lazichny ⋅ Alexander Panchenko ⋅ Maxim Panov ⋅ Mrinmaya Sachan ⋅ Preslav Nakov ⋅ Tim Baldwin ⋅ Artem Shelmanov
[ OpenReview] 
Poster
None
Breaking the Synthetic-Real Domain Shortcut for Training-Free Generative Replay-based Class Incremental Learning
Tao Zhang ⋅ Xu Zou ⋅ Qixuan Fan ⋅ Yiyuan Liang ⋅ Yanjie Wang ⋅ Song Yan ⋅ Tian Tian ⋅ Jiahuan Zhou ⋅ Luxin Yan ⋅ Sheng Zhong
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Learning Adaptive Topology with FiLM-Guided Distillation for Tertiary Structure-Based RNA Design
Zixun Zhang ⋅ Yuncheng Jiang ⋅ Yuzhe Zhou ⋅ Jiayou Zheng ⋅ Shuguang Cui ⋅ Zhen Li
[ OpenReview] 
Poster
None
Improving Explicit Dynamic Gaussian Splatting Optimization via Update Mixture
Renjie Ding ⋅ Yaonan Wang ⋅ Min Liu ⋅ Jialin Zhu ⋅ Jiazheng Wang ⋅ Jiahao Zhao ⋅ tan xiao ⋅ Feixiang He ⋅ xiang chen
[ OpenReview] 
Poster
None
Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning
Zhanke Zhou ⋅ Xiangyu Lu ⋅ Chentao Cao ⋅ Brando Miranda ⋅ Tongliang Liu ⋅ Bo Han ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
Class-Grouped-Normalized-Momentum and Faster Hyperparameter Exploration to Tackle Class Imbalance in Federated Learning
Haemin Park ⋅ Diego Klabjan ⋅ Martin Braun ⋅ Xiuqi Li ⋅ Balakrishnan Ananthanarayanan
[ OpenReview] 
Poster
None
Gaming Consensus: Coordinated Manipulation in Crowdsourced Fact-Checking
Nikil Selvam ⋅ Jay Baxter ⋅ Sophie Hilgard ⋅ Brad Miller ⋅ Keith Coleman ⋅ Ellen Vitercik ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
Enhanced Latent-Space Adversarial Training for Super-Resolution
Liangbin Xie ⋅ Zheyuan Li ⋅ Fanghua Yu ⋅ Xinqi Lin ⋅ Jun-hao Zhuang ⋅ Jinfan Hu ⋅ Jinjin Gu ⋅ Jiantao Zhou ⋅ Chao Dong
[ OpenReview] 
Poster
None
Position: Beyond Sensitive Attributes, ML Fairness Should Quantify Structural Injustice via Social Determinants
Zeyu Tang ⋅ Alex John London ⋅ Atoosa Kasirzadeh ⋅ Sarah de Ramirez ⋅ Peter Spirtes ⋅ Kun Zhang ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
Understanding the Performance Gap in Preference Learning: A Dichotomy of RLHF and DPO
Ruizhe Shi ⋅ Minhak Song ⋅ Runlong Zhou ⋅ Zihan Zhang ⋅ Maryam Fazel ⋅ Simon Du
[ OpenReview] 
Poster
None
LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory
Jianbao Cao ⋅ zhangrui zhao ⋅ Bohan Feng ⋅ Zixuan Hu ⋅ Rui Li ⋅ Haiyuan Wan ⋅ Chenxi Li ⋅ jingyuan Li ⋅ Wenzhe Cai ⋅ LEI BAI ⋅ Wanli Ouyang ⋅ LINGYU DUAN ⋅ Di Huang ⋅ Minting Pan ⋅ Sha Zhang ⋅ Xinzhu Ma ⋅ SHIXIANG TANG ⋅ Dongzhan Zhou
[ OpenReview] 
Poster
None
Helpful to a Fault: Measuring Illicit Assistance in Multi-Turn, Multilingual LLM Agents
Nivya Talokar ⋅ Ayush Kumar Tarun ⋅ Murari Mandal ⋅ Maksym Andriushchenko ⋅ Antoine Bosselut
[ OpenReview] 
Poster
None
HTAC: Hierarchical Task-Aware Composition for Continual Offline Reinforcement Learning
Qiyang Zhou ⋅ Xu Ruihang ⋅ Peng Wang ⋅ Wenjie Lu ⋅ Xiaochun Cao ⋅ Naiqiang Tan ⋅ Li Shen
[ OpenReview] 
Poster
None
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Mubashara Akhtar ⋅ Anka Reuel ⋅ Prajna Soni ⋅ Sanchit Ahuja ⋅ Pawan Sasanka Ammanamanchi ⋅ Ruchit Rawal ⋅ Vilém Zouhar ⋅ Srishti Yadav ⋅ Chenxi Whitehouse ⋅ Dayeon Ki ⋅ Jennifer Mickel ⋅ Leshem Choshen ⋅ Marek Šuppa ⋅ Jan Batzner ⋅ Jenny Chim ⋅ Jeba Sania ⋅ Yanan Long ⋅ Hossein A. Rahmani ⋅ Christina Knight ⋅ Yiyang Nan ⋅ Jyoutir Raj ⋅ Yu Fan ⋅ Shubham Singh ⋅ Subramanyam Sahoo ⋅ Eliya Habba ⋅ Usman Gohar ⋅ Siddhesh Pawar ⋅ Robert Scholz ⋅ Arjun Subramonian ⋅ Jingwei Ni ⋅ Mrinmaya Sachan ⋅ Mykel Kochenderfer ⋅ Sanmi Koyejo ⋅ Stella Biderman ⋅ Zeerak Talat ⋅ Avijit Ghosh ⋅ Irene Solaiman
[ OpenReview] 
Poster
None
Position: AI Evaluations Should be Grounded on a Theory of Capability
Nathan Jo ⋅ Ashia Wilson
[ OpenReview] 
Poster
None
Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
Anka Reuel ⋅ Avijit Ghosh ⋅ Jenny Chim ⋅ Andrew Tran ⋅ Yanan Long ⋅ Jennifer Mickel ⋅ Usman Gohar ⋅ Srishti Yadav ⋅ Pawan Sasanka Ammanamanchi ⋅ Mowafak Allaham ⋅ Hossein A. Rahmani ⋅ Mubashara Akhtar ⋅ Felix Friedrich ⋅ Robert Scholz ⋅ Michael Riegler ⋅ Jan Batzner ⋅ Eliya Habba ⋅ Arushi Saxena ⋅ Anastassia Kornilova ⋅ Kevin Wei ⋅ Prajna Soni ⋅ Yohan Mathew ⋅ Kevin Klyman ⋅ Jeba Sania ⋅ Subramanyam Sahoo ⋅ Olivia B Bruvik ⋅ Pouya Sadeghi ⋅ Sujata Goswami ⋅ Angelina Wang ⋅ Yacine Jernite ⋅ Zeerak Talat ⋅ Stella Biderman ⋅ Mykel Kochenderfer ⋅ Sanmi Koyejo ⋅ Irene Solaiman
[ OpenReview] 
Poster
None
GRPO-based Cluster Decision Agent for Unknown-$\boldsymbol{K}$ Multi-view Clustering
Xuqian Xue ⋅ Jun Zhang ⋅ Qi Cai ⋅ Zhizhong Huang ⋅ Hongming Shan ⋅ Junping Zhang
[ OpenReview] 
Poster
None
DLO-Lab: Benchmarking Deformable Linear Object Manipulations with Differentiable Physics
Junyi Cao ⋅ Yian Wang ⋅ Ziyan Xiong ⋅ Chunru Lin ⋅ Zhehuan Chen ⋅ Chuang Gan
[ OpenReview] 
Poster
None
Mind Dreamer: Untethering Imagination via Active Counterfactual Reasoning on Latent Manifolds
Shaojun Xu ⋅ Xiaoling Zhou ⋅ Yihan Lin ⋅ Yapeng Meng ⋅ Xinglong Ji ⋅ Luping Shi ⋅ Rong Zhao
[ OpenReview] 
Poster
None
Optimizing Diversity and Quality through Base-Aligned Model Collaboration
Yichen Wang ⋅ Chenghao Yang ⋅ Tenghao Huang ⋅ Muhao Chen ⋅ Jonathan May ⋅ Mina Lee
[ OpenReview] 
Poster
None
Efficient and Minimax-optimal In-context Nonparametric Regression with Transformers
Michelle Ching ⋅ Ioana Popescu ⋅ Nico Smith ⋅ Tianyi Ma ⋅ William Underwood ⋅ Richard Samworth
[ OpenReview] 
Poster
None
Physics-Informed Self-Supervised Learning on Efficient Electron-Density Images for Organic Material Property Prediction
Zhixiang Cheng ⋅ Hongxin Xiang ⋅ Mingquan Liu ⋅ Tengfei Ma ⋅ Yingzhuo Tu ⋅ Wenjie Du ⋅ Bosheng Song ⋅ Yiping Liu ⋅ xiangxiang Zeng
[ OpenReview] 
Poster
None
MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
Shujun Xia ⋅ Haokun Lin ⋅ Yichen WU ⋅ Yinan Zhou ⋅ Zixuan Li ⋅ Zhongwei Wan ⋅ Xingrun Xing ⋅ Yefeng Zheng ⋅ Xiang Li ⋅ Caifeng Shan ⋅ Zhenan Sun ⋅ Quanzheng Li
[ OpenReview] 
Poster
None
Fully Dynamic Coreset Spectral Clustering
Ben Jourdan ⋅ Peter Macgregor ⋅ Gregory Schwartzman
[ OpenReview] 
Poster
None
STD-Former: Image-Conditioned Texture Dictionary Encoding with Sparse Topological Supervision for Texture Recognition
Bo Peng ⋅ Ke Xu ⋅ Yurui Pan
[ OpenReview] 
Poster
None
Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
Gabriel Mejia ⋅ Henry Miller ⋅ Francis Leblanc ⋅ BO WANG ⋅ Brendan Swain ⋅ Lucas Paulo de Lima Camillo
[ OpenReview] 
Poster
None
$f$-Divergence Regularized RLHF: Two Tales of Sampling and Unified Analyses
Di Wu ⋅ Chengshuai Shi ⋅ Jing Yang ⋅ Cong Shen
[ OpenReview] 
Poster
None
SAEmnesia: Erasing Concepts in Diffusion Models with Supervised Sparse Autoencoders
Enrico Cassano ⋅ Riccardo Renzulli ⋅ Marco Nurisso ⋅ Mirko Zaffaroni ⋅ Alan Perotti ⋅ Marco Grangetto
[ OpenReview] 
Poster
None
The Geometry of Representational Failures in Vision Language Models
Daniele Savietto ⋅ Declan Campbell ⋅ André Panisson ⋅ Marco Nurisso ⋅ Giovanni Petri ⋅ Jonathan Cohen ⋅ Alan Perotti
[ OpenReview] 
Poster
None
Temporal Self-Rewarding Language Models: Decoupling Chosen-Rejected via Past-Future
Yidong Wang ⋅ Xin Wang ⋅ Cunxiang Wang ⋅ Junfeng Fang ⋅ Qiufeng Wang ⋅ Jianing Chu ⋅ Xuran Meng ⋅ Shu-Xun Yang ⋅ Andrew Feng ⋅ Libo Qin ⋅ Wei Ye ⋅ Shikun Zhang
[ OpenReview] 
Poster
None
Online Social Welfare Function-based Resource Allocation
Kanad Pardeshi ⋅ Samsara Foubert ⋅ Aarti Singh
[ OpenReview] 
Poster
None
A Sketch-and-Project Analysis of Subsampled Natural Gradient Algorithms
Gil Goldshlager ⋅ Jiang Hu ⋅ Lin Lin
[ OpenReview] 
Poster
None
Conformal Path Reasoning: Trustworthy Knowledge Graph Question Answering via Path-Level Calibration
Shuhang Lin ⋅ Chuhao Zhou ⋅ Xiao Lin ⋅ Zihan Dong ⋅ Kuan Lu ⋅ Zhencan Peng ⋅ Jie Yin ⋅ Dimitris Metaxas
[ OpenReview] 
Poster
None
Causal Fine-Tuning under Latent Confounded Shift
Jialin Yu ⋅ Yuxiang Zhou ⋅ Haoxuan Li ⋅ Junchi Yu ⋅ Mengyue Yang ⋅ Yulan He ⋅ Nevin Zhang ⋅ Phil Torr ⋅ Ricardo Silva
[ OpenReview] 
Poster
None
Box Thirding: Anytime Best Arm Identification under Insufficient Sampling
seohwa Hwang ⋅ Junyong Park
[ OpenReview] 
Poster
None
SHARP-Q: Spectral Hessian Alignment and Rectification for Post-training Quantization
Menghao Lv ⋅ Huiqiong Wang ⋅ Li Sun ⋅ Mingli Song
[ OpenReview] 
Poster
None
BYORn: Bootstrap Your Own Responses to Defend Large Vision-Language Models Against Backdoor Attacks
Ivan Sabolic ⋅ Marin Oršić ⋅ Josip Šarić ⋅ Sven Loncaric
[ OpenReview] 
Poster
None
Characterizing the Predictive Impact of Modalities with Supervised Latent-Variable Modeling
Divyam Madaan ⋅ Sumit Chopra ⋅ Kyunghyun Cho
[ OpenReview] 
Poster
None
Bits That Count: Quantifying and Predicting Capabilities of Language Models
Elizabeth Donoway ⋅ Hailey Joren ⋅ Michael R DeWeese ⋅ Ethan Perez ⋅ John Schulman ⋅ Fabien Roger ⋅ Jan Leike
[ OpenReview] 
Poster
None
Decouple Searching from Training: Scaling Data Mixing via Model Merging for Large Language Model Pre-training
Shengrui Li ⋅ Fei zhao ⋅ Kaiyan Zhao ⋅ Jieying Ye ⋅ Haifeng Liu ⋅ Fangcheng Shi ⋅ Zheyong Xie ⋅ Yao Hu ⋅ Shaosheng Cao
[ OpenReview] 
Poster
None
Revisiting the Platonic Representation Hypothesis: An Aristotelian View
Fabian Gröger ⋅ Shuo Wen ⋅ Maria Brbic
[ OpenReview] 
Poster
None
Data Reconstruction: Identifiability and Optimization with Sample Splitting
Yujie Shen ⋅ Zihan Wang ⋅ Jian Qian ⋅ Qi Lei
[ OpenReview] 
Poster
None
scCBGM: Single-Cell Editing via Concept Bottlenecks
Alma Andersson ⋅ Aya Ismail ⋅ Edward De Brouwer ⋅ Doron Haviv ⋅ Tommaso Biancalani ⋅ Kyunghyun Cho ⋅ Gabriele Scalia ⋅ Aicha BenTaieb ⋅ Hector Corrada Bravo
[ OpenReview] 
Poster
None
TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins
Nikita Makarov ⋅ Maria Bordukova ⋅ Lena von Voithenberg ⋅ Estrella Pivel-Villanueva ⋅ Sabrina Mielke ⋅ Jonathan Wickes ⋅ Hanchen Wang ⋅ Mingyu Ma ⋅ Keunwoo Choi ⋅ Kyunghyun Cho ⋅ Stephen Ra ⋅ Raul Rodriguez-Esteban ⋅ Fabian Schmich ⋅ Michael Menden
[ OpenReview] 
Poster
None
Zero-Shot Text-to-Motion Evaluation using Video Language Models
Yuwen Ji ⋅ Donglin Wang ⋅ Yue Zhang
[ Poster]  [ OpenReview] 
Poster
None
Evaluating and Steering Modality Preferences in Multi-modal LLMs
Yu Zhang ⋅ Jinlong Ma ⋅ Yongshuai Hou ⋅ Xuefeng Bai ⋅ Kehai Chen ⋅ Yang Xiang ⋅ Jun Yu ⋅ Min zhang
[ OpenReview] 
Poster
None
Persona-Pruner: Sculpting Lightweight Models for Role-Playing
Jinsu Kim ⋅ Jihoon Tack ⋅ Noah Lee ⋅ Jongheon Jeong
[ OpenReview] 
Poster
None
AOEB: Benchmarking Agent-Oriented Multimodal Embeddings
Xin Zhang ⋅ Jiaxin Xu ⋅ mengjia zhou ⋅ Xinping Zhao ⋅ Yinghui Li ⋅ di yin ⋅ Xing Sun ⋅ Meishan Zhang ⋅ Baotian Hu ⋅ Wenjie Li ⋅ Min zhang
[ OpenReview] 
Poster
None
TIME: Tensor-Factorized Mixture-of-Experts with Intrinsic Routing for Lifelong Multimodal Knowledge Editing
Dexuan Xu ⋅ Jieyi Wang ⋅ Shijie Li ⋅ Hanpin Wang ⋅ Yongzhi Cao ⋅ Yu Huang
[ OpenReview] 
Poster
None
MuLoCo: Muon is a Practical Inner Optimizer for DiLoCo
Benjamin Thérien ⋅ Xiaolong Huang ⋅ Aaron Defazio ⋅ Irina Rish ⋅ Eugene Belilovsky
[ OpenReview] 
Poster
None
Direct 3D-Aware Object Insertion via Decomposed Visual Proxies
Jingbo Gong ⋅ Yikai Wang ⋅ Yushi Lan ⋅ Yuhao Wan ⋅ Ziheng Ouyang ⋅ Rui Zhao ⋅ Ming-Ming Cheng ⋅ Qibin Hou ⋅ Chen Change Loy
[ OpenReview] 
Poster
None
One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining
Philip Zmushko ⋅ Egor Petrov ⋅ Nursultan Abdullaev ⋅ Khrushchev Mikhail ⋅ Samuel Horváth
[ OpenReview] 
Poster
None
Adaptive Batch Sizes Using Non-Euclidean Gradient Noise Scales for Stochastic Sign and Spectral Descent
Hiroki Naganuma ⋅ Shagun Gupta ⋅ Youssef Briki ⋅ Ioannis Mitliagkas ⋅ Irina Rish ⋅ Parameswaran Raman ⋅ Hao-Jun Shi
[ OpenReview] 
Poster
None
Learning, Solving and Optimizing PDEs with TensorGalerkin: an efficient high-performance Galerkin assembly algorithm
Shizheng Wen ⋅ Mingyuan chi ⋅ Tianwei Yu ⋅ Ben Moseley ⋅ Mike Yan Michelis ⋅ Pu Ren ⋅ Hao Sun ⋅ Siddhartha Mishra
[ OpenReview] 
Poster
None
Deep neural networks divide and conquer dihedral multiplication
Sihui Wei ⋅ Gavin McCracken ⋅ Gabriela Moisescu-Pareja ⋅ Harley Wiltzer ⋅ Doina Precup ⋅ Irina Rish ⋅ Jonathan Love
[ OpenReview] 
Poster
None
Harnessing Non-Adversarial Robustness in Large Language Models
Qinghua Zhou ⋅ Ellina Aleshina ⋅ Andrey Lovyagin ⋅ Oleg Somov ⋅ Mikhail Seleznyov ⋅ Alexander Panchenko ⋅ Ivan Oseledets ⋅ Elena Tutubalina ⋅ Ivan Tyukin
[ OpenReview] 
Poster
None
Trust Region Inverse Reinforcement Learning
Anish Abhijit Diwan ⋅ Davide Tateo ⋅ Christopher Mower ⋅ Haitham Bou Ammar ⋅ Jan Peters ⋅ Oleg Arenz
[ OpenReview] 
Poster
None
Understanding Self-Supervised Learning via Latent Distribution Matching
Fabian A Mikulasch ⋅ Friedemann Zenke
[ OpenReview] 
Poster
None
HoloFair: Unified T2I Fairness Evaluation and Fair-GRPO Debiasing
Ruyi Chen ⋅ Xiaogang Xu ⋅ Chiyu Zhang ⋅ Jiafei Wu ⋅ Liming Fang ⋅ Lu Zhou
[ OpenReview] 
Poster
None
AnyCanvas: Potential Field Guidance for Training-Free Spatial Control in Text-to-Image Diffusion
Tianyi Xie ⋅ Zhiyuan Yu ⋅ kaihong huang ⋅ Beilun Wang ⋅ Zhaoyang Wang ⋅ Dian Shen
[ OpenReview] 
Poster
None
Position: Collusion Risks Among AI Reasoning Agents Justify Certification Requirements for Making Market Decisions
Matthew Riemer ⋅ Tommaso Tosato ⋅ Maximilian Puelma Touzel ⋅ Amin Memarian ⋅ Guillaume Dumas ⋅ Glen Berseth ⋅ Irina Rish
[ OpenReview] 
Poster
None
M-IDoL: Information Decomposition for Modality-Specific and Diverse Representation Learning in Medical Foundation Model
Yihang Liu ⋅ Ying Wen ⋅ Jiaxiong Yang ⋅ Longzhen Yang ⋅ Lianghua He ⋅ Heng Tao Shen
[ OpenReview] 
Poster
None
Learning the Minimum Action Distance
Lorenzo Steccanella ⋅ Joshua B. Evans ⋅ Özgür Şimşek ⋅ Anders Jonsson
[ OpenReview] 
Poster
None
Position: The Alignment Community is Unintentionally Building a Censor’s Toolkit
Sarah Ball ⋅ Phil Hackemann
[ OpenReview] 
Poster
None
HelioX: A GPU-Native Framework for Simulation and Training of Biophysically Detailed Networks
Junfeng Lu ⋅ Zijie Yu ⋅ SHAOYANG CUI ⋅ Gan He ⋅ Ruiqin Xiong ⋅ Kai Du ⋅ Tiejun Huang
[ OpenReview] 
Poster
None
Textual Supervision Enhances Geospatial Representations in Vision-Language Models
Marcelo Sartori Locatelli ⋅ Fernando Tonucci ⋅ Jea Kwon ⋅ Luiz Felipe Vecchietti ⋅ Bryan Nathanael Wijaya ⋅ Cheng Yaw Low ⋅ Virgilio Almeida ⋅ MEEYOUNG CHA
[ OpenReview] 
Poster
None
Position: RL Should Be Used to Adjust Foundation Models, NOT Abused
Ting Huang ⋅ Zeyu Zhang ⋅ Hao Tang
[ OpenReview] 
Poster
None
Finding Differentially Private Second Order Stationary Points in Stochastic Minimax Optimization
Difei Xu ⋅ Youming Tao ⋅ Meng Ding ⋅ Chenglin Fan ⋅ Di Wang
[ OpenReview] 
Poster
None
PRISM: Gauge-Invariant Tangent-Space Differentially Private LoRA
Shihao Wang ⋅ Xueru Zhang
[ OpenReview] 
Poster
None
3ViewSense: Spatial and Mental Perspective Reasoning from Orthographic Views in Vision-Language Models
Shaoxiong Zhan ⋅ Yanlin Lai ⋅ Zheng Liu ⋅ Zijian Lin ⋅ Lin Hai ⋅ Xiaodong Cai ⋅ Shen Li ⋅ Wen Huang ⋅ Hai-Tao Zheng
[ OpenReview] 
Poster
None
Mode Seeking meets Mean Seeking for Long Video Generation
Shengqu Cai ⋅ Weili Nie ⋅ Chao Liu ⋅ Julius Berner ⋅ Lvmin Zhang ⋅ Nanye Ma ⋅ Hansheng Chen ⋅ Maneesh Agrawala ⋅ Leonidas Guibas ⋅ Gordon Wetzstein ⋅ Arash Vahdat
[ OpenReview] 
Poster
None
Flex-Forcing: Towards a Unified Autoregressive and Bidirectional Video Diffusion Model
Xinyin Ma ⋅ Julius Berner ⋅ Chao Liu ⋅ Arash Vahdat ⋅ Weili Nie ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Mining Useful General Data for Low-Resource Domain Adaptation
Pingjie Wang ⋅ Hongcheng Liu ⋅ Yusheng Liao ⋅ Ziqing Fan ⋅ Yaxin Du ⋅ shuo tang ⋅ Yanfeng Wang ⋅ Yu Wang
[ OpenReview] 
Poster
None
Beyond Next-Token Alignment: Distilling Multimodal Large Language Models via Token Interactions
Lin Chen ⋅ zhaoxiaoke ⋅ Kun Ding ⋅ Weiwei Feng ⋅ Changtao Miao ⋅ Zili Wang ⋅ Guo Wenxuan ⋅ Ying Wang ⋅ Kaiyuan Zheng ⋅ Bo Zhang ⋅ Zhe Li ⋅ Shiming Xiang
[ OpenReview] 
Poster
None
AutoBaxBuilder: Bootstrapping Code Security Benchmarking
Tobias von Arx ⋅ Niels Mündler ⋅ Mark Vero ⋅ Maximilian Baader ⋅ Martin Vechev
[ OpenReview] 
Poster
None
How to guide your flow: Steering flow maps for rapid test-time alignment
Jerry Huang ⋅ Justin Lin ⋅ Sheel Shah ⋅ Kartik Nair ⋅ Nicholas Boffi
[ OpenReview] 
Poster
None
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
Aecheon Jung ⋅ Seunghwan Lee ⋅ Dongyoon Han ⋅ Sungeun Hong
[ OpenReview] 
Poster
None
Stable-GFlowNet: Toward Diverse and Robust LLM Red-Teaming via Contrastive Trajectory Balance
Minchan Kwon ⋅ Sung Hyun Baek ⋅ Minseo Kim ⋅ Jaemyung Yu ⋅ Dongyoon Han ⋅ Junmo Kim
[ OpenReview] 
Poster
None
Position: Text Embeddings Should Capture Implicit Semantics, Not Just Surface Meaning
Yiqun Sun ⋅ Qiang Huang ⋅ Anthony Tung ⋅ Jun Yu
[ OpenReview] 
Poster
None
Continuity-Regularized Flow Matching for Offline Reinforcement Learning
Xiaocong Chen ⋅ Siyu Wang ⋅ Lina Yao
[ OpenReview] 
Poster
None
Demystifying Scientific Problem-Solving in LLMs by Probing Knowledge and Reasoning
Alan Li ⋅ Yixin Liu ⋅ Arpan Sarkar ⋅ Doug Downey ⋅ Arman Cohan
[ OpenReview] 
Poster
None
Fair Decisions from Calibrated Scores: Achieving Optimal Classification While Satisfying Sufficiency
Etam Benger ⋅ Katrina Anne Capsis Ligett
[ OpenReview] 
Poster
None
OSCS: Online Selection with Provable FAR Control for LLM Safety
Zirui Hu ⋅ Zheng Zhang ⋅ Yingjie Wang ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
$\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Victor Barres ⋅ Honghua Dong ⋅ Soham Ray ⋅ Xujie Si ⋅ Karthik Narasimhan
[ OpenReview] 
Poster
None
$\tau$-Voice: Benchmarking Full-Duplex Voice Agents on Real-World Domains
Soham Ray ⋅ Keshav Dhandhania ⋅ Victor Barres ⋅ Karthik Narasimhan
[ OpenReview] 
Poster
None
On Revisiting Entropy for Identifying Mislabeled Medical Images
Chunlei Li ⋅ Zixuan Zheng ⋅ Yilei Shi ⋅ Guanglu Dong ⋅ Pengfei Li ⋅ Jingliang Hu ⋅ Xiao Zhu ⋅ Lichao Mou
[ OpenReview] 
Poster
None
Rényi Diffusion Models
Yirong Shen ⋅ Lu GAN ⋅ Cong Ling
[ OpenReview] 
Poster
None
Are LLM Evaluators Really Narcissists? Sanity Checking Self-Preference Evaluations
Matthew Bozoukov ⋅ Matthew Nguyen ⋅ Dani Roytburg ⋅ Jou Barzdukas ⋅ Mackenzie Puig-Hall ⋅ Narmeen Oozeer
[ OpenReview] 
Poster
None
MetaOthello: A Controlled Study of Multiple World Models in Transformers
Aviral Chawla ⋅ Galen Hall ⋅ Juniper Lovato
[ OpenReview] 
Poster
None
Proximal Splitting Methods for Hybrid Differentiable Models
Abdel-Rahim Mezidi ⋅ Jordan Patracone ⋅ Amaury Habrard
[ OpenReview] 
Poster
None
Beyond the Trade-off: Unifying Fairness and Performance in Federated Learning
Lin Wang ⋅ Zhichao Wang ⋅ Ye Shi ⋅ Sai Praneeth Reddy Karimireddy ⋅ Xiaoying Tang
[ OpenReview] 
Poster
None
Olmix: A Framework for Data Mixing Throughout LM Development
Mayee Chen ⋅ Tyler Murray ⋅ David Heineman ⋅ Matt Jordan ⋅ Hannaneh Hajishirzi ⋅ Christopher Re ⋅ Luca Soldaini ⋅ Kyle Lo
[ OpenReview] 
Poster
None
Reinforcement Learning with Evolving Rubrics for Deep Research
Rulin Shao ⋅ Akari Asai ⋅ Shannon Shen ⋅ Hamish Ivison ⋅ Varsha Kishore ⋅ Jingming Zhuo ⋅ Xinran Zhao ⋅ Molly Park ⋅ Samuel Finlayson ⋅ David Sontag ⋅ Tyler Murray ⋅ Sewon Min ⋅ Pradeep Dasigi ⋅ Luca Soldaini ⋅ Faeze Brahman ⋅ Scott Yih ⋅ Sherry Tongshuang Wu ⋅ Luke Zettlemoyer ⋅ Yoon Kim ⋅ Hannaneh Hajishirzi ⋅ Pang Wei Koh
[ OpenReview] 
Poster
None
Don't Force the Fit: Bounded Log-Likelihood Loss for Enhanced Reasoning in Large Language Models
Feng Zhao ⋅ Hong Zhang ⋅ Yu Yang ⋅ Ruilin Zhao ⋅ Guandong Xu
[ OpenReview] 
Poster
None
Towards Seed-Robust Safety Alignment in Text-to-Image Models
Zhenyu Wu ⋅ Yao Huang ⋅ Shouwei Ruan ⋅ Xingxing Wei
[ OpenReview] 
Poster
None
MixQuant: Pushing the Limits of Block Rotations in Post-Training Quantization
Sai Sanjeet ⋅ Ian Colbert ⋅ Pablo Monteagudo-Lago ⋅ Giuseppe Franco ⋅ Yaman Umuroglu ⋅ Nicholas Fraser
[ OpenReview] 
Poster
None
DC-W2S: Dual-Consensus Weak-to-Strong Training for Reliable Process Reward Modeling in Biological Reasoning
Chi-Min Chan ⋅ Ehsan Hajiramezanali ⋅ Xiner Li ⋅ Edward De Brouwer ⋅ Carl Edwards ⋅ Wei Xue ⋅ Sirui Han ⋅ Yike Guo ⋅ Gabriele Scalia
[ OpenReview] 
Poster
None
Inducing LLM Workflows with Bilevel Optimization and Textual Gradients
Hongyeon Yu ⋅ Young-Bum Kim ⋅ Yoon Kim
[ OpenReview] 
Poster
None
CorrectionPlanner: Self-Correction Planner with Reinforcement Learning in Autonomous Driving
Yihong Guo ⋅ Dongqiangzi Ye ⋅ Sijia Chen ⋅ Anqi Liu ⋅ Xianming Liu
[ OpenReview] 
Poster
None
From Prompts to Responses: Dual-Sided Data Leakage and Defense in Split Large Language Models
Zixuan GU ⋅ Xiaojun Ye ⋅ Yang Liu
[ OpenReview] 
Poster
None
LangForce: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries
Shijie Lian ⋅ Bin Yu ⋅ Xiaopeng LIN ⋅ Laurence Yang ⋅ Zhaolong Shen ⋅ Changti Wu ⋅ YuZhuo Miao ⋅ Cong Huang ⋅ Kai Chen
[ OpenReview] 
Poster
None
RVAS: Referring Video Active Exploration and Segmentation
Hengrui Hu ⋅ Weiwei Gao ⋅ Zipei Zhang ⋅ Henghui Ding
[ OpenReview] 
Poster
None
T-Edit: Triple-Branch Diffusion Anchoring for Consistent Editing
Linsong Shan ⋅ Laurence Yang ⋅ Zecan Yang ⋅ Shijie Lian ⋅ lv lv ⋅ Qilin Yang
[ OpenReview] 
Poster
None
Continual Learning With Participation Privacy: An Auditable Buffering-Aggregation Recipe
Hubert Chan ⋅ Elaine Shi ⋅ Mengshi Zhao ⋅ Mingxun Zhou
[ OpenReview] 
Poster
None
Achieving Logarithmic Regret in KL-Regularized Zero-Sum Markov Games
Anupam Nayak ⋅ Tong Yang ⋅ Osman Yagan ⋅ Gauri Joshi ⋅ Yuejie Chi
[ OpenReview] 
Poster
None
Learning Credal Ensembles via Distributionally Robust Optimization
Kaizheng Wang ⋅ Ghifari Adam Faza ⋅ Fabio Cuzzolin ⋅ Siu Lun Chau ⋅ David Moens ⋅ Hans Hallez
[ Poster]  [ OpenReview] 
Poster
None
QuITE: Query-based Irregular Time-series Embedding
Junghoon Lim
[ OpenReview] 
Poster
None
X-MoGe: A Cross-Modal Adaptation Framework with Mixture-of-Experts and Geometry Guidance for Heterogeneous Collaborative Perception
Wenkai Lin ⋅ Zhihong Liu ⋅ Chenglu Wen
[ OpenReview] 
Poster
None
Variational Entropic Optimal Transport
Roman Dyachenko ⋅ Nikita Gushchin ⋅ Kirill Sokolov ⋅ Petr Mokrov ⋅ Evgeny Burnaev ⋅ Aleksandr Korotin
[ OpenReview] 
Poster
None
MAGIC: Multi-Granularity Language-Informed Image Clustering
Xiaohan Zhang ⋅ Chao Zhang ⋅ Chunlin Chen ⋅ Huaxiong Li
[ OpenReview] 
Poster
None
AvAtar: Learning to Align via Active Optimal Transport
Qi Yu ⋅ Ruizhong Qiu ⋅ Zhichen Zeng ⋅ My T. Thai ⋅ huan liu ⋅ Hanghang Tong
[ OpenReview] 
Poster
None
MathlibLemma: Folklore Lemma Generation and Benchmark for Formal Mathematics
Xinyu Liu ⋅ Zixuan Xie ⋅ Amir Moeini ⋅ Claire Chen ⋅ Shuze Liu ⋅ Yu Meng ⋅ Aidong Zhang ⋅ Shangtong Zhang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Task-Aware Mechanism: Hybrid MoE Vision Tower Towards Holistic Video Understanding
Qishen Yin ⋅ Tanghui Jia ⋅ Peng Jin ⋅ Hao Li ⋅ Juntong Wu ⋅ Guanlin Lu ⋅ Li Yuan
[ Poster]  [ OpenReview] 
Poster
None
Formalizing and Falsifying Causal Pathways of Rare Events
Anahita Haghighat ⋅ Dominik Janzing
[ OpenReview] 
Poster
None
SparseOpt: Addressing Normalization-induced Gradient Skew in Sparse Training
Adnan Mohammed ⋅ Rohan Jain ⋅ Tom Jacobs ⋅ Ekansh Sharma ⋅ Rahul G. Krishnan ⋅ Rebekka Burkholz ⋅ Yani Ioannou
[ OpenReview] 
Poster
None
PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models
Vignesh Kothapalli ⋅ Rishabh Ranjan ⋅ Valter Hudovernik ⋅ Vijay Prakash Dwivedi ⋅ Johannes Hoffart ⋅ Carlos Guestrin ⋅ Jure Leskovec
[ OpenReview] 
Poster
None
EnerGS: Energy-Based Gaussian Splatting under Partial Geometric Observability
Rui Song ⋅ Tianhui Cai ⋅ Markus Gross ⋅ Yun Zhang ⋅ Walter Zimmer ⋅ Zhiyu Huang ⋅ Olaf Wysocki ⋅ Jiaqi Ma
[ OpenReview] 
Poster
None
TIC-VLA: A Think-in-Control Vision-Language-Action Model for Robot Navigation in Dynamic Environments
Zhiyu Huang ⋅ Yun Zhang ⋅ Johnson Liu ⋅ Rui Song ⋅ Chen Tang ⋅ Jiaqi Ma
[ OpenReview] 
Poster
None
Semi-knockoffs: a model-agnostic conditional independence testing method with finite-sample guarantees
Angel REYERO LOBO ⋅ Thirion Bertrand ⋅ Pierre Neuvial
[ OpenReview] 
Poster
None
Metis: Learning to Jailbreak LLMs via Self-Evolving Metacognitive Policy Optimization
Huilin Zhou ⋅ Jian Zhao ⋅ Yilu Zhong ⋅ Zhen Liang ⋅ Xiuyuan Chen ⋅ Yuchen Yuan ⋅ Tianle Zhang ⋅ Chi Zhang ⋅ Lan Zhang ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Same Graph Cross-Task Transfer in GNNs: Protocols and Predictors
Neelam Akula ⋅ Surbhi Kumar ⋅ Murat Kantarcioglu ⋅ Baris Coskunuzer
[ OpenReview] 
Poster
None
Localized, High-resolution Geographic Representations with Slepian Functions
Arjun Rao ⋅ Ruth Crasto ⋅ Tessa Ooms ⋅ David Rolnick ⋅ Konstantin Klemmer ⋅ Marc Rußwurm
[ OpenReview] 
Poster
None
Swift-SVD: Theoretical Optimality Meets Practical Efficiency in Low-Rank LLM Compression
Ruoling Qi ⋅ Yirui Liu ⋅ Xuaner Wu ⋅ Xiangyu Wang ⋅ Ming Li ⋅ Chen Chen ⋅ Jian Chen ⋅ Yin Chen ⋅ Qizhen Weng
[ OpenReview] 
Poster
None
Loss-aware distributionally robust optimization via trainable optimal transport ambiguity sets
Jonas Ohnemus ⋅ Marta Fochesato ⋅ Riccardo Zuliani ⋅ John Lygeros
[ OpenReview] 
Poster
None
Position: Medical AI Neglects Real Treatment Outcomes
Shiva Kaul ⋅ Anjum Khurshid
[ OpenReview] 
Poster
None
Deep Scientific Reasoning under Physical Constraints: Structure-Aware Spectrum Prediction for Electronic Density of States
Yingheng Wang ⋅ Tao Yu ⋅ Shufeng Kong ⋅ Yingheng Wang ⋅ John Gregoire ⋅ Carla Gomes
[ OpenReview] 
Poster
None
RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models
Yang Yang ⋅ Hua XU ⋅ Zhangyi Hu ⋅ Yutao Yue
[ OpenReview] 
Poster
None
Representational Similarity and Model Behavior in Multi-Agent Interaction
Yujin Potter ⋅ Seun Eisape ⋅ Shiyang Lai ⋅ Alexander Huth ⋅ James Evans ⋅ Been Kim ⋅ Jacob Eisenstein ⋅ Dawn Song ⋅ Alane Suhr
[ OpenReview] 
Poster
None
Linearizing Vision Transformer with Test-Time Training
Yining Li ⋅ Dongchen Han ⋅ Zeyu Liu ⋅ Hanyi Wang ⋅ Yulin Wang ⋅ Gao Huang
[ OpenReview] 
Poster
None
Efficient and Safe Molecular Assembly via Reinforcement Learning and Constraint Solving
Stefan Pranger ⋅ Bernhard Ramsauer ⋅ Oliver Hofmann ⋅ Bettina Könighofer
[ OpenReview] 
Poster
None
Split Personality Training: Revealing Latent Knowledge Through Alternate Personalities
Florian Dietz ⋅ William Wale ⋅ Oscar Gilg ⋅ Robert McCarthy ⋅ Felix Michalak ⋅ Gustavo Danon ⋅ Miguelito De Guzman ⋅ Dietrich Klakow
[ Poster]  [ OpenReview] 
Poster
None
SPEAR: A Unified SSL Framework for Learning Speech and Audio Representations
Xiaoyu Yang ⋅ Yifan Yang ⋅ Zengrui Jin ⋅ Ziyun Cui ⋅ Wen Wu ⋅ Baoxiangli ⋅ Chao Zhang ⋅ Phil Woodland
[ OpenReview] 
Poster
None
Matrix-Free GPU Semidefinite Programming for Quantum Ordered Search at the k=6 Frontier
Yancheng Wu ⋅ Huikang Liu ⋅ Wenzhi Gao ⋅ Yuexin Su ⋅ Tongyang Li ⋅ Dongdong Ge ⋅ Yinyu Ye
[ OpenReview] 
Poster
None
Solving Positive Linear Programs with Differential Privacy
Alina Ene ⋅ Huy L Nguyen ⋅ Ta Duy Nguyen ⋅ Adrian Vladu
[ OpenReview] 
Poster
None
Bottleneck-Guided Spectral Subgoals For Offline Goal-Conditioned RL
Hebin Liang ⋅ Yi Ma ⋅ Chenjun Xiao ⋅ Zibin Dong ⋅ Zilin Cao ⋅ Fei Ni ⋅ Yifu Yuan ⋅ Jianye Hao
[ OpenReview] 
Poster
None
Decoupling The "What" and "Where" With Polar Coordinate Positional Embedding
Anand Gopalakrishnan ⋅ Róbert Csordás ⋅ Jürgen Schmidhuber ⋅ Michael Mozer
[ OpenReview] 
Poster
None
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
Houjun Liu ⋅ Shikhar Murty ⋅ Christopher Manning ⋅ Róbert Csordás
[ OpenReview] 
Poster
None
Selective Concept Bottleneck Models Without Predefined Concepts
Poster
None
Activation with Intrinsic-Extrinsic Consensus
Tian Qiu ⋅ Zunlei Feng ⋅ Yang Gao ⋅ Bingde Hu ⋅ Yi Gao ⋅ Mingli Song
[ OpenReview] 
Poster
None
One-Shot Weighted Ensemble Estimation for Federated Quantile Regression: Optimal Statistical Guarantees under Heterogeneous Structured Data
Guang Yang ⋅ Bo Pan ⋅ Chengdi Lian ⋅ Xingcai Zhou ⋅ Linglong Kong ⋅ Yafei Wang ⋅ Bei Jiang
[ OpenReview] 
Poster
None
On Effectiveness and Efficiency of Agentic Tool-calling and RL Training
Tong Liu ⋅ Cheng Qian ⋅ Matej Cief ⋅ Yuan He ⋅ Daniele Dan ⋅ Nikolaos Aletras ⋅ Gabriella Kazai
[ OpenReview] 
Poster
None
Domain Adaptation with Adaptive $f$-Divergence: Tighter Variational Representation and Generalization Bounds
Zhe Cheng ⋅ Fode Zhang ⋅ Lingrui Wang ⋅ Yifan Zhu ⋅ Jiaolong Wang
[ OpenReview] 
Poster
None
Low-Rank and Sparsity Are All You Need: Exploring Robust Hierarchical Latent Subspaces for Transferable Adversarial Attack
Shuangshuang Pu ⋅ Wen Yang ⋅ Min Li ⋅ guodong liu ⋅ Chris Ding ⋅ Di Ming
[ OpenReview] 
Poster
None
Scalable Simulation-Based Model Inference with Test-Time Complexity Control
Manuel Glöckler ⋅ Jose Pedro JP Manzano-Patron ⋅ Stamatios Sotiropoulos ⋅ Cornelius Schröder ⋅ Jakob Macke
[ OpenReview] 
Poster
None
The Geometry of Projection Heads: Conditioning, Invariance, and Collapse
Faris Chaudhry
[ Poster]  [ OpenReview] 
Poster
None
Improving Sampling for Masked Diffusion Models via Information Gain
Kaisen Yang ⋅ Jayden Teoh ⋅ Kaicheng Yang ⋅ Yitong Zhang ⋅ Alex Lamb
[ OpenReview] 
Poster
None
Reinforcement-aware Knowledge Distillation for LLM Reasoning
zhaoyang zhang ⋅ Shuli Jiang ⋅ Yantao Shen ⋅ Yuting Zhang ⋅ Dhananjay Ram ⋅ Shuo Yang ⋅ Zhuowen Tu ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview] 
Poster
None
UOTIP: Unbalanced Optimal Transport Map for Unpaired Inverse Problems
Donggyu Lee ⋅ Taekyung Lee ⋅ Jaewoong Choi
[ OpenReview] 
Poster
None
LUGS: Latent-aware Guidance for Efficient Unmasking in Diffusion Large Language Models
Nuanqiao Shan ⋅ Kairong Han ⋅ Xinpeng Dong ⋅ Kun Kuang
[ OpenReview] 
Poster
None
Causal Discovery for Irregularly Time Series with Consistency Guarantees
Weihong Li ⋅ Baohong Li ⋅ Anpeng Wu ⋅ Zhihan Li ⋅ Ming Ma ⋅ Kun Kuang ⋅ Keting Yin
[ OpenReview] 
Poster
None
ExpertWeaver: Unlocking the Inherent MoE in Dense LLMs with GLU Activation Patterns
Ziyu Zhao ⋅ Tong Zhu ⋅ Xin Yu ⋅ Zhi Zhang ⋅ Tiantian Fan ⋅ Jinluan Yang ⋅ Kun Kuang ⋅ Zhongyu Wei ⋅ Fei Wu ⋅ Yu Cheng
[ OpenReview] 
Poster
None
CorrSteer: Generation-Time LLM Steering via Correlated Sparse Autoencoder Features
Seonglae Cho ⋅ Zekun Wu ⋅ Adriano Koshiyama
[ OpenReview] 
Poster
None
Position: Evaluating LLMs in Finance Requires Explicit Bias Consideration
Yaxuan Kong ⋅ Hoyoung Lee ⋅ Yoontae Hwang ⋅ Alejandro Lopez-Lira ⋅ Bradford Levy ⋅ Dhagash Mehta ⋅ Qingsong Wen ⋅ CHANYEOL CHOI ⋅ Yongjae Lee ⋅ Stefan Zohren
[ OpenReview] 
Poster
None
SINQ: Sinkhorn-Normalized Quantization for Calibration-Free Low-Precision LLM Weights
Lorenz K. Muller ⋅ Philippe Bich ⋅ Jiawei Zhuang ⋅ Ahmet Çelik ⋅ Luca Benfenati ⋅ Lukas Cavigelli
[ OpenReview] 
Poster
None
Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
Kwangmin Lee ⋅ Yeonhee Park ⋅ Sewon Park
[ OpenReview] 
Poster
None
Decision-Focused Learning via Tangent-Space Projection of Prediction Error
Junhyeong Lee ⋅ Sangjin Jin ⋅ Yongjae Lee
[ OpenReview] 
Poster
None
Position: Reliable AI Needs to Externalize Implicit Knowledge: A Human–AI Collaboration Perspective
Hengyu Liu ⋅ TIANYI LI ⋅ Zhihong Cui ⋅ Yushuai Li ⋅ Zhangkai Wu ⋅ Torben Pedersen ⋅ Kristian Torp ⋅ Christian S Jensen
[ OpenReview] 
Poster
None
Position: Sustainable Open-Source AI Requires Tracking the Cumulative Footprint of Derivatives
shaina raza ⋅ Iuliia Eyriay ⋅ Ahmed Radwan ⋅ Nathaniel Lesperance ⋅ Deval Pandya ⋅ Sedef Akinli Kocak ⋅ Graham Taylor
[ OpenReview] 
Poster
None
VEQ: Modality-Adaptive Quantization for MoE Vision-Language Models
Guangshuo Qin ⋅ Zhiteng Li ⋅ Zheng Chen ⋅ Weihang Zhang ⋅ Linghe Kong ⋅ Yulun Zhang
[ OpenReview] 
Poster
None
Guided Star-Shaped Masked Diffusion
Viacheslav Meshchaninov ⋅ Egor Shibaev ⋅ Artem Makoian ⋅ Ivan Klimov ⋅ Nikita Balagansky ⋅ Daniil Gavrilov ⋅ Aibek Alanov ⋅ Dmitry Vetrov
[ OpenReview] 
Poster
None
The Optimal Sample Complexity of Linear Contracts
Mikael Møller Høgsgaard
[ OpenReview] 
Poster
None
Condition Number Based Low-Bit Quantization for Image Super-Resolution
Kai Liu ⋅ Dehui Wang ⋅ Zhiteng Li ⋅ Zheng Chen ⋅ Yong Guo ⋅ Linghe Kong
[ OpenReview] 
Poster
None
GameDevBench: Evaluating Agentic Capabilities Through Game Development
Wayne Chi ⋅ Yixiong Fang ⋅ Arnav Yayavaram ⋅ Siddharth Yayavaram ⋅ Seth Karten ⋅ Qiuhong Anna Wei ⋅ Runkun Chen ⋅ Alexander Wang ⋅ Valerie Chen ⋅ Ameet Talwalkar ⋅ Chris Donahue
[ OpenReview] 
Poster
None
Maximizing mutual information between prompt and response improves LLM performance with no additional data
Hyunji (Alex) Nam ⋅ Haoran Li ⋅ Natasha Jaques
[ OpenReview] 
Poster
None
ExpAlign: Expectation-Guided Vision–Language Alignment for Open-Vocabulary Grounding
Junyi Hu ⋅ Tian Bai ⋅ Fengyi Wu ⋅ Wenyan Li ⋅ Zhenming Peng ⋅ Yi ZHANG
[ OpenReview] 
Poster
None
Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC
Linjuan Wu ⋅ Ruiqi Zhang ⋅ Xinze Lyu ⋅ Ye Guo ⋅ Daoxin Zhang ⋅ Zhe Xu ⋅ Yao Hu ⋅ Yixin Cao ⋅ Yongliang Shen ⋅ Weiming Lu
[ OpenReview] 
Poster
None
SCOPE: Selective Conformal Optimized Pairwise LLM Judging
Sher Badshah ⋅ Ali Emami ⋅ Hassan Sajjad
[ OpenReview] 
Poster
None
Anchoring Self-Play for Code Repair
Caroline Choi ⋅ Zeyneb Kaya ⋅ Shirley Wu ⋅ Tengyu Ma ⋅ Tatsunori Hashimoto ⋅ Ludwig Schmidt
[ OpenReview] 
Poster
None
Training Data Efficiency in Multimodal Process Reward Models
Jinyuan Li ⋅ Chengsong Huang ⋅ Langlin Huang ⋅ Shaoyang Xu ⋅ Haolin Liu ⋅ Wenxuan Zhang ⋅ Jiaxin Huang
[ OpenReview] 
Poster
None
Large Language Model Agents Are Not Always Faithful Self-Evolvers
Weixiang Zhao ⋅ Yingshuo Wang ⋅ Yichen Zhang ⋅ Yang Deng ⋅ Yanyan Zhao ⋅ Wanxiang Che ⋅ Bing Qin ⋅ Ting Liu
[ OpenReview] 
Poster
None
Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models
Hao Chen ⋅ Ye He ⋅ Yuchun Fan ⋅ Yukun Yan ⋅ Zhenghao Liu ⋅ Qingfu Zhu ⋅ Maosong Sun ⋅ Wanxiang Che
[ OpenReview] 
Poster
None
Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution
Hongze Mi ⋅ Yibo Feng ⋅ Wenjie Lu ⋅ Song Cao ⋅ Jinyuan Li ⋅ Yanming Li ⋅ Xuelin Zhang ⋅ Haotian Luo ⋅ Songyang Peng ⋅ He Cui ⋅ Tengfei Tian ⋅ Jun Fang ⋅ Hua Chai ⋅ Naiqiang Tan
[ OpenReview] 
Poster
None
CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability
Xianzhen Luo ⋅ Jingyuan Zhang ⋅ Shiqi Zhou ⋅ JinYang Huang ⋅ Chuan Xiao ⋅ Qingfu Zhu ⋅ Zhiyuan Ma ⋅ YUE XING ⋅ Yang Yue ⋅ WencongZeng ⋅ Wanxiang Che
[ OpenReview] 
Poster
None
Mitigating Noise-Induced Layout Priors for Object Counting in Diffusion Models
Xiaoling Gu ⋅ Xuelong Li ⋅ Shengqi Wu ⋅ Yongkang Wong ⋅ wu ⋅ Huan Li ⋅ Zhou Yu ⋅ Mohan Kankanhalli
[ OpenReview] 
Poster
None
Length Generalization Bounds for Transformers
Anthony Lin ⋅ Pascal Bergsträßer ⋅ Georg Zetzsche ⋅ Andy Yang ⋅ David Chiang
[ OpenReview] 
Poster
None
Interpreting and Steering State-Space Models via Activation Subspace Bottlenecks
Vamshi Sunku Mohan ⋅ Kaustubh Gupta ⋅ Aneesha Das ⋅ Chandan Singh
[ OpenReview] 
Poster
None
HARD-KV: Head-Adaptive Regularization for Decoding-time KV Compression
Yuxuan Yang ⋅ Feiyang Ren ⋅ Bowen Zeng ⋅ Dalin Zhang ⋅ Jinpeng Chen ⋅ Gang Chen ⋅ Huan Li
[ OpenReview] 
Poster
None
Artificial Hippocampus Networks for Efficient Long-Context Modeling
Yunhao Fang ⋅ Weihao Yu ⋅ Shu Zhong ⋅ Qinghao Ye ⋅ Xuehan Xiong ⋅ Lai Wei
[ OpenReview] 
Poster
None
Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion
Chunming He ⋅ Rihan Zhang ⋅ Fengyang Xiao ⋅ Dingming Zhang ⋅ Zhiwen Cao ⋅ Sina Farsiu
[ OpenReview] 
Poster
None
At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization
Praneet Suresh ⋅ Jack Stanley ⋅ Sonia Joseph ⋅ Luca Scimeca ⋅ Danilo Bzdok
[ OpenReview] 
Poster
None
FedScar: Correcting Geometric Bias for Flatness-Consistent Federated Learning
Jianfeng Lu ⋅ YuZhao Xiang ⋅ Yue Chen ⋅ Gang Li ⋅ Shuqin Cao ⋅ Guanghui Wen
[ OpenReview] 
Poster
None
Quantifying LLM Attention-Head Stability: Implications for Circuit Universality
Karan Bali ⋅ Jack Stanley ⋅ Praneet Suresh ⋅ Danilo Bzdok
[ OpenReview] 
Poster
None
Faithful Mobile GUI Agents with Guided Advantage Estimator
Haowen Hu ⋅ Pengzhou Cheng ⋅ Zheng Wu ⋅ Lingzhong Dong ⋅ Gongshen Liu ⋅ Zhuosheng Zhang
[ OpenReview] 
Poster
None
EXVERUS: Verus Proof Repair via Counterexample Reasoning
Jun Yang ⋅ Yuechun Sun ⋅ Yi Wu ⋅ Rodrigo Caridad ⋅ Yongwei Yuan ⋅ Jianan Yao ⋅ Shan Lu ⋅ Kexin Pei
[ OpenReview] 
Poster
None
HSMAD: Heterophily-Driven Spectral and Manifold Learning for Graph Anomaly Detection
Chen Zhu ⋅ YAYING ZHANG
[ OpenReview] 
Poster
None
How RLHF Amplifies Sycophancy
Itai Shapira ⋅ Gerdus Benade ⋅ Ariel Procaccia
[ OpenReview] 
Poster
None
Optimal Transport–Guided Stochastic Control for Graph Combinatorial Optimization
Yang Huang ⋅ Yifan Zhang ⋅ Jian Cheng
[ OpenReview] 
Poster
None
RelayCaching: Accelerating LLM Collaboration via Decoding KV Cache Reuse
Yingsheng Geng ⋅ Yuchong Gao ⋅ Weihong Wu ⋅ Guyue Liu ⋅ Jiang liu
[ OpenReview] 
Poster
None
Federated Causal Inference on Multi-Site Observational Data via Propensity Score Aggregation
Rémi Khellaf ⋅ Aurélien Bellet ⋅ julie Josse
[ OpenReview] 
Poster
None
Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection
Yilin Liu ⋅ Hongchao Zhang ⋅ Ahmad Taha ⋅ Taylor T Johnson ⋅ Meiyi Ma
[ OpenReview] 
Poster
None
OmniVL-Guard: Towards Unified Vision-Language Forgery Detection and Grounding via Balanced RL
Jinjie Shen ⋅ Jing Wu ⋅ Yaxiong Wang ⋅ Lechao Cheng ⋅ Shengeng Tang ⋅ Tianrui Hui ⋅ Nan Pu ⋅ Zhun Zhong
[ OpenReview] 
Poster
None
KFStego: Key-Free Secure Image Distribution via Bipartite Structural Invariants
Ren Lijing ⋅ denghui zhang
[ OpenReview] 
Poster
None
MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering
Chuanzhe Guo ⋅ Jingjing Wu ⋅ Sijun He ⋅ Yang Chen ⋅ Zhaoqi Kuang ⋅ Shilong Fan ⋅ Bingjin Chen ⋅ Siqi Bao ⋅ Jing Liu ⋅ Hua Wu ⋅ Qingfu Zhu ⋅ Wanxiang Che ⋅ Haifeng Wang
[ OpenReview] 
Poster
None
CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
Zarif Ikram ⋅ Arad Firouzkouhi ⋅ Stephen Tu ⋅ Mahdi Soltanolkotabi ⋅ Paria Rashidinejad
[ OpenReview] 
Poster
None
Scaling Multi-Agent Environment Co-Design with Diffusion Models
Hao Xiang Li ⋅ Michael Amir ⋅ Amanda Prorok
[ OpenReview] 
Poster
None
Cheap2Rich: A Multi-Fidelity Framework for Data Assimilation and System Identification of Multiscale Physics - Rotating Detonation Engines
Yuxuan Bao ⋅ Jan Zajac ⋅ Megan Powers ⋅ Venkat Raman ⋅ J. Nathan Kutz
[ OpenReview] 
Poster
None
Multimarginal flow matching with optimal transport potentials
Raghav Kansal ⋅ David Crair ⋅ Nghia Nguyen ⋅ Scott Pope ⋅ Bradley Parry
[ OpenReview] 
Poster
None
SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
Xingyue Zhang ⋅ Yuxuan Bao ⋅ Mars Liyao Gao ⋅ J. Nathan Kutz
[ OpenReview] 
Poster
None
Relational In-Context Learning via Synthetic Pre-training with Structural Prior
Yanbo Wang ⋅ Jiaxuan You ⋅ Chuan Shi ⋅ Muhan Zhang
[ OpenReview] 
Poster
None
StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
Jun Chen ⋅ Yan Fang ⋅ Minghui Qiu ⋅ Yueran Qiu ⋅ CHEN ⋅ Shuxin Zhong ⋅ Yu ZHANG ⋅ Kaishun WU
[ OpenReview] 
Poster
None
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind
Peixuan Han ⋅ Zijia Liu ⋅ Jiaxuan You
[ OpenReview] 
Poster
None
Position: Multi-Agent Explainability Needs Contracts Before Methods
Hak Kim ⋅ Benjamin Huh ⋅ Soroush Vosoughi
[ OpenReview] 
Poster
None
Counterfactual Bootstrap for Robust Meta-Reinforcement Learning
Ai Bo ⋅ Junzhe Zhang ⋅ M. Cenk Gursoy
[ OpenReview] 
Poster
None
Causal Flow Q-Learning for Robust Offline Reinforcement Learning
Mingxuan Li ⋅ Junzhe Zhang ⋅ Elias Bareinboim
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
MRPO: Magnitude-Regularized Policy Optimization via L1 Constraints
Wei Han ⋅ Yuanxing Liu ⋅ Mingda Li ⋅ Ruiyu Xiao ⋅ Weinan Zhang ⋅ Ting Liu
[ OpenReview] 
Poster
None
Testing For Distribution Shifts with Conditional Conformal Test Martingales
Shalev Shaer ⋅ Yarin Bar ⋅ Drew Prinster ⋅ Yaniv Romano
[ OpenReview] 
Poster
None
Building Social World Model with Large Language Models
Haofei Yu ⋅ Yining Zhao ⋅ Guanyu Lin ⋅ Jiaxuan You
[ OpenReview] 
Poster
None
History-Bootstrapped Flow Matching for Inverse Boiling Reconstruction
Xianwei Zou ⋅ Sheikh Md Shakeel Hassan ⋅ Arthur Feeney ⋅ Aparna Chandramowlishwaran
[ OpenReview] 
Poster
None
Conflicting Biases at the Edge of Stability: Norm versus Sharpness Regularization
Maria Matveev ⋅ Vit Fojtik ⋅ Hung-Hsu Chou ⋅ Gitta Kutyniok ⋅ Johannes Maly
[ OpenReview] 
Poster
None
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in Unified Multimodal Models via Decompositional Verifiable Reward
Runhui Huang ⋅ Jie Wu ⋅ Rui Yang ⋅ Zhe Liu ⋅ Hengshuang Zhao
[ OpenReview] 
Poster
None
Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
Lisa Schneckenreiter ⋅ Sohvi Luukkonen ⋅ Lukas Friedrich ⋅ Daniel Kuhn ⋅ Günter Klambauer
[ OpenReview] 
Poster
None
Any3D-VLA: Enhancing VLA Robustness via Diverse Point Clouds
Xianzhe Fan ⋅ Shengliang Deng ⋅ Xiaoyang Wu ⋅ Yuxiang Lu ⋅ Zhuoling Li ⋅ Mi Yan ⋅ Yujia Zhang ⋅ Zhizheng Zhang ⋅ He Wang ⋅ Hengshuang Zhao
[ OpenReview] 
Poster
None
SIMPC: Learning Self-Induced Mirror-Point Consistency for Unsupervised Point Cloud Denoising
Chengwei Zhang ⋅ Xueyi Zhang ⋅ Tao Jiang ⋅ Xinhao Xu ⋅ Wenjie Li ⋅ Fubo Zhang ⋅ Longyong Chen
[ OpenReview] 
Poster
None
Information-Geometric Adaptive Sampling for Graph Diffusion
Yuhui Lu ⋅ Wenjing Liu ⋅ Kun Zhan
[ OpenReview] 
Poster
None
Formally Exploring Visual Anomaly Detection Evaluation Metrics
Nasar Iqbal ⋅ Dennis Wagner ⋅ Philipp Liznerski ⋅ Nabeel Hussain Syed ⋅ Sophie Fellenz ⋅ Niki Martinel ⋅ Marius Kloft
[ OpenReview] 
Poster
None
Probing the Knowledge Boundary: An Interactive Agentic Framework for Deep Knowledge Extraction
Yuheng Yang ⋅ Siqi Zhu ⋅ Tao Feng ⋅ Ge Liu ⋅ Jiaxuan You
[ OpenReview] 
Poster
None
Unifying Stacking and Cascading for Efficient Ensemble Inference
Ashwin Colaço ⋅ Sharad Mehrotra ⋅ Michael De Lucia ⋅ Kevin Hamlen ⋅ Murat Kantarcioglu ⋅ Latifur Khan ⋅ Ananthram Swami ⋅ Bhavani Thuraisingham ⋅ Unnat Jain
[ OpenReview] 
Poster
None
Backjump-on-Graph: Empowering LLMs with Reinforced Retrospective Exploration for Agentic KG Reasoning
Yunqi Zhang ⋅ Shiqi Yan ⋅ Zhenzhao Yuan ⋅ Wenrui Liang ⋅ Yangming Liu ⋅ Zhixiao Qi ⋅ Tianyi Zhang ⋅ Shijie Zhang ⋅ Wei-Qiang Zhang ⋅ Yongfeng Huang ⋅ Haixin Duan ⋅ Shuai Chen ⋅ Yubo Chen
[ OpenReview] 
Poster
None
ExpWeaver: LLM Agents Learn from Experience via Latent RAG
Tao Feng ⋅ Tianyang Luo ⋅ Jingjun Xu ⋅ Zhigang Hua ⋅ Yan Xie ⋅ Shuang Yang ⋅ Ge Liu ⋅ Jiaxuan You
[ OpenReview] 
Poster
None
Differentiable Weightless Controllers: Learning Logic Circuits for Continuous Control
Fabian Kresse ⋅ Christoph Lampert
[ OpenReview] 
Poster
None
TextME: Bridging Unseen Modalities Through Text Descriptions
Soyeon Hong ⋅ Jinchan Kim ⋅ Jaegook You ⋅ Seungtaek Choi ⋅ Suha Kwak ⋅ Hyunsouk Cho
[ OpenReview] 
Poster
None
BRIDGE: Predicting Human Task Completion Time From Model Performance
Fengyuan Liu ⋅ Jay Gala ⋅ Nilaksh ⋅ Dzmitry Bahdanau ⋅ Siva Reddy ⋅ Hugo Larochelle
[ OpenReview] 
Poster
None
Hyperbolic Neural Operator
jieyuan pei ⋅ Zhuoxuan Li ⋅ Wei Li ⋅ Haobo Zhang ⋅ jiawei jiang ⋅ Jianwei Zheng
[ OpenReview] 
Poster
None
UniCoD: Enhancing Robot Policy via Unified Continuous and Discrete Representation Learning
Jianke Zhang ⋅ Yucheng Hu ⋅ Yanjiang Guo ⋅ Xiaoyu Chen ⋅ Yichen Liu ⋅ Wenna Chen ⋅ Chaochao Lu ⋅ Jianyu Chen
[ OpenReview] 
Poster
None
AmbiRefer3D: 3D Visual Grounding with Referential Ambiguity
Rongjiang Zhu ⋅ Wei Kang ⋅ Zeqi Liu ⋅ Chen junyu ⋅ Shuo Yang ⋅ Xinxiao Wu
[ OpenReview] 
Poster
None
ThetaEvolve: Test-time Learning on Open Problems
Yiping Wang ⋅ Shao-Rong Su ⋅ Zhiyuan Zeng ⋅ Eva Xu ⋅ Liliang Ren ⋅ Xinyu Yang ⋅ Zeyi Huang ⋅ Xuehai He ⋅ Luyao Ma ⋅ Baolin Peng ⋅ Hao Cheng ⋅ Pengcheng He ⋅ Weizhu Chen ⋅ Shuohang Wang ⋅ Simon Du ⋅ Yelong Shen
[ OpenReview] 
Poster
None
Reading Between the Tokens: Improving Preference Predictions through Mechanistic Forecasting
Sarah Ball ⋅ Simeon Allmendinger ⋅ Frauke Kreuter ⋅ Niklas Kühl
[ OpenReview] 
Poster
None
FactGuard: Agentic Video Misinformation Detection via Reinforcement Learning
Zehao Li ⋅ Hongwei Yu ⋅ Hao Jiang ⋅ Qiang Sheng ⋅ Yilong Xu ⋅ Baolong Bi ⋅ Yang Li ⋅ Zhenlong Yuan ⋅ Yujun Cai ⋅ Zhaoqi Wang
[ OpenReview] 
Poster
None
GOTabPFN: From Feature Ordering to Compact Tokenization for Tabular Foundation Models on High-Dimensional Data
Al Zadid Sultan Bin Habib ⋅ Md Younus Ahamed ⋅ Prashnna Gyawali ⋅ Gianfranco Doretto ⋅ Donald Adjeroh
[ OpenReview] 
Poster
None
Do Transformers Need Three Projections? Systematic Study of QKV Variants
Ali Kayyam ⋅ Anusha Gopal ⋅ M Lewis
[ OpenReview] 
Poster
None
OMAC: A Holistic Optimization Framework for LLM-Based Multi-Agent Collaboration
Shijun Li ⋅ Hilaf Hasson ⋅ Joydeep Ghosh
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Falsifying Sparse Autoencoder Reasoning Features in Language Models
George Ma ⋅ Zhongyuan Liang ⋅ Irene Y. Chen ⋅ Somayeh Sojoudi
[ OpenReview] 
Poster
None
A Noise Sensitivity Exponent Controls Large Statistical-to-Computational Gaps in Single- and Multi-Index Models
Leonardo Defilippis ⋅ FLORENT KRZAKALA ⋅ Bruno Loureiro ⋅ Antoine Maillard
[ OpenReview] 
Poster
None
How Hard Can It Be? Hardness-Aware Multi-Objective Unlearning
Jiangwei Chen ⋅ Xinyuan Niu ⋅ Rachael Hwee Ling Sim ⋅ Zhengyuan Liu ⋅ Nancy Chen ⋅ Bryan Kian Hsiang Low
[ OpenReview] 
Poster
None
Retaining by Doing: The Role of On-Policy Data in Mitigating Forgetting
Howard Chen ⋅ Noam Razin ⋅ Karthik Narasimhan ⋅ Danqi Chen
[ OpenReview] 
Poster
None
Single-Head Attention in High Dimensions: A Theory of Generalization, Weights Spectra, and Scaling Laws
Fabrizio Boncoraglio ⋅ Vittorio Erba ⋅ Emanuele Troiani ⋅ Yizhou Xu ⋅ FLORENT KRZAKALA ⋅ Lenka Zdeborova
[ OpenReview] 
Poster
None
Reinforcing Real-world Service Agents: Balancing Utility and Cost in Task-oriented Dialogue
Ning Gao ⋅ Wei Zhang ⋅ Yuqin Dai ⋅ Ling Shi ⋅ Ziyin Wang ⋅ Yujie Wang ⋅ Wei He ⋅ Jinpeng Wang ⋅ Chaozheng Wang
[ OpenReview] 
Poster
None
TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
Dongjian Song ⋅ Yunhao Meng ⋅ Songjun Huang ⋅ Jiayi Han
[ OpenReview] 
Poster
None
SIKA-GP: Accelerating Gaussian Process Inference with Sparse Inducing Kernel Approximations for Bayesian Deep Learning
Wenyuan Zhao ⋅ Rui Tuo ⋅ Chao Tian
[ OpenReview] 
Poster
None
Subspace-Aware Feature Reshaping for Open-Set Graph Class-Incremental Learning
Weichao Zhang ⋅ Shuai Zheng ⋅ Yeyu Yan ⋅ Zhizhe Liu ⋅ Zhenfeng Zhu ⋅ Yao Zhao
[ OpenReview] 
Poster
None
Boosting World Models Learning via Latent-Space Value Alignment
Xingyu Jiang ⋅ Yuheng Pan ⋅ Mukang You ⋅ Xiuhui Zhang ⋅ Ning Gao ⋅ Guanwei Yan ⋅ Hao Li ⋅ Yue Deng
[ OpenReview] 
Poster
None
Position: Mechanisms for Aggregated Individual Reporting Should be Established for Post-Deployment Evaluation
Jessica Dai ⋅ Inioluwa Raji ⋅ Benjamin Recht ⋅ Irene Y. Chen
[ OpenReview] 
Poster
None
How Does Reasoning Flow? Tracing Attention-Induced Information Flow for Targeted RL in LLMs
Zhichen Dong ⋅ Yang Li ⋅ Yuhan Sun ⋅ Weixun Wang ⋅ Yijia Luo ⋅ Zinian Peng ⋅ Wenbo Su ⋅ YuCheng ⋅ Bo Zheng ⋅ Junchi Yan
[ OpenReview] 
Poster
None
Geometry of Reason: Spectral Signatures of Valid Mathematical Reasoning
Valentin NOËL
[ OpenReview] 
Poster
None
Think in Cloud, Look at Edges: Semantic-Driven Query Decomposition for Efficient Video Reasoning
Wenhao Zou ⋅ Zhijie Cai ⋅ Minchen Yu ⋅ Zongshuai Zhang ⋅ Guangxu Zhu
[ OpenReview] 
Poster
None
VIRUS: Injecting Persistent Cognitive Pathogens into Stateful Zero-Shot Object Navigation Agents
Xusheng Lin ⋅ Hao Zheng ⋅ Xiaojun Jia ⋅ Qiucen Li ⋅ Tianqi Shan ⋅ Jie Xu ⋅ Wenqi Ren
[ OpenReview] 
Poster
None
The cost of commitment in option-based hierarchical RL
Randy Lefebvre ⋅ Audrey Durand
[ OpenReview] 
Poster
None
TD3B: Transition-Directed Discrete Diffusion for Allosteric Binder Generation
Hanqun CAO ⋅ Aastha Pal ⋅ Sophia Tang ⋅ Yinuo Zhang ⋅ Jingjie Zhang ⋅ Pheng Ann Heng ⋅ Pranam Chatterjee, PhD
[ OpenReview] 
Poster
None
Teaching Agents to Ask Effective Clarification Questions
Sanidhya Vijayvargiya ⋅ Vijay Viswanathan ⋅ Graham Neubig
[ OpenReview] 
Poster
None
CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving
Xiaoji Zheng ⋅ Ziyuan Yang ⋅ Yuhang PENG ⋅ Yanhao Chen ⋅ Yuanrong Tang ⋅ Gengyuan Liu ⋅ Bokui Chen ⋅ Jiangtao Gong
[ OpenReview] 
Poster
None
Position: Current Benchmarking Hinders Real Progress in Deep Learning for Time Series Forecasting
Valentina Moretti ⋅ Andrea Cini ⋅ Ivan Marisca ⋅ Cesare Alippi
[ OpenReview] 
Poster
None
A Solvable High-Dimensional Model Where Nonlinear Autoencoders Learn Structure Invisible to PCA While Test Loss Misaligns With Generalization
Vicente Mendes ⋅ Lorenzo Bardone ⋅ Cédric Koller ⋅ Jorge Medina Moreira ⋅ Vittorio Erba ⋅ Emanuele Troiani ⋅ Lenka Zdeborova
[ OpenReview] 
Poster
None
SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
Minjun Park ⋅ Joseph Stitt ⋅ Robert Clapp ⋅ Ilan Naiman ⋅ Artem Goncharuk ⋅ Kevin Smith
[ OpenReview] 
Poster
None
SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
Tzu-Yuan Huang ⋅ Armin Lederer ⋅ Dai-Jie Wu ⋅ Xiaobing Dai ⋅ Sihua Zhang ⋅ Hsiu-Chin Lin ⋅ Shao-Hua Sun ⋅ Stefan Sosnowski ⋅ Sandra Hirche
[ OpenReview] 
Poster
None
Bridging Spherical Black-Box Optimizers
Johannes Ackermann ⋅ Stefano Peluchetti
[ OpenReview] 
Poster
None
CauScale: Neural Causal Discovery at Scale
Bo Peng ⋅ Sirui Chen ⋅ Jiaguo Tian ⋅ Yu Qiao ⋅ Chaochao Lu
[ OpenReview] 
Poster
None
Factored Value Functions for Graph-Based Multi-Agent Reinforcement Learning
Ahmed Rashwan ⋅ Keith Briggs ⋅ Chris Budd ⋅ Lisa Kreusser
[ OpenReview] 
Poster
None
Cutting LLM Evaluation Costs with SySRs: A Bandit Algorithm that Provably Exploits Model Similarity
Florian Dorner ⋅ Zifan Lyu ⋅ Chahine Nejma ⋅ Tobias Wegel ⋅ Fanny Yang
[ OpenReview] 
Poster
None
InfVSR: Toward Consistency-Driven Streaming Generative Video Super-Resolution
Ziqing Zhang ⋅ Kai Liu ⋅ Zheng Chen ⋅ Xi Li ⋅ Yucong Chen ⋅ Bingnan Duan ⋅ Linghe Kong ⋅ Yulun Zhang
[ OpenReview] 
Poster
None
Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
ZHIXUAN WU ⋅ Quanxing Zha ⋅ Teng Wang ⋅ Genbao Xu ⋅ Wenyuan Gu ⋅ Wei Rao ⋅ Nan Ma ⋅ Bo Cheng ⋅ Soujanya Poria
[ Poster]  [ OpenReview] 
Poster
None
Position: Stop evaluating AI with human tests, develop principled, AI-specific tests instead
Tom Sühr ⋅ Florian Dorner ⋅ Olawale Salaudeen ⋅ Augustin Kelava ⋅ Samira Samadi
[ OpenReview] 
Poster
None
AlignedNorm: Prompting Vision–Language Models via Coupled Prompt Field
Qi Ma ⋅ Chen-Yang Wang ⋅ Dehong Gao ⋅ Deng-Ping Fan
[ OpenReview] 
Poster
None
Efficient Adaptive Testing via Gradient Path Matching Subset Selection for AI Education
Yan Zhuang ⋅ Junhao Yu ⋅ Bohou Zhang ⋅ Zachary Pardos ⋅ Jinze Wu ⋅ Daoqiang Zhang
[ OpenReview] 
Poster
None
AugMask: Score-Based Generative Modeling of Incomplete Tabular Data via Augmentation and Masking
Jungkyu Kim ⋅ Taeyoung Park ⋅ Kibok Lee
[ OpenReview] 
Poster
None
CoarseBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
Matteo Rossi ⋅ Ryan Pederson ⋅ Miles Wang-Henderson ⋅ Benjamin Kaufman ⋅ Edward Williams ⋅ Carl Underkoffler ⋅ Owen Howell ⋅ Adrian Layer ⋅ Stephan Thaler ⋅ Narbe Mardirossian ⋅ John Parkhill
[ OpenReview] 
Poster
None
SimpleMem: Efficient Lifelong Memory for LLM Agents
Jiaqi Liu ⋅ Yaofeng Su ⋅ Peng Xia ⋅ Siwei Han ⋅ Zeyu Zheng ⋅ Cihang Xie ⋅ Mingyu Ding ⋅ Huaxiu Yao
[ OpenReview] 
Poster
None
Online Rubrics Elicitation from Pairwise Comparisons
MohammadHossein Rezaei ⋅ Robert Vacareanu ⋅ Zihao Wang ⋅ Clinton Wang ⋅ Bing Liu ⋅ Yunzhong He ⋅ Afra Feyza Akyürek
[ OpenReview] 
Poster
None
SpikeCLR: Self-Supervised Contrastive Learning for Visual Representations with Spiking Neural Networks
Chengwei Zhou ⋅ Gourav Datta
[ OpenReview] 
Poster
None
Giving Sensors a Voice: Multimodal JEPA for Semantic Time-Series Embeddings
Gerardo Pastrana ⋅ Sina Pakazad ⋅ Henrik Ohlsson ⋅ Utsav Dutta
[ OpenReview] 
Poster
None
SpaEF: Spatially Resolved Transcriptomics Data Element-Wise Denoising Framework Powered by Large Models
Zekuan Shang ⋅ Xiaosong Han ⋅ Liupu Wang ⋅ Wei Du ⋅ Peng Zhao ⋅ Yuanshu Li ⋅ Yubin Xiao ⋅ Xuan Wu ⋅ You Zhou
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
STT-LLM: Structural-Temporal Tokenization for Adapting LLMs to Longitudinal Clinical Profiles
Maxx Richard Rahman ⋅ Mostafa Hammouda ⋅ Wolfgang Maass
[ OpenReview] 
Poster
None
Collaborative Disagreement Resolution for Scalable Oversight
Yuyang Jiang ⋅ Chacha Chen ⋅ Teng Wu ⋅ Liwen Sun ⋅ Han Liu ⋅ Shi Feng ⋅ Chenhao Tan
[ OpenReview] 
Poster
None
FeRA: Frequency-Energy Constrained Routing for Effective Diffusion Adaptation Fine-Tuning
Bo Yin ⋅ Xiaobin Hu ⋅ Xingyu Zhou ⋅ Yu HE ⋅ Peng-Tao Jiang ⋅ Yue Liao ⋅ Junwei Zhu ⋅ Weijian Cao ⋅ Ying Tai ⋅ Shuicheng YAN
[ OpenReview] 
Poster
None
Revealing Differences in Multi-Modal Embeddings via Constrained Kernel Analysis
Youqi WU ⋅ Mohammad Jalali ⋅ Farzan Farnia
[ OpenReview] 
Poster
None
Multi-Level Strategic Classification: Incentivizing Improvement through Promotion and Relegation Dynamics
Ziyuan Huang ⋅ Lina Alkarmi ⋅ Mingyan Liu
[ OpenReview] 
Poster
None
GEPC: Group-Equivariant Posterior Consistency for Out-of-Distribution Detection in Diffusion Models
Rouzoumka Yadang Alexis ⋅ Jean Pinsolle ⋅ Eugénie TERREAUX ⋅ christele morisseau ⋅ Jean-Philippe Ovarlez ⋅ Chengfang Ren
[ OpenReview] 
Poster
None
Are We Overconfident in Models and Results for Semi-Supervised 3D Medical Image Segmentation?
Jun Li ⋅ ZIWEI QIN
[ OpenReview] 
Poster
None
State Space Model with Continuous Limit of HiPPO Matrix: Eigenvalue Analysis and Explicit Solution Formula
Atsushi Takabatake ⋅ Takaharu Yaguchi
[ OpenReview] 
Poster
None
VPD-100K: Towards Generalizable and Fine-grained Visual Privacy Protection
Xiaobin Hu ⋅ Enpu zuo ⋅ Lanping Hu ⋅ Kaiwen Yang ⋅ Dianshu Liao ⋅ Tianyi Zhang ⋅ Bo Yin ⋅ Yinsi Zhou ⋅ Shidong Pan ⋅ xiaoyu sun
[ OpenReview] 
Poster
None
LLM Self-Recognition: Steering and Retrieving Activation Signatures
Thibaud Ardoin ⋅ Jonas Schäfer ⋅ Gerhard Wunder
[ OpenReview] 
Poster
None
Target-Driven Policy Optimization for Sequential Counterfactual Outcome Control
Xin Wang ⋅ Xiangyu Zhang ⋅ Shengfei Lyu ⋅ Huanhuan Chen
[ OpenReview] 
Poster
None
Chunk-Guided Q-Learning
Gwanwoo Song ⋅ Kwanyoung Park ⋅ Youngwoon Lee
[ OpenReview] 
Poster
None
Active Policy Optimization for Individualized Dosing via Gradient Variance Minimization
Yi Wan ⋅ Xin Wang ⋅ Huanhuan Chen
[ OpenReview] 
Poster
None
Which LLM Multi-Agent Protocol to Choose?
Hongyi Du ⋅ Jiaqi Su ⋅ Jisen Li ⋅ Lijie Ding ⋅ Yingxuan Yang ⋅ Peixuan Han ⋅ Robert Tang ⋅ Kunlun Zhu ⋅ Jiaxuan You
[ OpenReview] 
Poster
None
UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
Shuo Cao ⋅ Jiayang Li ⋅ Xiaohui Li ⋅ Yuandong Pu ⋅ Kaiwen Zhu ⋅ Yuanting Gao ⋅ Siqi Luo ⋅ Yi Xin ⋅ Qi Qin ⋅ Yu Zhou ⋅ Xiangyu Chen ⋅ Wenlong Zhang ⋅ Bin Fu ⋅ Yu Qiao ⋅ Yihao Liu
[ OpenReview] 
Poster
None
StableI2I: Spotting Unintended Changes in Image-to-Image Transition
Jiayang Li ⋅ Shuo Cao ⋅ Xiaohui Li ⋅ Zhizhen Zhang ⋅ Kaiwen Zhu ⋅ Yule Duan ⋅ Yu Qiao ⋅ Jian Zhang ⋅ Yihao Liu
[ OpenReview] 
Poster
None
Self-Supervised Weight Templates for Scalable Vision Model Initialization
Yucheng Xie ⋅ Fu Feng ⋅ Ruixiao Shi ⋅ Jing Wang ⋅ Yong Rui ⋅ Xin Geng
[ OpenReview] 
Poster
None
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
Zihan Su ⋅ Hongyang Wei ⋅ Kangrui Cen ⋅ Yong Wang ⋅ Guanhua CHEN ⋅ Chun Yuan ⋅ Xiangxiang Chu
[ OpenReview] 
Poster
None
From Patches to Plans: Reasoning Distillation for Repository-Level Program Repair
Chenglin Li ⋅ Yisen Xu ⋅ Zehao Wang ⋅ Shin Hwei Tan ⋅ Tse-Hsun (Peter) Chen
[ OpenReview] 
Poster
None
MICE-Bench: A Challenging and Comprehensive Benchmark for Multi-Reference Image Creation and Editing
Siqi Luo ⋅ Huayu Zheng ⋅ Jianghan Shen ⋅ Yi Xin ⋅ Luxin Xu ⋅ Jiyao Liu ⋅ Xinyu Zhang ⋅ Hang Zhou ⋅ Pengyu Xie ⋅ Xiaohui Li ⋅ Shuo Cao ⋅ Yuandong Pu ⋅ Junjun He ⋅ Bin Fu ⋅ Yihao Liu ⋅ Yu Qiao ⋅ Guangtao Zhai ⋅ Yuewen Cao ⋅ Xiaohong Liu
[ OpenReview] 
Poster
None
Positive–Unlabeled Reinforcement Learning Distillation for On-Premise Small Models
Zhiqiang Kou ⋅ Junyang Chen ⋅ Xin-Qiang Cai ⋅ Xiaobo Xia ⋅ Ming-Kun Xie ⋅ Dong-Dong Wu ⋅ Biao Liu ⋅ Yuheng Jia ⋅ Xin Geng ⋅ Masashi Sugiyama ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Joint Model and Data Sparsification via the Marginal Likelihood
Alexander Timans ⋅ Thomas Moellenhoff ⋅ Christian Andersson Naesseth ⋅ Mohammad Emtiyaz Khan ⋅ Eric Nalisnick
[ OpenReview] 
Poster
None
How (Not) to Hybridize Neural and Mechanistic Models for Epidemiological Forecasting
Yiqi Su ⋅ Ray Lee ⋅ Jiaming Cui ⋅ Naren Ramakrishnan
[ OpenReview] 
Poster
None
Agentic Framework for Epidemiological Modeling
Rituparna Datta ⋅ Zihan Guan ⋅ Baltazar Espinoza ⋅ Yiqi Su ⋅ Priya Pitre ⋅ Srini Venkatramanan ⋅ Naren Ramakrishnan ⋅ Anil Vullikanti
[ OpenReview] 
Poster
None
Reparameterization Flow Policy Optimization
Hai Zhong ⋅ Zhuoran Li ⋅ Xun Wang ⋅ Longbo Huang
[ OpenReview] 
Poster
None
RC-FCL: Combating Asynchronous Concept Drift in Federated Continual Learning via Retrospective Calibration
HANG SU ⋅ Yijun Mo ⋅ Zhiyu Zhang ⋅ Yankai Jiang ⋅ Bo Liu ⋅ Yichen Li ⋅ Imran Razzak
[ OpenReview] 
Poster
None
MEMO: Memory-Augmented Model Context Optimization for Robust Multi-Turn Multi-Agent LLM Games
Yunfei Xie ⋅ Kevin Wang ⋅ Bobby Cheng ⋅ Jianzhu Yao ⋅ Zhizhou Sha ⋅ Alexander Duffy ⋅ Yihan Xi ⋅ Hongyuan Mei ⋅ Cheston Tan ⋅ Chen Wei ⋅ Pramod Viswanath ⋅ Zhangyang “Atlas” Wang
[ OpenReview] 
Poster
None
AMA-Bench: Evaluating Long-Horizon Memory for Agentic Applications
Yujie Zhao ⋅ Boqin Yuan ⋅ Junbo Huang ⋅ Haocheng Yuan ⋅ Zhongming Yu ⋅ Haozhou Xu ⋅ Lanxiang Hu ⋅ Abhilash Shankarampeta ⋅ Zimeng Huang ⋅ Wentao Ni ⋅ Yuandong Tian ⋅ Jishen Zhao
[ Slides]  [ OpenReview] 
Poster
None
MINIF2F-DAFNY: LLM-Guided Mathematical Theorem Proving via Auto-Active Verification
Mantas Baksys ⋅ Sean B Holden ⋅ Olivier Bouissou ⋅ Stefan Zetzsche
[ OpenReview] 
Poster
None
When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
Yayuan Li ⋅ Ze Peng ⋅ Jian Zhang ⋅ Jintao Guo ⋅ Yue Duan ⋅ Yinghuan Shi
[ OpenReview] 
Poster
None
Annotations Mitigate Post-Training Mode Collapse
Jacob Mitchell Springer ⋅ Madhu Advani ⋅ Lukas Aichberger ⋅ Arwen Bradley ⋅ Eran Malach ⋅ Omid Saremi ⋅ Sinead Williamson ⋅ Preetum Nakkiran ⋅ Etai Littwin ⋅ Aditi Raghunathan
[ OpenReview] 
Poster
None
Learning-Augmented Scalable Linear Assignment Problem Optimization via Neural Dual Warm-Starts
Ilay Yavlovich ⋅ Jad Agbaria ⋅ Jose Yallouz ⋅ Muhamed Mhamed ⋅ Nir Weinberger
[ OpenReview] 
Poster
None
What Characterizes Effective Reasoning? Revisiting Length, Review, and Structure of CoT
Yunzhen Feng ⋅ Julia Kempe ⋅ Cheng Zhang ⋅ Parag Jain ⋅ Anthony Hartshorn
[ OpenReview] 
Poster
None
Identifying Common Hubs in Multiple Gaussian Graphical Models
José Á. Sánchez Gómez ⋅ Weibin Mo ⋅ Junlong Zhao ⋅ Yufeng Liu
[ OpenReview] 
Poster
None
DecFus: Decentralized Layer-wise Fusion with Dynamic Exploration and Exploitation
Li Yang ⋅ Jialong Sun ⋅ Chuhai Cai ⋅ Xinyang Liu ⋅ Yichen Li ⋅ Bowen Peng ⋅ Jialong Li ⋅ Bo Liu
[ OpenReview] 
Poster
None
Position: Use Sparse Autoencoders to Discover Unknowns
Kenny Peng ⋅ Rajiv Movva ⋅ Jon Kleinberg ⋅ Emma Pierson ⋅ Nikhil Garg
[ OpenReview] 
Poster
None
AnalogVerifier: A Neuro-Symbolic Framework for Analog Circuit Verification
Yanfang Liu ⋅ Mingjun Wang ⋅ Peng XU ⋅ Rongliang Fu ⋅ Bei Yu ⋅ Tsung-Yi Ho
[ OpenReview] 
Poster
None
Ramba: Selective State-Space Models for Relational Deep Learning
Yiming Liu ⋅ Chunyu Wei ⋅ haozhe lin ⋅ Fengjun Xiao ⋅ Junqi Zhang ⋅ Yunhai Wang ⋅ Yueguo Chen
[ OpenReview] 
Poster
None
Representation Unlearning: Forgetting through Information Compression
Antonio Almudévar ⋅ Alfonso Ortega
[ OpenReview] 
Poster
None
RevealLayer: Disentangling Hidden and Visible Layers via Occlusion-Aware Image Decomposition
Binhao Wang ⋅ Shihao Zhao ⋅ Bo Cheng ⋅ Qiuyu Ji ⋅ YuhangMa ⋅ Liebucha Wu ⋅ Shanyuan Liu ⋅ Dawei Leng ⋅ Yuhui Yin
[ OpenReview] 
Poster
None
Self-correcting for Debiasing Large Language Models
Xuan Feng ⋅ Shuai Zhao ⋅ Luwei Xiao ⋅ Tianlong Gu ⋅ Bo An
[ OpenReview] 
Poster
None
Bridging Functional and Representational Similarity via Usable Information
Antonio Almudévar ⋅ Alfonso Ortega
[ OpenReview] 
Poster
None
PersistBench: When Should Long-Term Memories Be Forgotten by LLMs?
Sidharth Pulipaka ⋅ Oliver Chen ⋅ Manas Sharma ⋅ Taaha Saleem Bajwa ⋅ Vyas Raina ⋅ Ivaxi Sheth
[ OpenReview] 
Poster
None
Accelerating Q-learning through Efficient Value-sharing across Actions
Prabhat Nagarajan ⋅ Brett Daley ⋅ Martha White ⋅ Marlos C. Machado
[ OpenReview] 
Poster
None
An Efficient Joint Learning Approach for Item Response Theory
Tanish Agarwal ⋅ Kaustubh Shejole ⋅ Arpit Agarwal
[ OpenReview] 
Poster
None
Scalable Topology-Preserving Graph Coarsening: Concepts and Algorithms
Xiang Wu ⋅ Rong-Hua Li ⋅ Xunkai Li ⋅ Kangfei Zhao ⋅ Hongchao Qin ⋅ Guoren Wang
[ OpenReview] 
Poster
None
RACER: Risk-Aware Calibrated Efficient Routing for Large Language Models
赛 郝 ⋅ Hao Zeng ⋅ Hongxin Wei ⋅ Bingyi Jing
[ OpenReview] 
Poster
None
Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
Cheng Huang ⋅ Jinghua Piao ⋅ Wang Ranran ⋅ Yong Li
[ OpenReview] 
Poster
None
Dual Quaternion SE(3) Synchronization with Recovery Guarantees
Jianing Zhao ⋅ Linglingzhi Zhu ⋅ Anthony Man-Cho So
[ OpenReview] 
Poster
None
Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning
Jiaqi Liu ⋅ Kaiwen Xiong ⋅ Peng Xia ⋅ Yiyang Zhou ⋅ Haonian Ji ⋅ Lu Feng ⋅ Siwei Han ⋅ Mingyu Ding ⋅ Huaxiu Yao
[ OpenReview] 
Poster
None
FiX: Introducing Fine-grained Forget Gate into Softmax Attention
Runzhong Li ⋅ Renjie Liu ⋅ Qing Li ⋅ Bo Tang
[ OpenReview] 
Poster
None
Sparse Autoencoders are Topic Models
Leander Girrbach ⋅ Zeynep Akata
[ OpenReview] 
Poster
None
OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents
Xinyu Li ⋅ ronghui mu ⋅ Lin Li ⋅ Tianjin Huang ⋅ Gaojie Jin
[ OpenReview] 
Poster
None
Rh-3DGS: Robust Open-Vocabulary Scene Understanding via Riemannian Huber Distillation and Manifold-Aware Sampling
Xinpeng Zhao ⋅ Jiang Jie ⋅ Fengyuan Zhang ⋅ Lixin Zhan ⋅ Dong Wang ⋅ Qinyuan Bu ⋅ Jiahangtu ⋅ Guangzhen Yao
[ OpenReview] 
Poster
None
SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles
Miruna Cretu ⋅ John Bradshaw ⋅ Patricia Suriana ⋅ Saeed Saremi ⋅ Omar Mahmood ⋅ Kirill Shmilovich ⋅ Kangway Chuang ⋅ Vishnu Sresht ⋅ Colin A. Grambow
[ OpenReview] 
Poster
None
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
Liyan Chen ⋅ Zoe Xi ⋅ Yael Kalai
[ OpenReview] 
Poster
None
Margin-Adaptive Confidence Ranking for Reliable LLM Judgement
Gaojie Jin ⋅ Yong Tao ⋅ Lijia Yu ⋅ Tianjin Huang
[ OpenReview] 
Poster
None
DOT-MoE: Differentiable Optimal Transport for MoEfication
Udbhav Bamba ⋅ Arnav Chavan ⋅ Aryamaan Thakur ⋅ Deepak Gupta ⋅ Steven Teig
[ OpenReview] 
Poster
None
Induction Meets Biology: Mechanisms of Repeat Detection in Protein Language Models
Gal Kesten-Pomeranz ⋅ Yaniv Nikankin ⋅ Anja Reusch ⋅ Tomer Tsaban ⋅ Ora Schueler-Furman ⋅ Yonatan Belinkov
[ OpenReview] 
Poster
None
Inference-Time Forward-Process Alignment in Diffusion Models
Shigui Li ⋅ Delu Zeng
[ OpenReview] 
Poster
None
Physics-informed coarsening for multigrid graph neural networks surrogates
Amir Bazzi ⋅ Ramy Nemer ⋅ Alves José ⋅ Elie Hachem
[ OpenReview] 
Poster
None
On The Variability Of Concept Activation Vectors
Julia Wenkmann ⋅ Damien Garreau
[ OpenReview] 
Poster
None
TritonGym: A Benchmark for Agentic LLM Workflows in Triton GPU Code Generation
Yue Guan ⋅ Yichen Lin ⋅ Xu Zhao ⋅ Jianzhu Yao ⋅ Xinwei Qiang ⋅ zhongkai yu ⋅ Pramod Viswanath ⋅ Yufei Ding ⋅ Adnan Aziz
[ OpenReview] 
Poster
None
CACR: Reinforcing Temporal Answer Grounding in Instructional Video via Candidate-Aware Causal Reasoning
Muge Qi ⋅ Rong Fu ⋅ Pengbin Feng ⋅ Xianda Li ⋅ Yu Cai ⋅ Yifu Guo ⋅ Shizhe Zhang ⋅ Simon Fong ⋅ Bin Li ⋅ Lei Ma
[ OpenReview] 
Poster
None
FEDEMOE: IMPROVING PERSONALIZATION ON HET- EROGENEOUS FEDERATED LEARNING VIA ELASTIC MIXTURE OF EXPERTS ARCHITECTURE
Haizhou Du ⋅ Lixin Huang ⋅ Zonghan Wu ⋅ Huan Huo
[ OpenReview] 
Poster
None
ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
Zaifeng Pan ⋅ Yipeng Shen ⋅ Zhengding Hu ⋅ Zhuang Wang ⋅ Aninda Manocha ⋅ Zheng Wang ⋅ zhongkai yu ⋅ Yue Guan ⋅ Yufei Ding
[ OpenReview] 
Poster
None
PlugGuard: A Streaming Safeguard for Large Models via Latent Dynamics-Guided Risk Detection
Xiaodan Li ⋅ Mengjie Wu ⋅ Yao Zhu ⋅ Yunna Lv ⋅ YueFeng Chen ⋅ Cen Chen ⋅ Jianmei Guo ⋅ Hui Xue'
[ OpenReview] 
Poster
None
Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
JinGyo Lim ⋅ Seung Jeong ⋅ Seong-Eun Kim
[ OpenReview] 
Poster
None
Position: Regulating Algorithms Is Not Enough. A Study of Content Discovery in Online Platforms
Rebecca Salganik ⋅ Guillaume Salha-Galvan ⋅ Adelaida Afilipoaie ⋅ Gustavo Ferreira ⋅ Valdy Wiratama ⋅ Anson Kahng ⋅ Jian Kang ⋅ Heritiana Ranaivoson
[ OpenReview] 
Poster
None
Scaling the Prior: Size-Consistent Geometric Diffusion for 3D Molecular Generation
Wenhan Gao ⋅ Jingxiang Qu ⋅ Yi Liu
[ OpenReview] 
Poster
None
Graph-R1: Towards Agentic GraphRAG Framework via End-to-end Reinforcement Learning
Haoran Luo ⋅ Haihong E ⋅ Guanting Chen ⋅ Qika Lin ⋅ Yikai Guo ⋅ Fangzhi Xu ⋅ Zemin Kuang ⋅ Meina Song ⋅ Xiaobao Wu ⋅ Yifan Zhu ⋅ Anh Tuan Luu
[ OpenReview] 
Poster
None
GenUnfold: Rapidly Predict Protein Mechanical Unfolding Trajectory via a Physics-Guided Diffusion Model
Zhang Yiyuan ⋅ Cailong Hua ⋅ Vinitendra Singh ⋅ Joseph Muretta ⋅ James Ervasti ⋅ Murti Salapaka
[ OpenReview] 
Poster
None
RBCBF: Decoding Time Safety Alignment via Risk Guided Rollback and Barrier Control
Tianxiang Chen ⋅ Jingyuan Zhou ⋅ Longhao Yan ⋅ Kaidi Yang
[ OpenReview] 
Poster
None
TAG: Tangential Amplifying Guidance for Hallucination-Resistant Sampling
Hyunmin Cho ⋅ Donghoon Ahn ⋅ Susung Hong ⋅ Jee Eun Kim ⋅ Seungryong Kim ⋅ Kyong Hwan Jin
[ OpenReview] 
Poster
None
Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
Xiaoxue Zhu ⋅ Jilin Hu ⋅ Fuyuan Zhang ⋅ Jianyu Zhang ⋅ Yongwang Zhao
[ OpenReview] 
Poster
None
Quantifying the Generalization Gap in Seizure Detection: A Large-Scale Empirical Benchmark via the SzCORE Challenge
Jonathan Dan ⋅ Amirhossein Shahbazinia ⋅ Christodoulos Kechris ⋅ David Atienza
[ OpenReview] 
Poster
None
Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning
Xin Qiu ⋅ Yulu Gan ⋅ Conor Hayes ⋅ Qiyao Liang ⋅ Yinggan XU ⋅ Roberto Dailey ⋅ Elliot Meyerson ⋅ Babak Hodjat ⋅ Risto Miikkulainen
[ OpenReview] 
Poster
None
What is Missing? Explaining Neurons Activated by Absent Concepts
Robin Hesse ⋅ Simone Schaub-Meyer ⋅ Janina Hesse ⋅ Bernt Schiele ⋅ Stefan Roth
[ OpenReview] 
Poster
None
Information-Theoretic Disentangled Latent Modeling with Conditional Diffusion for Incomplete Multi-View Clustering
Wenlan Chen ⋅ Lu Gao ⋅ Daoyuan Wang ⋅ Cheng Liang ⋅ Fei Guo
[ OpenReview] 
Poster
None
HexGen-3: A Fully Disaggregated LLM Serving Framework with Fine-Grained Heterogeneous Resource Autoscaling
Youhe Jiang ⋅ Wenshuang Li ⋅ You Peng ⋅ Jintao Zhang ⋅ Ran Yan ⋅ Jianfei Chen ⋅ Xu Han ⋅ Fangcheng Fu ⋅ Binhang Yuan
[ OpenReview] 
Poster
None
Deterministic Differentiable Structured Pruning for Large Language Models
Weiyu Huang ⋅ Pengle Zhang ⋅ Xiaolu Zhang ⋅ JUN ZHOU ⋅ Jun Zhu ⋅ Jianfei Chen
[ OpenReview] 
Poster
None
Persistent Semantic Entities in Tool-Augmented LLM Systems
Zhaohui Wang
[ OpenReview] 
Poster
None
Train for Truth, Keep the Skills: Binary Retrieval-Augmented Reward Mitigates Hallucinations
Tong Chen ⋅ Akari Asai ⋅ Luke Zettlemoyer ⋅ Hannaneh Hajishirzi ⋅ Faeze Brahman
[ OpenReview] 
Poster
None
Anchored Policy Optimization: Mitigating Exploration Collapse via Support-Constrained Rectification
Tianyi Wang ⋅ Long Li ⋅ Hongcan Guo ⋅ Yibiao Chen ⋅ Yixia Li ⋅ Yong Wang ⋅ Yun Chen ⋅ Guanhua CHEN
[ OpenReview] 
Poster
None
Landmark-Guided Policy Optimization for Multi-Objective Language Model Selection
Marcio Monteiro ⋅ Weichen Li ⋅ Puyu Wang ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview] 
Poster
None
Probabilistic Bisection Algorithm Provably Achieves Exponential Convergence
Ganghua Wang ⋅ Yuwei Cheng ⋅ Haifeng Xu
[ OpenReview] 
Poster
None
SliceFine: The Universal Winning-Slice Hypothesis for Pretrained Networks
Md Kowsher ⋅ Ali Polat ⋅ Ehsan Ardehaly ⋅ Mehrdad Salehi ⋅ Zia Ghiasi ⋅ Prasanth Murali ⋅ Chen Chen
[ OpenReview] 
Poster
None
The Extra Tokens Matter: Disentangled Representation Learning with Vision Transformers
Maofeng Tang ⋅ Hairong Qi
[ OpenReview] 
Poster
None
RealisMotion: Decomposed Human Motion Control and Video Generation in the World Space
Jingyun Liang ⋅ Jingkai Zhou ⋅ Shikai Li ⋅ chenjie cao ⋅ Lei Sun ⋅ Yichen Qian ⋅ Weihua Chen ⋅ Fan Wang
[ OpenReview] 
Poster
None
A Call to Lagrangian Action: Learning Population Mechanics from Temporal Snapshots
Vincent Guan ⋅ Lazar Atanackovic ⋅ Kirill Neklyudov
[ OpenReview] 
Poster
None
Informed Asymmetric Actor-Critic: Leveraging Privileged Signals Beyond Full-State Access
Daniel Ebi ⋅ Gaspard Lambrechts ⋅ Damien Ernst ⋅ Klemens Böhm
[ OpenReview] 
Poster
None
You Don’t Need All That Attention: Surgical Memorization Mitigation in Text-to-Image Diffusion Models
Kairan Zhao ⋅ Eleni Triantafillou ⋅ Peter Triantafillou
[ OpenReview] 
Poster
None
Can Recommender Systems Teach Themselves? A Recursive Self-Improving Framework with Fidelity Control
Luankang Zhang ⋅ Hao Wang ⋅ Zhongzhou Liu ⋅ MINGJIA YIN ⋅ Yonghao Huang ⋅ Jiaqi Li ⋅ Wei Guo ⋅ Yong Liu ⋅ Huifeng Guo ⋅ Defu Lian ⋅ Enhong Chen
[ OpenReview] 
Poster
None
NavOL: Navigation Policy with Online Imitation Learning
Xiaofei Wei ⋅ Chun Gu ⋅ Li Zhang
[ OpenReview] 
Poster
None
CatFlow: Co-generation of Slab-Adsorbate Systems via Flow Matching
Minkyu Kim ⋅ Nayoung Kim ⋅ Honghui Kim ⋅ Sungsoo Ahn
[ OpenReview] 
Poster
None
Context Tuning for In-Context Optimization
Jack Lu ⋅ Ryan Teehan ⋅ Zhenbang Yang ⋅ Mengye Ren
[ OpenReview] 
Poster
None
Component-Wise Composite Likelihood Distillation for Censored Time-to-Event Data
Feiyang Deng ⋅ Lingfeng Luo ⋅ Jiayu Zhou ⋅ Kevin He
[ OpenReview] 
Poster
None
PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification
Xinxing Yu ⋅ Liying Yang ⋅ Hao Mo ⋅ Hui Ma ⋅ Fang Kai ⋅ Ajian Liu ⋅ Yanyan Liang
[ Poster]  [ OpenReview] 
Poster
None
A Linear Expectation Constraint for Selective Prediction and Routing with False-Discovery Control
Zhiyuan Wang ⋅ Aniri - ⋅ Tianlong Chen ⋅ Yue Zhang ⋅ Heng Tao Shen ⋅ Xiaoshuang Shi ⋅ Kaidi Xu
[ OpenReview] 
Poster
None
Language as a Wave Phenomenon: Semantic Phase Locking and Interference in Neural Networks
Alper YILDIRIM ⋅ İbrahim Yücedağ
[ OpenReview] 
Poster
None
GeoEvo: Identity-Aware Potential Game with Geometric Evolution for Personalized Multimodal Federated Learning
CHEN WANG ⋅ Yongli Hu ⋅ Huajie Jiang ⋅ Kan Guo ⋅ Tengfei Liu ⋅ Junbin Gao ⋅ Yanfeng Sun ⋅ Baocai Yin
[ OpenReview] 
Poster
None
PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
Ke Yang ⋅ Zixi Chen ⋅ Xuan He ⋅ Jize Jiang ⋅ Michel Galley ⋅ Chenglong Wang ⋅ Jianfeng Gao ⋅ Jiawei Han ⋅ Chengxiang Zhai
[ Slides]  [ OpenReview] 
Poster
None
LEMUR: Learned Multi-Vector Retrieval
Elias Jääsaari ⋅ Ville Hyvönen ⋅ Teemu Roos
[ OpenReview] 
Poster
None
High-Probability Convergence Guarantees of Decentralized SGD
Aleksandar Armacki ⋅ Ali Sayed
[ OpenReview] 
Poster
None
Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
Han Zhang ⋅ Nenggan Zheng
[ OpenReview] 
Poster
None
Conflict-Aware Additive Guidance for Flow Models under Compositional Rewards
Xuehui Yu ⋅ Fucheng Cai ⋅ Meiyi Wang ⋅ Xiaopeng Fan ⋅ Harold Soh
[ Poster]  [ OpenReview] 
Poster
None
More Capable, Less Cooperative? When LLMs Fail at Zero-Cost Collaboration
Advait Yadav ⋅ Sidney Black ⋅ Oliver Sourbut
[ OpenReview] 
Poster
None
WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution
Wan Song ⋅ Zhou Wei ⋅ Rui Wang ⋅ Jun-KUT Yu ⋅ Toru Kurihara ⋅ Xu Jiajia ⋅ shu zhan
[ OpenReview] 
Poster
None
UnHype: CLIP-Guided Hypernetworks for Dynamic LoRA Unlearning
Piotr Wójcik ⋅ Maksym Petrenko ⋅ Wojciech Gromski ⋅ Przemysław Spurek ⋅ Maciej Zieba
[ OpenReview] 
Poster
None
Cardinality-Invariant Neural Operator Policies for Scalable PDE Control
Pietro Zanotta ⋅ Dibakar Sarkar ⋅ Honghui Zheng ⋅ Somdatta Goswami ⋅ Jan Drgona
[ OpenReview] 
Poster
None
Conversation for Non-verifiable Learning: Self-Evolving Large Language Models through Meta-Evaluation
Yuan Sui ⋅ Bryan Hooi
[ OpenReview] 
Poster
None
Timestep Rescheduling in Diffusion Inversion
Shangquan Sun ⋅ Ting Gong ⋅ Liu ⋅ Jiamin Wu ⋅ Runkai Zhao ⋅ Mianxin Liu ⋅ Wenqi Ren ⋅ Xiaochun Cao
[ OpenReview] 
Poster
None
ProSAR: Prototype-Guided Semantic Augmentation and Refinement for Time Series Contrastive Learning
Caiyi Yang ⋅ Chenglin Li ⋅ Hao Zhang ⋅ Weijia Lu ⋅ ZHIFEI YANG ⋅ Wenrui Dai ⋅ xiaodong Zhang ⋅ Xiaofeng Ma ⋅ Can Zhang ⋅ Junni Zou ⋅ Hongkai Xiong
[ OpenReview] 
Poster
None
Anti-causal domain generalization: Leveraging unlabeled data
Sorawit Saengkyongam ⋅ Juan L. Gamella ⋅ Andrew Miller ⋅ Jonas Peters ⋅ Nicolai Meinshausen ⋅ Christina Heinze-Deml
[ OpenReview] 
Poster
None
Unlocking Noise-Resistant Vision: Key Architectural Secrets for Robust Models Against Gaussian Noise
Bum Jun Kim ⋅ Makoto Kawano ⋅ Yusuke Iwasawa ⋅ Yutaka Matsuo
[ OpenReview] 
Poster
None
Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning
Kaitao Chen ⋅ Weiqian Zhao ⋅ Jiamin Wu ⋅ Qihao Zheng ⋅ Shangquan Sun ⋅ Chunfeng Song ⋅ Xiaosong Wang ⋅ Mu Zhou ⋅ Mianxin Liu
[ OpenReview] 
Poster
None
Closing the Sim-to-Real Gap in Non-Markovian Spreading Processes via GPU-Accelerated Distributional RL
Heman Shakeri
[ OpenReview] 
Poster
None
dnaHNet: A Scalable and Hierarchical Foundation Model for Genomic Sequence Learning
Arnav Shah ⋅ Junzhe Li ⋅ Parsa Idehpour ⋅ Adibvafa Fallahpour ⋅ Brandon Wang ⋅ Sukjun Hwang ⋅ BO WANG ⋅ Patrick Hsu ⋅ Hani Goodarzi ⋅ Albert Gu
[ OpenReview] 
Poster
None
Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models
Ting Wang ⋅ Yuanjie Shi ⋅ Yan Yan ⋅ Huan Zhang
[ OpenReview] 
Poster
None
Geometric Pocket-Centric Protein Encoding for Polypharmacology-Guided Multi-Target Drug Design
Haoran liu ⋅ Xiaoli Lin ⋅ Jing Hu ⋅ Yu Zou ⋅ Xiaolong Zhang
[ OpenReview] 
Poster
None
InfoDLM: an Information-Adaptive Framework for Discrete Diffusion Language Model Pretraining
Shirou Jing ⋅ Chunshu Wu ⋅ Chuan Liu ⋅ Arghavan Bahadorinejad ⋅ Feitong Qiao ⋅ Dongfang Liu ⋅ Tony Geng
[ OpenReview] 
Poster
None
Latent Forcing: Reordering the Diffusion Trajectory for Pixel-Space Image Generation
Alan Baade ⋅ Eric Chan ⋅ Kyle Sargent ⋅ Changan Chen ⋅ Justin Johnson ⋅ Ehsan Adeli ⋅ Li Fei-Fei
[ OpenReview] 
Poster
None
Interpretable Functional Koopman Learning with Non-Markovian Closure for Spatiotemporal Systems
Wanfeng Lu ⋅ He Ma ⋅ Wei Lin ⋅ Qunxi Zhu
[ OpenReview] 
Poster
None
S2GS: Streaming Semantic Gaussian Splatting for Online Scene Understanding and Reconstruction
Renhe Zhang ⋅ Yuyang Tan ⋅ Jingyu Gong ⋅ zhizhong zhang ⋅ Lizhuang Ma ⋅ Yuan Xie ⋅ Xin Tan
[ Slides]  [ OpenReview] 
Poster
None
Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed
Yonggan Fu ⋅ Lexington Whalen ⋅ Zhifan Ye ⋅ Xin Dong ⋅ Shizhe Diao ⋅ Jingyu Liu ⋅ CHENGYUE WU ⋅ Hao Zhang ⋅ Enze Xie ⋅ Song Han ⋅ Maksim Khadkevich ⋅ Jan Kautz ⋅ Yingyan (Celine) Lin ⋅ Pavlo Molchanov
[ OpenReview] 
Poster
None
Deep networks learn to parse uniform-depth context-free languages from local statistics
Jack T. Parley ⋅ Francesco Cagnetta ⋅ Matthieu Wyart
[ OpenReview] 
Poster
None
XPERT: Expert Knowledge Transfer for Effective Training of Language Models
Chang Liu ⋅ boyu shi ⋅ Xu Yang ⋅ Xin Geng
[ Poster]  [ OpenReview] 
Poster
None
Co-Evolving Latent Action World Models
Yucen Wang ⋅ Fengming Zhang ⋅ De-Chuan Zhan ⋅ Li Zhao ⋅ Kaixin Wang ⋅ Jiang Bian
[ OpenReview] 
Poster
None
PACE: Post-Causal Entropy Modeling for Learned LiDAR Point Cloud Compression
Jiahao Zhu ⋅ Kang You ⋅ Dandan Ding ⋅ Zhan Ma
[ OpenReview] 
Poster
None
Towards Understanding Massive Activations in Attention Sink Mechanism
Haiyu Wang ⋅ Yuanyuan Lin
[ OpenReview] 
Poster
None
Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
lei yuan ⋅ Ruiqi Xue ⋅ Yang Yu
[ OpenReview] 
Poster
None
High-Dimensional Learning Dynamics of Quantized Models with Straight-Through Estimator
Yuma Ichikawa ⋅ Shuhei Kashiwamura ⋅ Ayaka Sakata
[ OpenReview] 
Poster
None
Sign Lock-In: Randomly Initialized Weight Signs Persist and Bottleneck Sub-Bit Model Compression
Akira Sakai ⋅ Yuma Ichikawa
[ OpenReview] 
Poster
None
Revisiting Anisotropy in Language Transformers: The Geometry of Learning Dynamics
Raphael Bernas ⋅ Fanny Jourdan ⋅ Antonin Poché ⋅ Céline Hudelot
[ OpenReview] 
Poster
None
DEGAP: Dynamic Entropy-Guided Attention Perturbation for Contrastive Decoding in Large Vision-Language Models
Mingyu Kang ⋅ Yuna Jeong ⋅ Junhyeong Park ⋅ Hyein Seo ⋅ Yong Suk Choi
[ OpenReview] 
Poster
None
Fast Byte Latent Transformer
Julie Kallini ⋅ Artidoro Pagnoni ⋅ Tomasz Limisiewicz ⋅ Gargi Ghosh ⋅ Luke Zettlemoyer ⋅ Christopher Potts ⋅ Xiaochuang Han ⋅ Srinivasan Iyer
[ OpenReview] 
Poster
None
Off-Policy Learning in Large Action Spaces: Optimization Matters More Than Estimation
Imad AOUALI ⋅ Otmane Sakhi
[ OpenReview] 
Poster
None
Operator Splitting with Hamilton-Jacobi-based Proximals
Nicholas Di ⋅ Eric Chi ⋅ Samy Wu Fung
[ OpenReview] 
Poster
None
Condition-Aware Graph Flow Matching for Modeling the Distributions of Complex Physical Systems
Xiaochao Deng ⋅ Jie Chen ⋅ Xiaogang Deng
[ OpenReview] 
Poster
None
Optimal Regret for Policy Optimization in Contextual Bandits
Orin Levy ⋅ Yishay Mansour
[ OpenReview] 
Poster
None
Beyond Binary: Continuous State Optimization with Graph-Structured Objectives
Corinna Cortes ⋅ Yishay Mansour ⋅ Mehryar Mohri
[ OpenReview] 
Poster
None
Stochastic Linear Bandits with Parameter Noise
Daniel Ezer ⋅ Alon Peled-Cohen ⋅ Yishay Mansour
[ OpenReview] 
Poster
None
Byte Pair Encoding for Efficient Time Series Forecasting
Leon Götz ⋅ Marcel Kollovieh ⋅ Stephan Günnemann ⋅ Leo Schwinn
[ OpenReview] 
Poster
None
Near-Optimal Regret for Policy Optimization in Contextual MDPs with General Offline Function Approximation
Orin Levy ⋅ Aviv Rosenberg ⋅ Alon Peled-Cohen ⋅ Yishay Mansour
[ OpenReview] 
Poster
None
How can we assess human-agent interactions? Case studies in software agent design
Valerie Chen ⋅ Rohit Malhotra ⋅ Xingyao Wang ⋅ Juan Michelini ⋅ Xuhui Zhou ⋅ Aditya Bharat Soni ⋅ Hoang Tran ⋅ Calvin Smith ⋅ Ameet Talwalkar ⋅ Graham Neubig
[ OpenReview] 
Poster
None
Interpretability Transfer from Language to Vision via Sparse Autoencoders
Alexey Kravets ⋅ Da Li ⋅ Chuan Li ⋅ Da Chen ⋅ Vinay Namboodiri
[ Poster]  [ OpenReview] 
Poster
None
Relational Structural Causal Models
Adiba Ejaz ⋅ Elias Bareinboim
[ OpenReview] 
Poster
None
Focus and Dilution: The Multi-stage Learning Process of Attention
Zheng-An Chen ⋅ Pengxiao Lin ⋅ Zhi-Qin John Xu ⋅ Tao Luo
[ OpenReview] 
Poster
None
VidLaDA: Bidirectional Diffusion Large Language Models for Efficient Video Understanding
Zhihao He ⋅ Tieyuan Chen ⋅ Kangyu Wang ⋅ Ziran Qin ⋅ Yang Shao ⋅ Chaofan Gan ⋅ Shijie Li ⋅ Zuxuan Wu ⋅ Weiyao Lin
[ OpenReview] 
Poster
None
Fast Inverse Lithography via GRPO Reinforced Flow Matching
Yao Lai ⋅ Xuyuan Xiong ⋅ Zeyue Xue ⋅ Guojin Chen ⋅ Jing Wang ⋅ Xihui Liu ⋅ Rui Zhang ⋅ Robert Mullins ⋅ Bei Yu ⋅ Ping Luo
[ OpenReview] 
Poster
None
A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Network
Yechan Kang ⋅ Yongjin Kweon ⋅ Mingyeong Seo ⋅ Sohee Park ⋅ Yeonguk jeon ⋅ Jongkil Park ⋅ Hyun Jae Jang ⋅ Jaewook Kim ⋅ Yeonjoo Jeong ⋅ Suyoun Lee ⋅ Seongsik Park
[ OpenReview] 
Poster
None
Learning Randomized Reductions
Ferhat Erata ⋅ Orr Paradise ⋅ Thanos Typaldos ⋅ Timos Antonopoulos ⋅ ThanhVu Nguyen ⋅ Shafi Goldwasser ⋅ Ruzica Piskac
[ OpenReview] 
Poster
None
Principle-Evolvable Scientific Discovery via Uncertainty Minimization
Yingming Pu ⋅ Tao LIN ⋅ Hongyu Chen
[ OpenReview] 
Poster
None
Group Distributionally Robust Optimization-Driven RL for LLM Reasoning
Kishan Panaganti ⋅ Zhenwen Liang ⋅ Wenhao Yu ⋅ Haitao Mi ⋅ Dong Yu
[ OpenReview] 
Poster
None
MapUQ: Map with Uncertainty Quantification for Robust BEV Vectorized Construction
Shaoyuan Mo ⋅ MaQi ⋅ l r ⋅ Bohan Li ⋅ WangKe
[ OpenReview] 
Poster
None
Uncovering the Latent Potential of Deep Intermediate Representations
Arnesh Batra ⋅ Arush Gumber ⋅ Aniket Khandelwal ⋅ Jashn Khemani ⋅ Anubha Gupta
[ OpenReview] 
Poster
None
Identifying Learnwares via Reduced Neural Conditional Mean Embedding
Zi-Yu Mao ⋅ Ming Li
[ OpenReview] 
Poster
None
Lookahead Sample Reward Guidance for Test-Time Scaling of Diffusion Models
Yeongmin Kim ⋅ Donghyeok Shin ⋅ Byeonghu Na ⋅ Minsang Park ⋅ Richard Kim ⋅ IL CHUL MOON
[ OpenReview] 
Poster
None
Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation
Shiyi Sun ⋅ Geoff Nicholls ⋅ Jeong Lee
[ OpenReview] 
Poster
None
WorldComp2D: Spatio-semantic Representations of Object Identity and Location from Local Views
SeongMin Jin ⋅ Doo Seok Jeong
[ OpenReview] 
Poster
None
Position: Time to Close The Validation Gap in LLM Social Simulations
Maximilian Puelma Touzel ⋅ Sneheel Sarangi ⋅ Aurélien Bück-Kaeffer ⋅ Zachary Yang ⋅ Jean-François Godbout ⋅ Reihaneh Rabbany
[ OpenReview] 
Poster
None
Learning Self-Interpretation from Interpretability Artifacts: Training Lightweight Adapters on Vector-Label Pairs
Keenan Pepper ⋅ Alex McKenzie ⋅ Florin Pop ⋅ Stijn Servaes ⋅ Martin Leitgab ⋅ Michael Vaiana ⋅ Judd Rosenblatt ⋅ Michael Graziano ⋅ Diogo de Lucena
[ OpenReview] 
Poster
None
Endogenous Resistance to Activation Steering in Language Models: Evidence for Internal Consistency Monitoring in Llama-3.3-70B
Alex McKenzie ⋅ Keenan Pepper ⋅ Stijn Servaes ⋅ Martin Leitgab ⋅ Murat Cubuktepe ⋅ Michael Vaiana ⋅ Diogo de Lucena ⋅ Judd Rosenblatt ⋅ Michael Graziano
[ OpenReview] 
Poster
None
CONTEXTOR: Contextualized High-order Contrastive Learning
Ze Cai ⋅ Hanzhe Liang ⋅ Sihang Zeng ⋅ Binbin Zhou ⋅ Jun Wen
[ OpenReview] 
Poster
None
RSA-CP: Efficient Conformal Prediction in Small-Sample Regimes via Random Score Alignment
Pankaj Bhagwat ⋅ Zhixian Yang ⋅ yihao wang ⋅ Bei Jiang ⋅ Linglong Kong
[ OpenReview] 
Poster
None
Deep Progressive Training: scaling up depth capacity of zero/one-layer models
Zhiqi Bu
[ OpenReview] 
Poster
None
Towards Long-Horizon Interpretability: Efficient and Faithful Multi-Token Attribution for Reasoning LLMs
Wenbo Pan ⋅ Zhichao Liu ⋅ Xianlong Wang ⋅ Yu Haining ⋅ Xiaohua Jia
[ OpenReview] 
Poster
None
Sharpness-Aware Pretraining Mitigates Catastrophic Forgetting
Ishaan Watts ⋅ Catherine Li ⋅ Sachin Goyal ⋅ Jacob Mitchell Springer ⋅ Aditi Raghunathan
[ OpenReview] 
Poster
None
Exact and Approximate Algorithms for Polytree Learning
Juha Harviainen ⋅ Frank Sommer ⋅ Manuel Sorge
[ OpenReview] 
Poster
None
Norm$\times$Direction: Restoring the Missing Query Norm in Vision Linear Attention
Weikang Meng ⋅ Yadan Luo ⋅ Liangyu Huo ⋅ Yingjian Li ⋅ Yaowei Wang ⋅ Xin Li ⋅ Zheng Zhang
[ OpenReview] 
Poster
None
Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination
Chufan Shi ⋅ Cheng Yang ⋅ Yaokang Wu ⋅ Linghao Jin ⋅ Bo Shui ⋅ Taylor Berg-Kirkpatrick ⋅ Xuezhe Ma
[ OpenReview] 
Poster
None
Markov Chain Monte Carlo without Evaluating the Target: an Auxiliary Variable Approach
Wei Yuan ⋅ Guanyang Wang
[ OpenReview] 
Poster
None
Do Text Edits Generalize to Visual Generation? Benchmarking Cross-Modal Knowledge Editing in UMMs
Xin Gao ⋅ Cheng Yang ⋅ Chufan Shi ⋅ Taylor Berg-Kirkpatrick
[ OpenReview] 
Poster
None
Geometric Reciprocity: Unlocking Self-Supervision for Stereoscopic Video Generation
Jingyi Lu ⋅ Kai Han
[ OpenReview] 
Poster
None
iVGR: Internalizing Visually Grounded Reasoning for MLLMs with Reinforcement Learning
Chang-Bin Zhang ⋅ Yujie Zhong ⋅ Qiang Zhang ⋅ Kai Han
[ OpenReview] 
Poster
None
SDM: A Powerful Tool for Evaluating Model Robustness
Xinlei Liu ⋅ Tao Hu ⋅ Jichao Xie ⋅ Baolin Li ⋅ Hailong Ma ⋅ Peng Yi
[ OpenReview] 
Poster
None
MetaMoE: Diversity-Aware Proxy Selection for Privacy-Preserving Mixture-of-Experts Unification
Weisen Jiang ⋅ Shuhao Chen ⋅ Sinno Jialin Pan
[ OpenReview] 
Poster
None
SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
Nicholas Pfaff ⋅ Thomas Cohn ⋅ Sergey Zakharov ⋅ Rick Cory ⋅ Russ Tedrake
[ OpenReview] 
Poster
None
JANUS-LORA: A Balanced Low-Rank Adaptation for Continual Learning
Cheng Chen ⋅ Pengpeng Zeng ⋅ Yuyu Guo ⋅ Jingkuan Song ⋅ Heng Tao Shen ⋅ Lianli Gao
[ OpenReview] 
Poster
None
Fast Autoregressive Video Diffusion and World Models with Temporal Cache Compression and Sparse Attention
Dvir Samuel ⋅ Issar Tzachor ⋅ Matan Levy ⋅ Michael Green ⋅ Gal Chechik ⋅ Rami Ben-Ari
[ OpenReview] 
Poster
None
SGMD: Score Gradient Matching Distillation for Few-Step Video Diffusion Distillation
Zhuguanyu Wu ⋅ Ruihao Gong ⋅ Yang Yong ⋅ Yushi Huang ⋅ Xiangyu Fan ⋅ Lei Yang ⋅ Dahua Lin ⋅ Xianglong Liu
[ OpenReview] 
Poster
None
Twice Sequential Monte Carlo for Tree Search
Yaniv Oren ⋅ Joery de Vries ⋅ Pascal Van der Vaart ⋅ Matthijs T. J. Spaan ⋅ Wendelin Boehmer
[ OpenReview] 
Poster
None
SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks
Srivatsa Kundurthy ⋅ Clara Na ⋅ Michael Handley ⋅ Zach Kirshner ⋅ Chen Bo Calvin Zhang ⋅ Manasi Sharma ⋅ Emma Strubell ⋅ John Ling
[ OpenReview] 
Poster
None
A Fourier perspective on the learning dynamics of neural networks: from sample complexities to mechanistic insights
Fabiola Ricci ⋅ Claudia Merger ⋅ Sebastian Goldt
[ Poster]  [ OpenReview] 
Poster
None
TIMI: Training-Free Image-to-3D Multi-Instance Generation with Spatial Fidelity
Xiao Cai ⋅ Lianli Gao ⋅ Pengpeng Zeng ⋅ Ji Zhang ⋅ Heng Tao Shen ⋅ Jingkuan Song
[ OpenReview] 
Poster
None
Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
Guanxu Chen ⋅ Dongrui Liu ⋅ Tao Luo ⋅ Lijie Hu ⋅ Qihao Lin ⋅ Jing Shao
[ OpenReview] 
Poster
None
Calibrating Decision Robustness via Inverse Conformal Risk Control
Wenbin Zhou ⋅ Shixiang Zhu
[ Slides]  [ OpenReview] 
Poster
None
Tiny Brains, Giant Impact: Uncovering the Keystone Neurons of LLM with Just a Few Prompts
Xiangtian Ji ⋅ Yuxin Chen ⋅ Zhengzhou Cai ⋅ Xiang Wang ⋅ An Zhang ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding
Yanzheng Xiang ⋅ Lan Wei ⋅ Yizhen Yao ⋅ Qinglin Zhu ⋅ Hanqi Yan ⋅ Chen Jin ⋅ Philip Teare ⋅ Dandan Zhang ⋅ Lin Gui ⋅ Amrutha Saseendran ⋅ Yulan He
[ OpenReview] 
Poster
None
Variance-Reduced Zeroth-Order Langevin Dynamics for Non-Log-Concave Black-Box Sampling and Inverse Problems
M. Sahin ⋅ Behzad Sharif ⋅ Abolfazl Hashemi
[ OpenReview] 
Poster
None
Trajectory-Aware Heuristic Learning for Combinatorial Search
Mustafa Seddiqi ⋅ Tiberiu Popa ⋅ Marta Kersten-Oertel
[ OpenReview] 
Poster
None
Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
Haoyu Zhao ⋅ Jiaxi Gu ⋅ Haoran Chen ⋅ Qingping Zheng ⋅ Yeying Jin ⋅ Hongyi Yang ⋅ JunqiCheng ⋅ Yuang Zhang ⋅ Zenghui Lu ⋅ Huan Yu ⋅ Jie Jiang ⋅ Peng Shu ⋅ Zuxuan Wu ⋅ Yu-Gang Jiang
[ OpenReview] 
Poster
None
Language Model Augmented Semi-Supervised Statistical Inference
Xinrui Ruan ⋅ Yingfei Wang ⋅ Waverly Wei ⋅ Jingshen Wang
[ OpenReview] 
Poster
None
From Poisoned to Aware: Fostering Backdoor Self-Awareness in LLMs
Guangyu Shen ⋅ Siyuan Cheng ⋅ Xiangzhe Xu ⋅ Yuan Zhou ⋅ Hanxi Guo ⋅ Zhuo Zhang ⋅ Xiangyu Zhang
[ OpenReview] 
Poster
None
Large-scale Uncertainty Quantification for Latent Variable Models Using Subsampling Markov Chain Monte Carlo
Xiaoyu Wang ⋅ Jonathan Huggins
[ OpenReview] 
Poster
None
Risk-Bounded Distribution Reconstruction: Stable Statistic Calibration for Long-Tailed Recognition
Guanliang Liu ⋅ Wenchao Chen ⋅ Long Tian ⋅ Xuefei Cao ⋅ Hongwei Liu ⋅ Bo Chen
[ OpenReview] 
Poster
None
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning
Leheng Sheng ⋅ Yongtao Zhang ⋅ Wenchang Ma ⋅ Yaorui Shi ⋅ Ting Huang ⋅ Xiang Wang ⋅ An Zhang ⋅ Ke Shen ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Decentralized Bandits without Global Clock for Dynamic Matching Market
Mengtong Gao ⋅ Zhenhe Zhang ⋅ Jichen Li ⋅ Xia Xuanzhi ⋅ Wentao Zhou ⋅ Jing Chen
[ OpenReview] 
Poster
None
SRPO: Self-Reflective Policy Optimization for Long-Horizon Reasoning
Jialong Liu ⋅ Yuling Shi ⋅ Ning Yang ⋅ Xiaodong Gu ⋅ Zuchao Li
[ OpenReview] 
Poster
None
$\alpha$-PFN: Fast Entropy Search via In-Context Learning
Herilalaina Rakotoarison ⋅ Steven Adriaensen ⋅ Tom Viering ⋅ Samuel Gabriel Müller ⋅ Carl Hvarfner ⋅ Frank Hutter ⋅ Eytan Bakshy
[ OpenReview] 
Poster
None
The Unlearnability Phenomenon in RLVR for Language Models
Yulin Chen ⋅ He He ⋅ Chen Zhao
[ OpenReview] 
Poster
None
Learning the ESG Geometry with Domain Aware Language Models
Kunal Pradeep Pimparkhede ⋅ Chirayu Chaurasia ⋅ Jatin Roy ⋅ Mahesh Mohan Mohanachandran Radhamany
[ OpenReview] 
Poster
None
Beyond ReLU: Bifurcation, Oversmoothing, and Topological Priors
Erkan Turan ⋅ Gaspard Abel ⋅ Maysam Behmanesh ⋅ Emery Pierson ⋅ Maks Ovsjanikov
[ OpenReview] 
Poster
None
Rethinking Visual Intelligence: Insights from Video Pretraining
Pablo Acuaviva ⋅ Aram Davtyan ⋅ Mariam Hassan ⋅ Sebastian Stapf ⋅ Ahmad Rahimi ⋅ Alexandre Alahi ⋅ Paolo Favaro
[ OpenReview] 
Poster
None
Explanations are a Means to an End: A Value of Information Framework for Validating Explanations
Ziyang Guo ⋅ Berk Ustun ⋅ Jessica Hullman
[ OpenReview] 
Poster
None
Prioritized Model Experience Replay
Muxi Tao ⋅ jiangtao wen ⋅ Yuxing Han
[ OpenReview] 
Poster
None
$L^3$: Large Lookup Layers
Albert Tseng ⋅ Chris De Sa
[ OpenReview] 
Poster
None
3D-DLP: Self-supervised 3D Object-centric Scene Representation Learning
Ellina Zhang ⋅ Madhavan Iyengar ⋅ Amir Zadeh ⋅ Chuan Li ⋅ David Held ⋅ Deepak Pathak ⋅ Tal Daniel
[ OpenReview] 
Poster
None
Discriminative Attribute Graph Clustering Through Topology-Guided Contrastive Learning
Ling Ding ⋅ Zhizhi Yu ⋅ Cuiying Huo
[ OpenReview] 
Poster
None
Model-Preserving Adaptive Rounding
Albert Tseng ⋅ Zhaofeng Sun ⋅ Chris De Sa
[ OpenReview] 
Poster
None
CauseCollab: Causal Unified and Modality-Agnostic Network for Heterogeneous Collaborative Perception
Weize Li ⋅ Yang Li ⋅ Quan Yuan ⋅ Xiaoyuan Fu ⋅ Guiyang Luo ⋅ Jinglin Li
[ OpenReview] 
Poster
None
More Sail than Ballast: Addressing Harmful Knowledge Leakage in the Expansive Reasoning Space of LRMs
Qibing Ren ⋅ Xinhao Song ⋅ Ke Fan ⋅ Lijun Li ⋅ Zhanpeng Zhou ⋅ Gongshen Liu ⋅ Junchi Yan ⋅ Lizhuang Ma ⋅ Jing Shao
[ OpenReview] 
Poster
None
Rethinking 3D Shape Generation: Diffusion over Superquadrics
Zhiyang Liu ⋅ Wanze Li ⋅ Yuwei Wu ⋅ Chengran Yuan ⋅ JIAWEI SUN ⋅ Rui Zheng ⋅ Marcelo Ang Jr
[ OpenReview] 
Poster
None
TodoEvolve: Learning to Architect Agent Planning Systems
Jiaxi Liu ⋅ Yanzuo Jiang ⋅ Guibin Zhang ⋅ Zihan Zhang ⋅ Heng Chang ⋅ Zhenfei Yin ⋅ Qibing Ren ⋅ Junchi Yan
[ OpenReview] 
Poster
None
ASyMOB: Algebraic Symbolic Mathematical Operations Benchmark
Michael Shalyt ⋅ Rotem Elimelech ⋅ Ido Kaminer
[ OpenReview] 
Poster
None
Learning the Interaction Prior for Protein-Protein Interaction Prediction: A Model-Agnostic Approach
Ziqi Gao ⋅ Chenyi Zi ⋅ Zijing Liu ⋅ Ziqiao Meng ⋅ Yu Li ⋅ Jia Li
[ OpenReview] 
Poster
None
Unfolding Generative Flows with Koopman Operators: Trajectory-Preserving Linearization
Erkan Turan ⋅ Ari Siozopoulos ⋅ Louis Martinez ⋅ Julien Gaubil ⋅ Emery Pierson ⋅ Maks Ovsjanikov
[ OpenReview] 
Poster
None
Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning
Wenhang Shi ⋅ Yiren Chen ⋅ Shuqing Bian ⋅ Zhe Zhao ⋅ Pengfei Hu ⋅ Jinhao Dong ⋅ WEI LU ⋅ Xiaoyong Du
[ OpenReview] 
Poster
None
Origo: Physically Interpretable Multi-Physics PDE Pre-training through Neural Operator Splitting
Li Sun ⋅ Hongbo Lv ⋅ Zhikai Jiang ⋅ Zhongtian Sun ⋅ Lanxu Yang ⋅ Philip Yu
[ OpenReview] 
Poster
None
Latent Space Robust Optimization of Neural Processes with Aligned Stratified Order-Statistic Loss Reduction
Qi Tao ⋅ Jiarong Wen ⋅ Jing Yang ⋅ Guanlin Wu ⋅ Zhang Kaiyu ⋅ Yiqin Lv ⋅ Wumei Du ⋅ Xingxing Liang ⋅ Cheems Wang
[ OpenReview] 
Poster
None
Multimodal Meta-Verifier with Explicit Structured Recalibration
Xinchen Zhang ⋅ Bowei Liu ⋅ Jiale Liu ⋅ Chufan Shi ⋅ Yizhen Zhang ⋅ Junhong Liu ⋅ Youliang Zhang ⋅ Zhiheng Li ⋅ Yujiu Yang ⋅ Ling Yang
[ OpenReview] 
Poster
None
Temporal Preference Optimization for Unsupervised Retrieval
HyunJin Kim ⋅ Jaejun Shim ⋅ Young Jin Kim ⋅ JinYeong Bak
[ OpenReview] 
Poster
None
Great Minds Think Alike: Contextual Tacit Communication for Decentralized LLM-Agent Cooperation
Yue Pei ⋅ Hongming Zhang ⋅ Jiarui Guan ⋅ Jusheng Zhang ⋅ Liang Lin ⋅ Haogang Zhu ⋅ Ziliang Chen
[ OpenReview] 
Poster
None
SP-Mind: An Autonomous Reasoning Agent for Spatial Proteomics Analysis
YuCheng Yuan ⋅ Ji Yuanfeng ⋅ Zhongxiao Li ⋅ Ruijiang Li
[ OpenReview] 
Poster
None
Zero-Shot Off-Policy Learning
Arip Asadulaev ⋅ Maksim Bobrin ⋅ Salem Lahlou ⋅ Dmitry V. Dylov ⋅ Fakhri Karray ⋅ Martin Takac
[ OpenReview] 
Poster
None
Path-dependent Discrete Amortized Inference
Tiago Silva ⋅ Nikolay Malkin ⋅ Salem Lahlou
[ OpenReview] 
Poster
None
Geometric Entropy and Retrieval Phase Transitions in Continuous Thermal Dense Associative Memory
Tatiana Petrova ⋅ Evgeny Polyachenko ⋅ Radu State
[ OpenReview] 
Poster
None
U$^3$CF: Unbiased, Unconfounding, and Unified Causal Framework for Multi-Target Domain Adaptation
Wenxu Wang ⋅ Yeqiang Liu ⋅ Rui Zhou ⋅ Jing Wang ⋅ Zhenbo Li ⋅ Wenbo Gong
[ OpenReview] 
Poster
None
Achieving Structurally Robust Gromov Wasserstein Distance via Adaptive Dual-Mask
Kangke Cheng ⋅ Jiawei Huang ⋅ Jingni Song ⋅ Wanlin Zhang ⋅ Bangxian Han ⋅ Hu Ding
[ OpenReview] 
Poster
None
MARS: Modular Agent with Reflective Search for Automated AI Research
Jiefeng Chen ⋅ Bhavana Dalvi Mishra ⋅ Jaehyun Nam ⋅ Rui Meng ⋅ Tomas Pfister ⋅ Jinsung Yoon
[ OpenReview] 
Poster
None
Compile to Compress: Boosting Formal Theorem Provers by Compiler Outputs
Guchan Li ⋅ Rui Tian ⋅ Hongning Wang
[ OpenReview] 
Poster
None
d2p: Fast and Scalable Structured Attention with Differentiable Dynamic Programming
Casey Mogilevsky ⋅ Kimberly Liang
[ OpenReview] 
Poster
None
Grounding LLMs in Scientific Discovery via Embodied Actions
Bo Zhang ⋅ Jinfeng Zhou ⋅ Yuxuan Chen ⋅ Jianing Yin ⋅ Minlie Huang ⋅ Hongning Wang
[ OpenReview] 
Poster
None
MEDA: Medical-Oriented Activation Editing for Hallucination Mitigation in Medical Large Vision-Language Model
Tianbo Wang ⋅ Yuqing Ma ⋅ Lingyan Meng ⋅ Zhange Zhang ⋅ Kewei Liao ⋅ Jian Yang ⋅ Simin Li ⋅ Jinyang Guo ⋅ Xianglong Liu
[ OpenReview] 
Poster
None
LoBCD-GW: A Fast and Data-Dependent Algorithm for Computing Gromov-Wasserstein Distance via Localized Block Coordinate Descent
Jingni Song ⋅ Jiawei Huang ⋅ Kangke Cheng ⋅ Bangxian Han ⋅ Hu Ding
[ OpenReview] 
Poster
None
Unified Safe In-context Image Generation in Multimodal Diffusion Transformers
Xiang Yang ⋅ Feifei Li ⋅ Mi Zhang ⋅ Geng Hong ⋅ Xiaoyu You ⋅ Mi Wen ⋅ Min Yang
[ OpenReview] 
Poster
None
OptProver: Bridging Olympiad and Optimization through Continual Training in Formal Theorem Proving
Chenyi Li ⋅ Yanchen Nie ⋅ Zhenyu Ming ⋅ Gong Zhang ⋅ Kun Yuan ⋅ Zaiwen Wen
[ OpenReview] 
Poster
None
Understanding SAM through Minimax Perspective
Ying Chen ⋅ Aoxi Li ⋅ Javad Lavaei
[ OpenReview] 
Poster
None
You Don't Protect if You Don't Expect: Breaking the Key Assumption behind CLIP's Test-Time Defenses
Ruize Zhang ⋅ Yu Li ⋅ Zhang Wan ⋅ Juan Cao ⋅ Jie Zhang ⋅ Sheng Tang
[ OpenReview] 
Poster
None
Embodied Task Planning via Graph-Informed Action Generation with Large Lanaguage Model
Xiang Li ⋅ Ning Yan ⋅ Masood Mortazavi
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
QPKO: Differentiable QP-Embedded Deep Koopman Framework for Modeling Nonlinear Systems
Runze Tian ⋅ Peng Kou
[ OpenReview] 
Poster
None
Group Cognition Learning: Making Everything Better Through Controlled Two-Stage Agents Collaboration
Chunlei Meng ⋅ Pengbin Feng ⋅ Rong Fu ⋅ Hoi Leong Lee ⋅ Xiaojing Du ⋅ Zhaolu Kang ⋅ Zeyu Zhang ⋅ Weilin Zhou ⋅ Chun Ouyang ⋅ Zhongxue Gan
[ OpenReview] 
Poster
None
Unified Episodic and Semantic Memory via Modulating Transformer FeedForward Layers
Yiqun Yao ⋅ Xiang Li ⋅ Xin Jiang ⋅ Xuezhi Fang ⋅ Naitong Yu ⋅ Siwei Dong ⋅ Wenjia Ma ⋅ Jing Li ⋅ Aixin Sun ⋅ Yequan Wang
[ OpenReview] 
Poster
None
Trajectory-Level Speculative Decoding for Diffusion Language Models
Tianxiang Pan ⋅ Baitao Gong ⋅ Mo Guang ⋅ Hongwei Yong ⋅ Tianpeng Jiang ⋅ Yaqian Li ⋅ Zheng Cao ⋅ Kaiwen Long
[ OpenReview] 
Poster
None
OrchJail: Jailbreaking Tool-Calling Text-to-Image Agents by Orchestration-Guided Fuzzing
Jianming Chen ⋅ Yawen Wang ⋅ Junjie Wang ⋅ Zhe Liu ⋅ Qing Wang ⋅ Xu
[ OpenReview] 
Poster
None
Position: The Privacy-Auditability Paradox in Federated Learning: Why We Need Controllable Secure Aggregation
Runhua Xu ⋅ Guoan Wan ⋅ James Joshi
[ OpenReview] 
Poster
None
daVinci-Dev: Agent-native Mid-training for Software Engineering
Ji Zeng ⋅ Dayuan Fu ⋅ Tiantian Mi ⋅ Zhuang Yumin ⋅ Yaxing Huang ⋅ Xuefeng Li ⋅ Lyumanshan Ye ⋅ Muhang Xie ⋅ Qishuo Hua ⋅ Zhen Huang ⋅ Mohan Jiang ⋅ Hanning Wang ⋅ Jifan Lin ⋅ Yang Xiao ⋅ Jie Sun ⋅ Yunze Wu ⋅ Pengfei Liu
[ OpenReview] 
Poster
None
Multi-Distribution Robust Conformal Prediction
YUQI YANG ⋅ Ying Jin
[ OpenReview] 
Poster
None
Conditional Coverage Diagnostics for Conformal Prediction
Sacha Braun ⋅ David Holzmüller ⋅ Michael Jordan ⋅ Francis Bach
[ OpenReview] 
Poster
None
Detecting and Filtering Unsafe Training Data via Data Attribution with Denoised Representation
Yijun Pan ⋅ Taiwei Shi ⋅ Jieyu Zhao ⋅ Jiaqi Ma
[ OpenReview] 
Poster
None
ArcVQ-VAE: A Spherical Vector Quantization Framework with ArcCosine Additive Margin
Jaeyung Kim ⋅ YoungJoon Yoo
[ OpenReview] 
Poster
None
GENEB: Why Genomic Models Are Hard to Compare
Daria Ledneva ⋅ Mikhail Nuridinov ⋅ Denis Kuznetsov
[ OpenReview] 
Poster
None
Learning from Comparison: Constrained Projection Policy Optimization for Pareto-Front Improvement
Jintao Li ⋅ Maowen Tang ⋅ Yongji Long ⋅ Weixuan Liu ⋅ Yanlang Zheng ⋅ Sicheng He ⋅ Ao-Jin Li ⋅ Shui Yu ⋅ Yun Li
[ OpenReview] 
Poster
None
Vision-Language-Action Pretraining from Large-Scale Human Videos
Hao Luo ⋅ Yicheng Feng ⋅ Wanpeng Zhang ⋅ Sipeng Zheng ⋅ Ye Wang ⋅ Haoqi Yuan ⋅ jiazheng liu ⋅ Chaoyi Xu ⋅ Haiweng Xu ⋅ Qin Jin ⋅ Zongqing Lu
[ OpenReview] 
Poster
None
Unifying Deep Stochastic Processes for Image Enhancement
Wojciech Kozłowski ⋅ Radosław Kuczbański ⋅ Kamil Adamczewski ⋅ Karol Szczypkowski ⋅ Maciej Zieba
[ OpenReview] 
Poster
None
Training-Free Adaptation of Diffusion Models via Doob's $h$-Transform
Qijie Zhu ⋅ Zeqi Ye ⋅ Han Liu ⋅ Zhaoran Wang ⋅ Minshuo Chen
[ OpenReview] 
Poster
None
Fast Reconstruction of Mixtures of Bernoulli Product Distributions
Sanyam Agarwal ⋅ Pranjal Dutta ⋅ Markus Bläser
[ OpenReview] 
Poster
None
A Two-Layer Framework for Joint Online Configuration Selection and Admission Control
Owen Shen ⋅ Haoran Xu ⋅ Yinyu Ye ⋅ Peter Glynn ⋅ Patrick Jaillet
[ OpenReview] 
Poster
None
Tail Annealing for Heavy-Tailed Flow Matching
Jean Pachebat
[ OpenReview] 
Poster
None
Improving Zero-Shot Offline RL via Behavioral Task Sampling
Nazim Bendib ⋅ Nicolas Perrin-Gilbert ⋅ Olivier Sigaud
[ OpenReview] 
Poster
None
Think Less, Act Early: Reinforced Latent Reasoning with Early Exit in Vision-Language-Action Models
Dianqiao Lei ⋅ Lianlei Shan
[ OpenReview] 
Poster
None
Responsible Text-to-Image Diffusion: Interpretable and Linearly Controllable Semantics for Fair and Safe Generation
Sayedmoslem Shokrolahi ⋅ Jae-Mo Kang ⋅ Il-Min Kim
[ Poster]  [ OpenReview] 
Poster
None
Editable Proof Sketch for Automated Theorem Proving
Zikai Xiao ⋅ Hanzheng Wang ⋅ Meng-Hao Guo ⋅ Shi-min Hu ⋅ Shing-Tung Yau
[ OpenReview] 
Poster
None
Stronger Semantic Encoders Can Harm Relighting Performance: A Probe of Visual Priors via Augmented Latent Intrinsics
Xiaoyan Xing ⋅ Xiao Zhang ⋅ Sezer Karaoglu ⋅ Theo Gevers ⋅ Anand Bhattad
[ OpenReview] 
Poster
None
Emergent Visual Representations through Unsupervised Spiking Networks with Synaptic Pruning
Di Hong ⋅ Dazhong Rong ⋅ Yueming Wang
[ OpenReview] 
Poster
None
ProConMV: Provenance-Enabled Conceptual Framework for Interpretable Multi-View Diabetic Retinopathy Diagnosis
Xiaoling Luo ⋅ Shuo Yang ⋅ Qihao Xu ⋅ Chengliang Liu ⋅ Jiansong Zhang ⋅ Zhuoqin Yang ⋅ Zhihui Lai ⋅ Linlin Shen
[ OpenReview] 
Poster
None
Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning
Yuting Ma ⋅ Lechao Cheng ⋅ Xiaohua Xu
[ OpenReview] 
Poster
None
Formalizing the Binding Problem
Lianghuan Huang ⋅ Yihao Li ⋅ Saeed Salehi ⋅ Yingshan Chang ⋅ Ansh Soni ⋅ Konrad Kording
[ OpenReview] 
Poster
None
Group-wise Data Ordering: Enhancing Instruction Tuning of Large Language Models via Embedding Proximity
Yiwen Ye ⋅ Boyuan Jiang ⋅ Xiaobin Hu ⋅ Shengzhi Wang ⋅ Xiaozhong Ji ⋅ Jinghao Lin ⋅ Deli Yu ⋅ Jiale Chen ⋅ kai wu ⋅ Haihua Yang ⋅ Yong Xia
[ OpenReview] 
Poster
None
Wait, Wait, Wait... Why Do Reasoning Models Loop?
Charilaos Pipis ⋅ Shivam Garg ⋅ Vasilis Kontonis ⋅ Vaishnavi Shrivastava ⋅ Akshay Krishnamurthy ⋅ Dimitris Papailiopoulos
[ OpenReview] 
Poster
None
Rethinking Calibration for Early-Exit Neural Networks
Piotr Kubaty ⋅ Filip Szatkowski ⋅ Grzegorz Choczyński ⋅ Bartosz Wójcik ⋅ Eric Nalisnick
[ OpenReview] 
Poster
None
Time-series forecasting through the lens of dynamics
Alexis-Raja Brachet ⋅ Pierre-Yves Richard ⋅ Céline Hudelot
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
Meihua Dang ⋅ Linxin Song ⋅ Honghua Zhang ⋅ Jieyu Zhao ⋅ Guy Van den Broeck ⋅ Stefano Ermon
[ OpenReview] 
Poster
None
Efficient LLM Moderation with Multi-Layer Latent Prototypes
Maciej Chrabaszcz ⋅ Filip Szatkowski ⋅ Bartosz Wójcik ⋅ Jan Dubiński ⋅ Tomasz Trzcinski ⋅ Sebastian Cygert
[ OpenReview] 
Poster
None
Deliberate Evolution for Sample-Efficient Symbolic Regression with LLM
Xinyu Pang ⋅ Zhanke Zhou ⋅ Xuan Li ⋅ Fangrui Lv ⋅ Shanshan Wei ⋅ Sen Cui ⋅ Bo Han ⋅ Changshui Zhang
[ OpenReview] 
Poster
None
Fleet: Few-Shots Lead Effective AIGI Detection
Jiaan Wang ⋅ Sirui Liu ⋅ Yu Li ⋅ Kaiyuan Yang ⋅ Juan Cao ⋅ Sheng Tang
[ OpenReview] 
Poster
None
Learning to Rank by Directly Optimizing Full-Order Probabilities
Yongxiang Tang ⋅ Chao Wang ⋅ Jincheng Lu ⋅ Yanhua Cheng ⋅ Xialong Liu ⋅ Peng Jiang
[ OpenReview] 
Poster
None
A Unifying Relational Perspective on Expressive Lottery Tickets
Lorenz Kummer ⋅ Samir Moustafa ⋅ Anatol Ehrlich ⋅ Franka Bause ⋅ Marco Nennstiel ⋅ Przemysław Wałęga ⋅ Nils M. Kriege
[ OpenReview] 
Poster
None
InvGNN: Learning Invertible Node Representations on Graphs
Giannis Nikolentzos ⋅ Dimitrios Kelesis ⋅ Nikolaos Nakis
[ OpenReview] 
Poster
None
Hard-Constrained Graph Generation with Discrete-Projection Diffusion
Xuesong Zhang ⋅ Haifeng Sun ⋅ Qi Qi ⋅ Shengkuan Li ⋅ Yuhao Li ⋅ Tianyi Kou ⋅ Zirui Zhuang ⋅ Bo He ⋅ Jianxin Liao ⋅ Jingyu Wang
[ OpenReview] 
Poster
None
Prompt Tuning for CLIP on the Pretrained Manifold
Xi Yang ⋅ Yuanrong Xu ⋅ Weigang Zhang ⋅ Guangming Lu ⋅ David Zhang ⋅ Jie Wen
[ OpenReview] 
Poster
None
From Correspondence to Actions: Human-Like Multi-Image Spatial Reasoning in Multi-modal Large Language Models
Masanari Oi ⋅ Koki Maeda ⋅ Ryuto Koike ⋅ Daisuke Oba ⋅ Nakamasa Inoue ⋅ Naoaki Okazaki
[ OpenReview] 
Poster
None
A Foundation-style Model for Zero-Shot Statistical Dependency Measurement
Zhengyang Hu ⋅ Yanzhi Chen ⋅ Hanxiang Ren ⋅ Qunsong Zeng ⋅ Youyi Zheng ⋅ Adrian Weller ⋅ Kaibin Huang ⋅ Yanchao Yang
[ OpenReview] 
Poster
None
Tokenised Flow Matching for Hierarchical Simulation Based Inference
Giovanni Charles ⋅ Cosmo Santoni ⋅ Seth Flaxman ⋅ Elizaveta Semenova
[ OpenReview] 
Poster
None
Verifying Meta-Awareness via Predictive Rewards in Reasoning Models
Yoonjeon Kim ⋅ Doohyuk Jang ⋅ Eunho Yang
[ OpenReview] 
Poster
None
The Labyrinth and the Thread: Rethinking Regularizations in Sequential Knowledge Editing for Large Language Models
Zheng Wang ⋅ Kaixuan Zhang ⋅ Wanfang Chen ⋅ Jingwen Zhang ⋅ Xiaonan Lu
[ OpenReview] 
Poster
None
MODEL SOUPS NEED ONLY ONE INGREDIENT
Alireza Abdollahpourrostam ⋅ Nikolaos Dimitriadis ⋅ Adam Hazimeh ⋅ Pascal Frossard
[ OpenReview] 
Poster
None
Constrained Adaptive Rejection Sampling
Paweł Parys ⋅ Sairam Vaidya ⋅ Taylor Berg-Kirkpatrick ⋅ Loris D'Antoni
[ OpenReview] 
Poster
None
Nonparametric Distribution Regression Re-calibration
Ádám Jung ⋅ Domokos Kelen ⋅ Andras Benczur
[ OpenReview] 
Poster
None
Squeezing More from the Stream : Learning Representation Online for Streaming Reinforcement Learning
Nilaksh ⋅ Antoine Clavaud ⋅ Mathieu Reymond ⋅ Francois Rivest ⋅ Sarath Chandar
[ OpenReview] 
Poster
None
Autoregressive Direct Preference Optimization
Masanari Oi ⋅ Mahiro Ukai ⋅ Masahiro Kaneko ⋅ Naoaki Okazaki ⋅ Nakamasa Inoue
[ OpenReview] 
Poster
None
MODEL MERGING SCALING LAWS IN LARGE LANGUAGE MODELS
Yuanyi Wang ⋅ Yanggan Gu ⋅ Yiming Zhang ⋅ Qi Zhou ⋅ Zhaoyi Yan ⋅ Congkai Xie ⋅ Xinyao Wang ⋅ Jianbo Yuan ⋅ Hongxia Yang
[ OpenReview] 
Poster
None
TileSparse: Arithmetic-Intensity-Aware Sparse Attention for Compute-Bound LLM Decoding
Chao Wang ⋅ Pengfei Zuo ⋅ Zhangyu Chen ⋅ Qihui Zhou ⋅ Tsung-Yi Ho ⋅ Ming-Chang Yang
[ OpenReview] 
Poster
None
An Evidential Route to Asymptotic Bayes Optimality under Sparsity
Qiaoyu Liang ⋅ Haohua Chen ⋅ Zihan Zhu ⋅ Michael Evans
[ OpenReview] 
Poster
None
Trust-Region Diffusion Policies for Massively Parallel On-Policy RL
Huy Le ⋅ Onur Celik ⋅ Denis Blessing ⋅ Tai Hoang ⋅ Claas Voelcker ⋅ Axel Brunnbauer ⋅ Felix Richter ⋅ Michael Volpp ⋅ Gerhard Neumann
[ OpenReview] 
Poster
None
Hidden in Plain Sight -- Class Competition Focuses Attribution Maps
Nils Philipp Walter ⋅ Jilles Vreeken ⋅ Jonas Fischer
[ OpenReview] 
Poster
None
Pareto-Guided Optimal Transport for Multi-Reward Alignment
Ying Ba ⋅ Tianyu Zhang ⋅ Mohan Zhou ⋅ Yalong Bai ⋅ Wenyi Mo ⋅ Guiwei Zhang ⋅ Bing Su ⋅ Ji-Rong Wen
[ OpenReview] 
Poster
None
GUI-Spotlight: Adaptive Iterative Focus Refinement for Enhanced GUI Visual Grounding
Bin Lei ⋅ Nuo Xu ⋅ Ali Payani ⋅ Mingyi Hong ⋅ Chunhua Liao ⋅ Yu Cao ⋅ Caiwen Ding
[ OpenReview] 
Poster
None
Transitive Representation Learning Enhances Histopathology Annotation
Moritz Schaefer ⋅ Zoe Piran ⋅ Nils Philipp Walter ⋅ Animesh Awasthi ⋅ Christoph Bock ⋅ Jure Leskovec ⋅ Zinaida Good
[ OpenReview] 
Poster
None
PAWS: Preference Learning with Advantage-Weighted Segments
Aleksandar Taranovic ⋅ Onur Celik ⋅ Niklas Freymuth ⋅ Ge Li ⋅ Serge Thilges ⋅ Huy Le ⋅ Tai Hoang ⋅ Rania Rayyes ⋅ Gerhard Neumann
[ OpenReview] 
Poster
None
Rapid Poison: Practical Poisoning Attacks Against the Rapid Response Framework
David Huang ⋅ Jaewon Chang ⋅ Avidan Shah ⋅ Prateek Mittal ⋅ Chawin Sitawarin
[ OpenReview] 
Poster
None
Federated Manifold Learning (FML): Tackling Domain Heterogeneity with Structural Knowledge Transfer
Xutong Mu ⋅ Yanbiao Ma ⋅ Jia Shi ⋅ Xueli Geng ⋅ Fengkai Xiang ⋅ Tao Zhang ⋅ Ke Cheng ⋅ Yulong Shen
[ OpenReview] 
Poster
None
ImmersePro: End-to-End Stereo Video Synthesis Via Implicit Disparity Learning
Jian Shi ⋅ Zhenyu Li ⋅ Peter Wonka
[ OpenReview] 
Poster
None
Unifying Adversarial Robustness and Training Across Text Scoring Models
Manveer Tamber ⋅ Hosna Oyarhoseini ⋅ Jimmy Lin
[ OpenReview] 
Poster
None
FrameOracle: Learning What to See and How Much to See in Videos
Chaoyu Li ⋅ Tianzhi Li ⋅ Fei Tao ⋅ ZHENYU ZHAO ⋅ Ziqian Wu ⋅ Maozheng Zhao ⋅ Juntong Song ⋅ Cheng Niu ⋅ Pooyan Fazli
[ OpenReview] 
Poster
None
Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
Yuanshuai Li ⋅ Yuping Yan ⋅ Junfeng Tang ⋅ Zeqi Zheng ⋅ Yaochu Jin
[ OpenReview] 
Poster
None
Gaussian Mean Field Variational Inference can Overestimate Predictive Variance
James Odgers ⋅ Ben Riegler ⋅ Siddharth Swaroop ⋅ Vincent Fortuin
[ OpenReview] 
Poster
None
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning
Hengbo Xu ⋅ Shengjie Jin ⋅ Yanbiao Ma ⋅ Zhiwu Lu
[ OpenReview] 
Poster
None
Causal Structure Learning for Sparse Matrix Fill-in Reduction
Ziwei Li ⋅ Shuzi Niu ⋅ Tao Yuan ⋅ Huiyuan Li
[ OpenReview] 
Poster
None
ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
Mingxuan Wang ⋅ Gaoyang Jiang ⋅ ZiJia Ren ⋅ Lu Shi ⋅ Cheng Chen ⋅ Chuangxin Zhao ⋅ Yanbiao Ma
[ OpenReview] 
Poster
None
Zeroth-Order Forward-Only SNN Training Inspiring Neuromorphic On-Chip Learning
Mingyue Qin ⋅ Shuyu Yin ⋅ Qinghai Guo ⋅ Xiaolin Huang ⋅ Peilin Liu ⋅ Fei Wen
[ OpenReview] 
Poster
None
Training LLM Agents to Empower Humans
Evan Ellis ⋅ Vivek Myers ⋅ Jens Tuyls ⋅ Sergey Levine ⋅ Anca Dragan ⋅ Benjamin Eysenbach
[ OpenReview] 
Poster
None
Does Reinforcement Fine-Tuning Improve Generalization of LLM Agents? An Empirical Study
Zhiheng Xi ⋅ Xin Guo ⋅ Jiaqi Liu ⋅ Jiazheng Zhang ⋅ Yutao Fan ⋅ Zhihao Zhang ⋅ Shichun Liu ⋅ Mingxu Chai ⋅ Xiaowei Shi ⋅ Yitao Zhai ⋅ Xunliang Cai ⋅ Tao Gui ⋅ Qi Zhang ⋅ Xuanjing Huang
[ OpenReview] 
Poster
None
Learning Discrete Diffusion on Graphs via Free-Energy Gradient Flows
Dario Rancati ⋅ Jan Maas ⋅ Francesco Locatello
[ OpenReview] 
Poster
None
Unbiased Principles, Robust Rewards
Qingnan Ren ⋅ Zhen Fang ⋅ Shiting Huang ⋅ Yu Zeng ⋅ Lin Chen ⋅ Zehui Chen ⋅ Feng Zhao
[ OpenReview] 
Poster
None
FoundObj: Self-supervised Foundation Models as Rewards for Label-free 3D Object Segmentation
Zihui Zhang ⋅ Zhixuan Sun ⋅ Yafei YANG ⋅ Jinxi Li ⋅ Jiahao Chen ⋅ Bo Yang
[ OpenReview] 
Poster
None
HO-SFL: Hybrid-Order Split Federated Learning with Backprop-Free Clients and Dimension-Free Aggregation
Qiyuan Chen ⋅ Xian Wu ⋅ Yi Wang ⋅ Xianhao Chen
[ OpenReview] 
Poster
None
Listening Through the Noise: Cauchy-Driven Diffusion Bridges for Robust Gastrointestinal Auscultation and Clinical Benchmarking
Dian Ding ⋅ Liren Dong ⋅ Yu Lu ⋅ Juntao Zhou ⋅ Ran Wang ⋅ Peng Li ⋅ Zhenyi Jia ⋅ Guangtao Xue
[ OpenReview] 
Poster
None
Learning Multi-Timescale Abstractions for Hierarchical Combinatorial Planning
Vivienne Huiling Wang ⋅ Tinghuai Wang ⋅ Joni Pajarinen
[ OpenReview] 
Poster
None
Can VLMs Diagnose and Recover from VLA Manipulation Faults?
Bowen Yan ⋅ Jiahao Xiao ⋅ Kehui Liu ⋅ Jianbo Zhang ⋅ Zicheng Zhang ⋅ Qi Jia ⋅ Zhongjie Jia ⋅ Haoming Song ⋅ Chunyi Li ⋅ Bin Zhao ⋅ Guangtao Zhai
[ OpenReview] 
Poster
None
Toward More Reliable Agent Evaluation: A Component-Based Benchmark Auditing Pipeline
Hyewon Suh ⋅ Seojune Lee ⋅ Binfei Ji ⋅ Rishi Khare ⋅ Basit Khan ⋅ Hyunjun Kim ⋅ Tianyi Zhang ⋅ Venkat Krishna Srinivasan ⋅ Peter Belcak ⋅ Shizhe Diao ⋅ Pavlo Molchanov ⋅ Yingyan (Celine) Lin ⋅ Zhen Dong
[ OpenReview] 
Poster
None
Generative Neural Operators through Diffusion Last Layer
Sungwon Park ⋅ Anthony Zhou ⋅ Hongjoong Kim ⋅ Amir Barati Farimani
[ OpenReview] 
Poster
None
PrivCode++ : Latent-Conditioned Differentially Private Code Generation for Comprehensive Guarantees
Zheng Liu ⋅ Chen GONG ⋅ Terry Yue Zhuo ⋅ Zhou Yang ⋅ Kecen Li ⋅ Wenlong Meng ⋅ Xinwen Hou ⋅ Yu Liu ⋅ Xiaochen Li
[ OpenReview] 
Poster
None
Learning Junta Distributions, Quantum Junta States, and QAC$^0$ Circuits
Jinge Bao ⋅ Francisco Escudero Gutiérrez
[ OpenReview] 
Poster
None
Watermarking LLM Agent Trajectories
Wenlong Meng ⋅ Chen GONG ⋅ Terry Yue Zhuo ⋅ Fan Zhang ⋅ Kecen Li ⋅ Zheng Liu ⋅ Zhou Yang ⋅ Chengkun Wei ⋅ Wenzhi CHEN
[ OpenReview] 
Poster
None
Forget-It-All: Multi-Concept Machine Unlearning via Concept-Aware Neuron Masking
Kaiyuan Deng ⋅ Bo Hui ⋅ Gen Li ⋅ Jie Ji ⋅ Minghai Qin ⋅ Geng Yuan ⋅ Xiaolong Ma
[ Poster]  [ OpenReview] 
Poster
None
Rethinking Temporal Consistency in Video Object-Centric Learning: From Prediction to Correspondence
Zhiyuan Li ⋅ Rongzhen Zhao ⋅ Wenyan Yang ⋅ Wenshuai Zhao ⋅ Pekka Marttinen ⋅ Joni Pajarinen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
GeoLoom: High-quality Geometric Diagram Generation from Textual Input
Xiaojing Wei ⋅ Ting Zhang ⋅ Wei He ⋅ Jingdong Wang ⋅ Hua Huang
[ OpenReview] 
Poster
None
Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs
Yuanjie Lyu ⋅ Chengyu Wang ⋅ Jun Huang ⋅ Tong Xu
[ Poster]  [ OpenReview] 
Poster
None
DELTA4: Sparse Matrix-Vector Multiplication for Low Sparsity
Vladimír Macko ⋅ Vladimír Boža
[ OpenReview] 
Poster
None
Frictional Q-Learning
Hyunwoo Kim ⋅ Hyo Kyung Lee
[ OpenReview] 
Poster
None
World-Shaper: A Unified Framework for 360° Panoramic Editing
Dong Liang ⋅ yuhao liu ⋅ Jinyuan Jia ⋅ Youjun Zhao ⋅ Rynson Lau
[ OpenReview] 
Poster
None
Antidistillation Fingerprinting
Yixuan Xu ⋅ John Kirchenbauer ⋅ Yash Savani ⋅ Asher Trockman ⋅ Alexander Robey ⋅ Tom Goldstein ⋅ Fei Fang ⋅ Zico Kolter
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
Wei Ju ⋅ Wei Zhang ⋅ Siyu Yi ⋅ Zhengyang Mao ⋅ Yifan Wang ⋅ Jingyang Yuan ⋅ Zhiping Xiao ⋅ Ziyue Qiao ⋅ Ming Zhang
[ OpenReview] 
Poster
None
Synthesizable Molecular Generation via Soft-constrained GFlowNets with Rich Chemical Priors
Hyeonah Kim ⋅ Minsu Kim ⋅ Celine Roget ⋅ Dionessa Biton ⋅ Louis Vaillancourt ⋅ Yves Brun ⋅ Yoshua Bengio ⋅ Alex Hernandez-Garcia
[ OpenReview] 
Poster
None
Compressed Sensing for Capability Localization in Large Language Models
Anna Bair ⋅ Yixuan Xu ⋅ Mingjie Sun ⋅ Zico Kolter
[ OpenReview] 
Poster
None
Neural Feature Geometry Evolves as Discrete Ricci Flow
Moritz Hehl ⋅ Max von Renesse ⋅ Melanie Weber
[ OpenReview] 
Poster
None
E2Former-V2: On-the-Fly Equivariant Attention with Linear Activation Memory
Lin Huang ⋅ Chengxiang Huang ⋅ Ziang Wang ⋅ Yiyue Du ⋅ Chu Wang ⋅ Haocheng Lu ⋅ Yunyang Li ⋅ Xiaoli LIU ⋅ Arthur JIANG ⋅ Jia Zhang
[ OpenReview] 
Poster
None
Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
Ziyi Yang ⋅ Zitong Tian ⋅ Yinjun Jia ⋅ Tianyi Zhang ⋅ Jiqing Zheng ⋅ Hao Wang ⋅ Yubu Su ⋅ Juncai He ⋅ Lei Liu ⋅ Yanyan Lan
[ OpenReview] 
Poster
None
Leveraging Machine Unlearning for Cost-Efficient Preference Alignment
XiaoHua Feng ⋅ Yuyuan Li ⋅ HuWei Ji ⋅ Li Zhang ⋅ Jiaming Zhang ⋅ Tianyu Du ⋅ Chaochao Chen
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
TRACER: Persistent Regularization for Robust Multimodal Finetuning
Hesam Asadollahzadeh ⋅ Feng Liu ⋅ Christopher Leckie ⋅ Sarah Erfani
[ OpenReview] 
Poster
None
ACTG-ARL: Differentially Private Conditional Text Generation with RL-Boosted Control
Yuzheng Hu ⋅ Ryan McKenna ⋅ Da Yu ⋅ Shanshan Wu ⋅ Han Zhao ⋅ Zheng Xu ⋅ Peter Kairouz
[ Slides]  [ OpenReview] 
Poster
None
Structurally Aligned Subtask-Level Memory for Software Engineering Agents
Kangning Shen ⋅ Jingyuan Zhang ⋅ Chenxi Sun ⋅ WencongZeng ⋅ Yang Yue
[ OpenReview] 
Poster
None
Peer-Preservation in Frontier Models
Yujin Potter ⋅ Nicholas Crispino ⋅ Vincent Siu ⋅ Chenguang Wang ⋅ Dawn Song
[ OpenReview] 
Poster
None
SteeringSafety: Benchmarking Representation Steering in LLMs Across Safety Perspectives
Vincent Siu ⋅ Nicholas Crispino ⋅ David Park ⋅ Nathan Henry ⋅ Zhun Wang ⋅ Yang Liu ⋅ Dawn Song ⋅ Chenguang Wang
[ OpenReview] 
Poster
None
From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion
Yuchen Xian ⋅ Yunqiu Xu ⋅ Yang He ⋅ Yi Yang
[ OpenReview] 
Poster
None
VIA-SD: Verification via Intra-Model Routing for Speculative Decoding
Yuchen Xian ⋅ Yang He ⋅ Yunqiu Xu ⋅ Yi Yang
[ OpenReview] 
Poster
None
Less Is More: Elevating RAG via Performance-Driven Context Compression
Ziqiang Cui ⋅ Yunpeng Weng ⋅ Xing Tang ⋅ Peiyang Liu ⋅ Shiwei Li ⋅ Bowei He ⋅ Jiamin Chen ⋅ Yansen Zhang ⋅ xiuqiang He ⋅ Rui Zhang ⋅ Chen Ma
[ OpenReview] 
Poster
None
Meta-iLaD: Identifiable Latent Dynamics via Meta-Learning of Dynamics Environments
Yubo Ye ⋅ Sweekar Piya ⋅ Xiajun Jiang ⋅ Linwei Wang
[ OpenReview] 
Poster
None
LATO: 3D Mesh Flow Matching with Structured TOpology Preserving LAtents
Tianhao Zhao ⋅ Youjia Zhang ⋅ Hang Long ⋅ Jinshen Zhang ⋅ Wenbing Li ⋅ Yang Yang ⋅ Gongbo Zhang ⋅ Jozef Hladký ⋅ Matthias Nießner ⋅ Wei Yang
[ OpenReview] 
Poster
None
Mind the budget: Accelerating Deep Reinforcement Learning using Early Exit Neural Networks
Julien Brosseit ⋅ Jasper Hoffmann ⋅ Joschka Boedecker
[ OpenReview] 
Poster
None
Realizable Bayes-Consistency for General Metric Losses
Dan Tsir Cohen ⋅ Steve Hanneke ⋅ Aryeh Kontorovich
[ OpenReview] 
Poster
None
Semantic Robustness Certification for Vision-Language Models
Peiyu Yang ⋅ Paul MONTAGUE ⋅ Feng Liu ⋅ Andrew C. Cullen ⋅ Amar Kaur ⋅ Christopher Leckie ⋅ Sarah Erfani
[ OpenReview] 
Poster
None
Solving Physics Olympiad via Reinforcement Learning on Physics Simulators
Mihir Prabhudesai ⋅ Aryan Satpathy ⋅ Yangmin Li ⋅ Zheyang Qin ⋅ Nikash Bhardwaj ⋅ Amir Zadeh ⋅ Chuan Li ⋅ Katerina Fragkiadaki ⋅ Deepak Pathak
[ OpenReview] 
Poster
None
Layer-Centric Factors of Variation Disentanglement for Task- and Model-Agnostic Generalization
Hee-Jun Jung ⋅ Minwoo Kang ⋅ Jongmin Park ⋅ Kangil Kim ⋅ Hoyong Kim
[ OpenReview] 
Poster
None
Compositional Planning with Jumpy World Models
Jesse Farebrother ⋅ Matteo Pirotta ⋅ Andrea Tirinzoni ⋅ Marc Bellemare ⋅ Alessandro Lazaric ⋅ Ahmed Touati
[ OpenReview] 
Poster
None
Fine-Tuning of Transformer models with Frames
Harshavardhan Adepu ⋅ Li Zhang ⋅ Sanjiv Kumar ⋅ Vikas Singh
[ OpenReview] 
Poster
None
Geometry-Guided Generative Representation for Functional Brain Graphs
Subati Abulikemu ⋅ Tiago Azevedo ⋅ Michail Mamalakis ⋅ John Suckling
[ OpenReview] 
Poster
None
DIVER: Diving Deeper into Distilled Data via Expressive Semantic Recovery
Qianxin Xia ⋅ Zhiyong Shu ⋅ Wenbo Jiang ⋅ jiawei du ⋅ Jielei Wang ⋅ Guoming Lu
[ OpenReview] 
Poster
None
FedReLa: Imbalanced Federated Learning via Re-Labeling
Guangzheng Hu ⋅ Patricia Menendez Galvan ⋅ Feng Liu ⋅ Mingming Gong ⋅ Guanghui Wang ⋅ Liuhua Peng
[ OpenReview] 
Poster
None
Deep sequence models tend to memorize geometrically; it is unclear why.
Shahriar Noroozizadeh ⋅ Vaishnavh Nagarajan ⋅ Elan Rosenfeld ⋅ Sanjiv Kumar
[ OpenReview] 
Poster
None
Learning Realistic Depth via Physics-Grounded Noise Disentanglement with Semantic-Geometric Collaboration
Xiujian Liang ⋅ Jiacheng Liu ⋅ Mingyang Sun ⋅ Qichen He ⋅ Anda Cheng ⋅ Cewu Lu ⋅ Jianhua Sun
[ OpenReview] 
Poster
None
CHESS: Chebyshev Spectral Synthesis for Trajectory Condensation
Ruituo Wu ⋅ Hongyu Zhang ⋅ Qiang Wang ⋅ jiawei du ⋅ Wei Cui ⋅ Ce Zhu ⋅ Bing Li
[ OpenReview] 
Poster
None
The Art of Interrogation: Consistency Amplifies Factuality in Spatial Reasoning
Théo Uscidda ⋅ Marta Gazulla ⋅ Maks Ovsjanikov ⋅ Federico Tombari ⋅ Leonidas Guibas
[ OpenReview] 
Poster
None
CSD: Content-aware Speculative Decoding for Efficient Image Generation
Mingcheng Wang ⋅ junbo qiao ⋅ Yunchen Li ⋅ Lingfu Jiang ⋅ Wei Li ⋅ Jie Hu ⋅ Jiao Xie ⋅ Zhou Yu ⋅ Xinghao Chen ⋅ Guixu Zhang ⋅ Shaohui Lin
[ OpenReview] 
Poster
None
NeurVLA: Unleashing Failure-Handling Capability of Vision-Language-Action Models via Neural-Symbolic Reasoning
Xuqi Liu ⋅ Minghe Gao ⋅ Juncheng Li ⋅ Siliang Tang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Preference-Enhanced Reinforcement Learning for Pluralistic Image Inpainting
Peng Zhou ⋅ Muqi Huang ⋅ Tianshuo Qu ⋅ Jingyang Wang ⋅ kun Zhou ⋅ Chuan Li ⋅ Feng Shi ⋅ Shi Chen ⋅ Yun Xiong
[ OpenReview] 
Poster
None
Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression
Yuntian Tang ⋅ Bohan Jia ⋅ Wenxuan Huang ⋅ Lianyue Zhang ⋅ Jiao Xie ⋅ Wenxi Li ⋅ Wei Li ⋅ Jie Hu ⋅ Xinghao Chen ⋅ Rongrong Ji ⋅ Shaohui Lin
[ OpenReview] 
Poster
None
Log-Normal Multiplicative Dynamics for Stable Low-Precision Deep Learning
Keigo Nishida ⋅ Eren Mehmet KIRAL ⋅ Kenichi Bannai ⋅ Mohammad Emtiyaz Khan ⋅ Thomas Moellenhoff
[ OpenReview] 
Poster
None
From Pixels to Tokens: A Systematic Study of Latent Action Supervision for Vision-Language-Action Models
Yihan Lin ⋅ Haoyang Li ⋅ Yang Li ⋅ Haitao Shen ⋅ Yihan Zhao ⋅ Chao Shao ⋅ Jing Zhang
[ OpenReview] 
Poster
None
DRFusion: Drift-Resilient Temporally Consistent Infrared–Visible Video Fusion
Xingyuan Li ⋅ HaoYuan Xu ⋅ Shulin Li ⋅ Xiang Chen ⋅ Zhiying Jiang ⋅ Jinyuan Liu
[ OpenReview] 
Poster
None
Singular Bayesian Neural Networks
Mame Diarra Toure ⋅ David A Stephens
[ Slides]  [ OpenReview] 
Poster
None
Entangled No More: Multi-Domain Decoupling for Robust Dynamic Graph Neural Networks
Youda Mo ⋅ Chaobo He ⋅ Junwei Cheng ⋅ Peng Mei ⋅ Quanlong Guan
[ OpenReview] 
Poster
None
Bias in Zeroth-Order Normal Estimation for Decision-Based Attacks
Feiyang Wang ⋅ Hangwei Qian ⋅ Xingquan Zuo ⋅ Gang Chen ⋅ Ivor Tsang
[ OpenReview] 
Poster
None
A Geometry-Aware Efficient Algorithm for Compositional Entropic Risk Minimization
Xiyuan Wei ⋅ Linli Zhou ⋅ Bokun Wang ⋅ Chih-Jen Lin ⋅ Tianbao Yang
[ OpenReview] 
Poster
None
Ego3S: Select, Strengthen, and Synchronize for Efficient Egocentric Reasoning
Shenshen Li ⋅ Kaiyuan Deng ⋅ RuoHuai Xie ⋅ Xing Xu ⋅ Heng Tao Shen ⋅ Yazhou Yao ⋅ Fumin Shen
[ OpenReview] 
Poster
None
FOAM: Frequency and Operator-Error Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo
Kyunghun Nam ⋅ Sumyeong Ahn
[ OpenReview] 
Poster
None
Distilling Geometry Priors for 3D-Consistent Video Generation
Hongyang Du ⋅ Junjie Ye ⋅ Xiaoyan Cong ⋅ Runhao Li ⋅ Jingcheng Ni ⋅ Aman Agarwal ⋅ Zeqi Zhou ⋅ Zekun Li ⋅ Randall Balestriero ⋅ Yue Wang
[ OpenReview] 
Poster
None
ITSPACE: Monotone Gaussian Optimal Transport Updates
Woojoo Na ⋅ Jennifer Dy
[ OpenReview] 
Poster
None
Global Geometry Is Not Enough for Vision Representations
Jiwan Chung ⋅ Seon Joo Kim
[ Poster]  [ OpenReview] 
Poster
None
Improving Adversarial Robustness of Attribution via Implicit Regularization
Amir Mehrpanah ⋅ Matteo Gamba ⋅ Hossein Azizpour
[ OpenReview] 
Poster
None
Rotary Position Encodings for Graphs
Isaac Reid ⋅ Arijit Sehanobish ⋅ Cederik Höfs ⋅ Bruno Mlodozeniec ⋅ Leonhard Vulpius ⋅ Federico Barbero ⋅ Adrian Weller ⋅ Krzysztof Choromanski ⋅ Richard E Turner ⋅ Petar Veličković
[ OpenReview] 
Poster
None
CoPE: Continual Probe-guided Expansion for Large Vision-Language Models
Ziqin Wang ⋅ Hengyuan Zhao ⋅ Qixin Sun ⋅ Yilin Li ⋅ Kaiyou Song ⋅ Xiaolin Hu ⋅ Qingpei Guo ⋅ Linjiang Huang ⋅ Si Liu
[ OpenReview] 
Poster
None
CoRe: Combined Rewards with Vision-Language Model Feedback for Preference-Aligned Reinforcement Learning
Hexian Ni ⋅ Tao Lu ⋅ Yinghao Cai
[ OpenReview] 
Poster
None
Different Usage of Shared Components Explains Behavioral Variance in LLMs
Zhuonan Yang ⋅ Jacob Xiaochen Li ⋅ Francisco Velez ⋅ Eric Todd ⋅ David Bau ⋅ Michael L. Littman ⋅ Stephen Bach ⋅ Ellie Pavlick
[ OpenReview] 
Poster
None
HEARTS: Benchmarking LLM Reasoning on Health Time Series
Sirui Li ⋅ Shuhan Xiao ⋅ Mihir Joshi ⋅ Ahmed Metwally ⋅ Daniel McDuff ⋅ Wei Wang ⋅ Yuzhe Yang
[ OpenReview] 
Poster
None
WaterSIC: information-theoretically (near) optimal linear layer quantization
Egor Lifar ⋅ Semyon Savkin ⋅ Or Ordentlich ⋅ Yury Polyanskiy
[ OpenReview] 
Poster
None
Zero-source LLM Hallucination Detection with Human-like Criteria Probing
Jiahao Yang ⋅ Shuhai Zhang ⋅ Hailong Kang ⋅ Feng Liu ⋅ Qi Chen ⋅ Mingkui Tan
[ OpenReview] 
Poster
None
A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
Kai Li ⋅ Jintao Cheng ⋅ Chang Zeng ⋅ Zijun Yan ⋅ Helin Wang ⋅ Zixiong Su ⋅ Bo Zheng ⋅ Xiaolin Hu
[ OpenReview] 
Poster
None
Population-Free Pareto Tracking for Sample-Efficient Multi-Policy MORL
Zeyu Zhao ⋅ Yueling Che ⋅ Kaichen Liu ⋅ Jian Li ⋅ Junmei Yao
[ OpenReview] 
Poster
None
AD-MIR: Bridging the Gap from Perception to Persuasion in Advertising Video Understanding via Structured Reasoning
Binxiao Xu ⋅ Junyu Feng ⋅ Xiaopeng Lin ⋅ Haodong Li ⋅ ZhiYuan Feng ⋅ Bohan Zeng ⋅ Ruichuan An ⋅ Ming Lu ⋅ Qi She ⋅ Wentao Zhang
[ OpenReview] 
Poster
None
Bridging Structure and Semantics: Uncertainty-Modulated Dual-Path Diffusion for Robust Text-Attributed Graph Learning
Zhizhi Yu ⋅ Jiachen Liu ⋅ Qingyu Li ⋅ Dongxiao He ⋅ Di Jin
[ OpenReview] 
Poster
None
An Asymmetric Latent Factorization-of-Tensors Model for Relation Extraction
Weiling Li ⋅ Zhaoheng Shi ⋅ Jiajia Mi ⋅ Zhigang Liu ⋅ Jialiang Wang ⋅ Xin Luo
[ OpenReview] 
Poster
None
Large Language Models as Topological Thinkers: A Benchmark on Graph Persistent Homology
Hao Li ⋅ Hao Wan ⋅ Yixue Huang ⋅ Yuzhou Chen ⋅ Yulia Gel ⋅ Hao Jiang
[ OpenReview] 
Poster
None
Constrained hybrid modelling to predict microbial dynamics and organic matter turnover in soil systems
Paul Collart ⋅ Juergen Gall ⋅ Andrea Schnepf ⋅ Holger Pagel ⋅ Lars Doorenbos
[ OpenReview] 
Poster
None
Context-free Recognition with Transformers
Selim Jerad ⋅ Anej Svete ⋅ Sophie Hao ⋅ Ryan Cotterell ⋅ William Merrill
[ OpenReview] 
Poster
None
TextResNet: Decoupling and Routing Optimization Signals in Compound AI Systems via Deep Residual Tuning
Suizhi Huang ⋅ Mei Li ⋅ Han Yu ⋅ Xiaoxiao Li
[ OpenReview] 
Poster
None
TEAM: Temporal–Spatial Consistency Guided Expert Activation for MoE Diffusion Language Model Acceleration
LINYE WEI ⋅ Zixiang Luo ⋅ Pingzhi Tang ⋅ Meng Li
[ OpenReview] 
Poster
None
MentisOculi: Revealing the Limits of Reasoning with Mental Imagery
Jana Zeller ⋅ Thaddäus Wiedemer ⋅ Fanfei Li ⋅ Thomas Klein ⋅ Prasanna Mayilvahanan ⋅ Matthias Bethge ⋅ Felix Wichmann ⋅ Ryan Cotterell ⋅ Wieland Brendel
[ OpenReview] 
Poster
None
EPS3D: End-to-End Feed-Forward 3D Panoptic Segmentation
Runsong Zhu ⋅ Jiaxin GUO ⋅ Xiaoyang Guo ⋅ Zhengzhe Liu ⋅ Ka-Hei Hui ⋅ Wei Yin ⋅ Kai Chen ⋅ Wei Chen ⋅ Weiqiang Ren ⋅ Yunhui Liu ⋅ Pheng Ann Heng ⋅ Chi Wing Fu
[ OpenReview] 
Poster
None
Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation
Beinan Xu ⋅ Andy Song ⋅ Jiti Gao ⋅ Feng Liu
[ OpenReview] 
Poster
None
RAMAC: Multimodal Risk-Aware Offline Reinforcement Learning and the Role of Behavior Regularization
Kai Fukazawa ⋅ Kunal Mundada ⋅ Iman Soltani
[ OpenReview] 
Poster
None
Doubly Robust Distributionally Robust Offline Contextual Pricing
Min Xu ⋅ Xinyi Yin ⋅ Caihua Chen ⋅ Yuxuan Han ⋅ Houcai Shen ⋅ Yunfan Zhang
[ OpenReview] 
Poster
None
LARA: Latent Action Representation Alignment for Vision-Language-Action Models
Mengya Liu ⋅ Baoxiong Jia ⋅ Jiangyong Huang ⋅ Jingze Zhang ⋅ Siyuan Huang
[ OpenReview] 
Poster
None
Distributionally Robust Reinforcement Learning with Human Feedback
Debmalya Mandal ⋅ Paulius Sasnauskas ⋅ Goran Radanovic
[ OpenReview] 
Poster
None
RELO: Reinforcement Learning to Localize for Visual Object Tracking
Xin Chen ⋅ Chuanyu Sun ⋅ Jiao Xu ⋅ Houwen Peng ⋅ Dong Wang ⋅ Huchuan Lu ⋅ Kede Ma
[ OpenReview] 
Poster
None
AD-BTS: Adaptive Dual-Branch Token Sparsification via Spatial Information Density
Xinpei Gao ⋅ Xin Luo ⋅ Ming Liu ⋅ Chunjiang Wang ⋅ S Kevin Zhou
[ OpenReview] 
Poster
None
Budget-Efficient Attacks and Robustness Training for Cooperative MARL
junyong jiang ⋅ Xin Yuan ⋅ Longhe Lin ⋅ Songze Li ⋅ Lu Dong
[ OpenReview] 
Poster
None
Differentiable Optimization Layers for Guaranteed Fairness in Deep Learning
David Troxell ⋅ Noah Roemer ⋅ Guido Montufar
[ OpenReview] 
Poster
None
Manifold-Aligned Guided Integrated Gradients for Reliable Feature Attribution
Soyeon Kim ⋅ Seongwoo Lim ⋅ Kyowoon Lee ⋅ Jaesik Choi
[ Poster]  [ OpenReview] 
Poster
None
Self-Supervised Learning as Discrete Communication
Kawtar Zaher ⋅ Ilyass Moummad ⋅ Olivier Buisson ⋅ Alexis Joly
[ OpenReview] 
Poster
None
Exact Unlearning in Reinforcement Learning
Tang Thanh Nguyen ⋅ Raman Arora
[ OpenReview] 
Poster
None
Size Transferability of Graph Convolutional Networks across Sparsity: A Generalized Graphon Perspective
Qinji Shu ⋅ Hang Sheng ⋅ Feng Ji ⋅ Hui Feng ⋅ Bo Hu
[ OpenReview] 
Poster
None
Differentially Private Submodular Maximization with a Knapsack Constraint
Ron Zadicario ⋅ Tova Milo
[ OpenReview] 
Poster
None
Variational Inference for Uncertain Optimal Transport via Sinkhorn Parametrization
Ananyapam De ⋅ Linus Bleistein ⋅ Anton Thielmann ⋅ Benjamin Säfken
[ OpenReview] 
Poster
None
With Argus Eyes: Assessing Retrieval Gaps via Uncertainty Scoring to Detect and Remedy Retrieval Blind Spots
Zeinab Taghavi ⋅ Ali Modarressi ⋅ Hinrich Schuetze ⋅ Andreas Marfurt
[ OpenReview] 
Poster
None
Coarse-Grained Boltzmann Generators
Weilong Chen ⋅ Bojun Zhao ⋅ Jan Eckwert ⋅ Julija Zavadlav
[ OpenReview] 
Poster
None
CVSearch: Empowering Multimodal LLMs with Cognitive Visual Search for High-Resolution Image Perception
Liupeng Li ⋅ Haoqian Kang ⋅ Zhenyu Lu ⋅ Jinpeng Wang ⋅ Bin Chen ⋅ Ke Chen ⋅ Yaowei Wang
[ OpenReview] 
Poster
None
Grounding Multi-Hop Reasoning in Structural Causal Models via Group Relative Policy Optimization
Yunhan Bu ⋅ quan zhang ⋅ Zhang Huaping ⋅ Guotong Geng ⋅ Chunxiao Gao ⋅ Askar Hamdulla ⋅ Juan Wang ⋅ Qiuchi Li ⋅ Baohua Zhang ⋅ Yunbo Cao ⋅ Zhunchen Luo ⋅ Shuai Lei
[ OpenReview] 
Poster
None
Multi-Objective Preference Optimization: Improving Human Alignment of Generative Models
Akhil Agnihotri ⋅ Rahul Jain ⋅ Deepak Ramachandran ⋅ Zheng Wen
[ OpenReview] 
Poster
None
Value-as-Return: A Two-Stage Framework to Align on the Optimal Score Function
Shikun Sun ⋅ Shuo Huang ⋅ Yiding Chen ⋅ Wen Sun ⋅ Jia Jia
[ OpenReview] 
Poster
None
Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers
Lee Hyoseok ⋅ Sohwi Lim ⋅ Eunju Cha ⋅ Tae-Hyun Oh
[ OpenReview] 
Poster
None
Test-Time Reinforcement Learning for Flow Matching
Jili Chen ⋅ Changqin Huang ⋅ Qionghao Huang ⋅ Yaxin Tu ⋅ Zhonglong Zheng ⋅ Xiaodi Huang
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
Woojin Kim ⋅ Sieun Hyeon ⋅ Jusang Oh ⋅ Jaeyoung Do
[ OpenReview] 
Poster
None
Unsupervised Diffusion for Combinatorial Optimization via Adjoint Matching
Shengyu Feng ⋅ Tarun Suresh ⋅ Yiming Yang
[ OpenReview] 
Poster
None
AffIn-Space: Learning Affine-Invariant Representations for 3D Spatial Understanding with MLLMs
Zhenyu Lu ⋅ Liupeng Li ⋅ Jinpeng Wang ⋅ Haoqian Kang ⋅ Manyuan Zhang ⋅ Yan Feng ⋅ Ke Chen ⋅ Yaowei Wang
[ OpenReview] 
Poster
None
Platonic Transformers: A Solid Choice For Equivariance
Mohammad Mohaiminul Islam ⋅ Rishabh Anand ⋅ David Wessels ⋅ Friso de Kruiff ⋅ Thijs Kuipers ⋅ ZHITAO YING ⋅ Clara Sánchez ⋅ Sharvaree Vadgama ⋅ Georg Bökman ⋅ Erik Bekkers
[ OpenReview] 
Poster
None
RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation
Sambaran Bandyopadhyay ⋅ Ananth Muppidi
[ OpenReview] 
Poster
None
HiPPO Zoo: Making Implicit State Space Memory Explicit
Jack Goffinet ⋅ Casey Hanks ⋅ David Carlson
[ OpenReview] 
Poster
None
Avoid What You Know: Divergent Trajectory Balance for GFlowNets
Pedro Dall’Antonia ⋅ Tiago Silva ⋅ Daniel Csillag ⋅ Salem Lahlou ⋅ Diego Mesquita
[ OpenReview] 
Poster
None
Extending Prediction-Powered Inference through Conformal Prediction
Daniel Csillag ⋅ Pedro Dall’Antonia ⋅ Claudio Struchiner ⋅ Guilherme Tegoni Goedert
[ OpenReview] 
Poster
None
Position: Epistemic uncertainty estimation methods are fundamentally incomplete
Sebastian Jimenez ⋅ Mira Juergens ⋅ Willem Waegeman
[ OpenReview] 
Poster
None
Torus Graphs for Large Scale Neural Phase Analysis
Jack Goffinet ⋅ Casey Hanks ⋅ David Carlson
[ OpenReview] 
Poster
None
Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMs
Wenzhi Fang ⋅ Dong-Jun Han ⋅ Liangqi Yuan ⋅ Seyyedali Hosseinalipour ⋅ Christopher G. Brinton
[ Slides]  [ OpenReview] 
Poster
None
Multi-Scale Wavelet Transformers for Operator Learning of Dynamical Systems
Xuesong Wang ⋅ Michael Groom ⋅ Rafael Oliveira ⋅ He Zhao ⋅ Terence O'kane ⋅ Edwin V. Bonilla
[ OpenReview] 
Poster
None
Opportunistic Expert Activation: Batch-Aware Expert Routing for Faster Decode Without Retraining
Costin-Andrei Oncescu ⋅ Qingyang Wu ⋅ Wai Tong Chung ⋅ Tsai-chuan Wu ⋅ Bryan Gopal ⋅ Junxiong Wang ⋅ Tri Dao ⋅ Ben Athiwaratkun
[ OpenReview] 
Poster
None
MuCO: Generative Peptide Cyclization Empowered by Multi-stage Conformation Optimization
Yitian Wang ⋅ Fanmeng Wang ⋅ Angxiao Yue ⋅ Wentao Guo ⋅ Yaning Cui ⋅ Hongteng Xu
[ OpenReview] 
Poster
None
ConEx: Human-Interpretable Saliency Maps via Concept-Aware Attribution
Yehonatan Elisha ⋅ Oren Barkan ⋅ Ziv Haddad ⋅ Noam Koenigstein
[ OpenReview] 
Poster
None
DecoVer: A Decompose-and-Verify Neuro-Symbolic Framework for Embodied Task Planning with BC+
YiXiang Jiang ⋅ Binqian Xu ⋅ Xiangbo Shu
[ OpenReview] 
Poster
None
Scalable Single-Cell Gene Expression Generation with Latent Diffusion Models
Giovanni Palla ⋅ Sudarshan Babu ⋅ Payam Dibaeinia ⋅ James Pearce ⋅ Donghui Li ⋅ Aly Khan ⋅ Theofanis Karaletsos ⋅ Jakub Tomczak
[ OpenReview] 
Poster
None
FedHera: Towards Drift-Resilient Federated Fine-tuning with Heterogeneous Resources
Ke Xiao ⋅ Qiyuan Wang ⋅ CHRISTOS ANAGNOSTOPOULOS ⋅ Zhuoran Tan ⋅ Wenhao Li
[ OpenReview] 
Poster
None
Random Process Flow Matching: Generative Implicit Representations of Multivariate Random Fields
Julien Lalanne ⋅ David Picard ⋅ Lionel Boillot ⋅ Lina-María GUAYACÁN-CARRILLO ⋅ Leon Barens ⋅ Jean-Michel Pereira
[ OpenReview] 
Poster
None
DecoderTCR: Compositional Pretraining and Entropy-Guided Decoding for TCR-pMHC Interactions
Ben Lai ⋅ Melissa Englund ⋅ Ramit Bharanikumar ⋅ Isabel Nocedal ⋅ Ali Davariashtiyani ⋅ Jason Perera ⋅ Aly Khan
[ OpenReview] 
Poster
None
Advancing SVD-based LLM Compression via Layer-Wise Error Model Search
Moritz Thoma ⋅ Maximilian Groezinger ⋅ Maximilian Forstenhäusler ⋅ Emad Aghajanzadeh ⋅ Manoj Rohit Vemparala ⋅ CHRISTOS ANAGNOSTOPOULOS ⋅ Pierpaolo Mori ⋅ Nael Fasfous ⋅ Alexander Frickenstein ⋅ Daniel Mueller-Gritschneder ⋅ Ulf Schlichtmann
[ OpenReview] 
Poster
None
Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective
Yancheng Chen ⋅ Dun Ma ⋅ Shuai Zhang ⋅ Yang Liu ⋅ Xixun Lin ⋅ Xiangyu Zhao ⋅ Wenguo Yang ⋅ Wei Chen ⋅ Chuan Zhou
[ OpenReview] 
Poster
None
Position: Virtual Cells Need Context, Not Just Scale
Payam Dibaeinia ⋅ Sudarshan Babu ⋅ Mei Knudson ⋅ Ali ElSheikh ⋅ Yibo Wen ⋅ Han Liu ⋅ Jason Perera ⋅ Aly Khan
[ OpenReview] 
Poster
None
VideoKR: Towards Knowledge- and Reasoning-Intensive Video Understanding
Lin Fu ⋅ Zheyuan Yang ⋅ Yang Wang ⋅ Tingyu Song ⋅ Arman Cohan ⋅ Yilun Zhao
[ OpenReview] 
Poster
None
Learning Interpretable Options by Identifying Reward Diffusion Bottlenecks in Reinforcement Learning
Yiming Fei ⋅ Lang Qin ⋅ Rui Yan ⋅ Huajin Tang
[ OpenReview] 
Poster
None
Convergence Rate Analysis of the AdamW-Style Shampoo: Unifying One-sided and Two-Sided Preconditioning
Huan Li ⋅ Yiming Dong ⋅ Zhouchen Lin
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
LakeQA: A Benchmark for Complex Exploratory QA over a Million-Scale Data Lake
Haonan Wang ⋅ Jiaxiang Liu ⋅ Yurong Liu ⋅ Austin Wijaya ⋅ Tianle Zhou ⋅ Yifan Wu ⋅ Yijia Chen ⋅ Wanting You ⋅ Reya Vir ⋅ Daniela Pinto Veizaga ⋅ Grace Fan ⋅ Yusen Zhang ⋅ Juliana Freire ⋅ Eugene Wu
[ OpenReview] 
Poster
None
Token Sample Complexity of Attention
Léa Bohbot ⋅ Cyril Letrouit ⋅ Gabriel Peyré ⋅ François-Xavier Vialard
[ OpenReview] 
Poster
None
Scalable and Stable Estimation of Amari $\alpha$-Divergence using Random Fourier Features
Jiaolong Wang ⋅ Fode Zhang ⋅ Lingrui Wang
[ OpenReview] 
Poster
None
EVMbench: Evaluating AI Agents on Smart Contract Security
Justin Wang ⋅ Andreas Bigger ⋅ Xiaohai Xu ⋅ Justin Lin ⋅ Andy Applebaum ⋅ Tejal Patwardhan ⋅ Alpin Yukseloglu ⋅ Olivia Watkins
[ OpenReview] 
Poster
None
OpenIKLR: Bridging the Reasoning Gap in Open-World Scenarios via Iterative Premise Completion
Ye Mo ⋅ Chuan Zhou ⋅ Fengxiang Cheng ⋅ Jialin Yu ⋅ Fenrong Liu ⋅ Liangming Pan ⋅ Sheng Zhou ⋅ Haoxuan Li ⋅ Zhouchen Lin ⋅ Phil Torr
[ OpenReview] 
Poster
None
LAPRAS : Learning-Augmented PRivate Answering for linear query Streams.
Pranay Mundra ⋅ Adam Sealfon ⋅ Ziteng Sun ⋅ Quanquan Liu
[ OpenReview] 
Poster
None
Rethinking Personalization in Large Language Models at the Token Level
Chenheng Zhang ⋅ Yijun Lu ⋅ Lizhe Fang ⋅ Chunyuan Zheng ⋅ Jiajun Chai ⋅ Xiaohan Wang ⋅ Guojun Yin ⋅ Wei Lin ⋅ Yisen Wang ⋅ Zhouchen Lin
[ OpenReview] 
Poster
None
PRISM: Sequence Modeling as Parallel Residual Iteration
Jie Jiang ⋅ Ke Cheng ⋅ Xin Xu ⋅ Mengyang Pang ⋅ Tianhao Lu ⋅ Jiaheng Li ⋅ Yue Liu ⋅ Yuan Wang ⋅ Jun Zhang ⋅ Huan Yu ⋅ Zhouchen Lin
[ OpenReview] 
Poster
None
Hista and Numca: Estimate State Value Effectively for Large Language Model Reinforcement Learning
Zizhe Chen ⋅ Jiqian Dong ⋅ Yizhou Tian ⋅ Garry YANG ⋅ Yongqiang Chen ⋅ Zhitang Chen ⋅ James Cheng
[ OpenReview] 
Poster
None
HInT: Hypergraph Infusion at the Structural Layers Improves Table Understanding
Wonjin Lee ⋅ Soomi Jeong ⋅ Kwang In Kim
[ OpenReview] 
Poster
None
ReflFlow: Learning Geometry-Guided Ray Tracing for Dynamic Specular Reconstruction
Jiachen Tao ⋅ Junyi Wu ⋅ Haoxuan Wang ⋅ Zongxin Yang ⋅ Dawen Cai ⋅ Yan Yan
[ OpenReview] 
Poster
None
Robust Bayes-Assisted Conformal Prediction
Kianoosh Ashouritaklimi ⋅ Stefano Cortinovis ⋅ Francois Caron
[ OpenReview] 
Poster
None
LitReview Arena: Evaluating Literature Review Agents with Battle-style Peer Review Platform
Ruotong Zhao ⋅ Zhiyu Chen ⋅ Xurui Liu ⋅ Haidong Xue ⋅ Dong Liang ⋅ Jigao Fu ⋅ Wu YanBiao ⋅ Yuanyi Zhen ⋅ Fengli Xu ⋅ Yong Li
[ OpenReview] 
Poster
None
How Powerful are LLMs in Generating Program Specifications?
Fanpeng Yang ⋅ Xing Li ⋅ Shuling Wang ⋅ Jie An ⋅ Zeyu Sun ⋅ Shenghua Feng ⋅ Wenhan Wang ⋅ Weiyi Wang ⋅ Naijun Zhan ⋅ Xu
[ OpenReview] 
Poster
None
Image Restoration via Diffusion Models with Dynamic Resolution
Yang Zheng ⋅ Wen Li ⋅ Zhaoqiang Liu
[ OpenReview] 
Poster
None
Causally Evaluating the Learnability of Formal Language Tasks
Vésteinn Snæbjarnarson ⋅ Anej Svete ⋅ Josef Valvoda ⋅ Reda Boumasmoud ⋅ Brian DuSell ⋅ Ryan Cotterell
[ OpenReview] 
Poster
None
Revisiting Regularized Policy Optimization for Stable and Efficient Reinforcement Learning in Two-Player Games
Kazuki Ota ⋅ Takayuki Osa ⋅ Motoki Omura ⋅ Tatsuya Harada
[ OpenReview] 
Poster
None
$\textit{S}$-SPPO: Semantic-Calibrated Self-Play Preference Optimization
Xiwen Chen ⋅ Wenhui Zhu ⋅ Jingjing Wang ⋅ Peijie Qiu ⋅ Zhipeng Wang ⋅ Huayu Li ⋅ ZhengXiao He ⋅ XUANZHAO DONG ⋅ Prayag Tiwari ⋅ Mingkun Xu ⋅ Yujian Xiong ⋅ Feng Luo ⋅ Abolfazl Razi ⋅ Brendan Rappazzo ⋅ Anderson Schneider ⋅ Yuriy Nevmyvaka
[ OpenReview] 
Poster
None
One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis
Wei Shao ⋅ Ziquan Fang ⋅ Zheqi Lu ⋅ Yongfeng Su ⋅ Yuzhu Wang ⋅ Yunjun Gao
[ OpenReview] 
Poster
None
The Latent Guardian: Defending Collaborative Perception via Feature-Level Consistency Verification
Zhuangzhuang Zhang ⋅ MingXin LI ⋅ Libing Wu ⋅ Wei-Bin Lee ⋅ Jianping Wang
[ OpenReview] 
Poster
None
MAS-ProVe: Understanding the Process Verification of Multi-Agent Systems
Vishal Venkataramani ⋅ Haizhou Shi ⋅ Zixuan Ke ⋅ Austin Xu ⋅ Xiaoxiao He ⋅ Yingbo Zhou ⋅ Semih Yavuz ⋅ Hao Wang ⋅ Shafiq Joty
[ OpenReview] 
Poster
None
HiST: A Hierarchical Sparse Transformer for Cross-Modal Spatial Transcriptomics Modeling
Weiyi Wu ⋅ Xinwen Xu ⋅ Xingjian Diao ⋅ Siting Li ⋅ Zhi Wei ⋅ Alma Andersson ⋅ Jiang Gui
[ OpenReview] 
Poster
None
Beyond Perplexity: UTF-8 Validity in Byte-aware Language Models
Sangwhan Moon ⋅ Daisuke Oba ⋅ Youmi Ma ⋅ Tatsuya Hiraoka ⋅ Naoaki Okazaki
[ OpenReview] 
Poster
None
Towards Spectroscopy: Susceptibility Clusters in Language Models
Andrew Gordon ⋅ Daniel Murfet ⋅ William Snell ⋅ Garrett Baker ⋅ George Wang ⋅ Stan van Wingerden
[ OpenReview] 
Poster
None
TDM-R1: Reinforcing Few-Step Diffusion Models with Non-Differentiable Reward
Yihong Luo ⋅ Tianyang Hu ⋅ Weijian Luo ⋅ Jing Tang
[ OpenReview] 
Poster
None
CAOS: Conformal Aggregation of One-Shot Predictors
Maja Waldron
[ OpenReview] 
Poster
None
Implicit Intelligence - Evaluating Agents on What Users Don’t Say
Ved Sirdeshmukh ⋅ Marc Wetter
[ OpenReview] 
Poster
None
Escaping the Subspace Trap: The Role of Optimizer Geometry in Model Width Expansion
Jiabei Chen ⋅ Haoyu Wang ⋅ Yang Yu ⋅ Yao Xu ⋅ Liangdong Wang ⋅ Guang Liu ⋅ Shizhu He ⋅ Jun Zhao ⋅ Kang Liu
[ OpenReview] 
Poster
None
Convex Low-resource Accent-Robust Language Detection in Speech Recognition
Miria Feng ⋅ William H. Tan ⋅ Mert Pilanci
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
Jules Berman ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ OpenReview] 
Poster
None
Transporting Task Vectors across Different Architectures without Training
Filippo Rinaldi ⋅ Aniello Panariello ⋅ Giacomo Salici ⋅ Angelo Porrello ⋅ Simone Calderara
[ OpenReview] 
Poster
None
A KL-regularization framework for learning to plan with adaptive priors
Álvaro Serra-Gómez ⋅ Daniel Jarne Ornia ⋅ Dhruva Tirumala ⋅ Thomas M Moerland
[ OpenReview] 
Poster
None
Leveraging Gauge Freedom for Learning Non-Gradient Population Dynamics of Stochastic Systems
Jules Berman ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ OpenReview] 
Poster
None
COFT: Counterfactual–Conformal Decoding for Fair Chain‑of‑Thought Reasoning in Large Language Models
Arya Fayyazi ⋅ Mehdi Kamal ⋅ Massoud Pedram
[ OpenReview] 
Poster
None
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
Jinxiang Meng ⋅ Shaoping Huang ⋅ Fangyu Lei ⋅ Jingyu Guo ⋅ Haoxiang Liu ⋅ Jiahao Su ⋅ Sihan Wang ⋅ Yao Wang ⋅ Enrui Wang ⋅ Ye Yang ⋅ Hongze Chai ⋅ Jinming Lyu ⋅ Anbang Yu ⋅ Huangjing Zhang ⋅ Yitong Zhang ⋅ Yiming Huang ⋅ Zeyao Ma ⋅ Shizhu He ⋅ Jun Zhao ⋅ Kang Liu
[ OpenReview] 
Poster
None
Unveiling the Structure of Do-Calculus Reasoning via Derivation Graphs
Clément Yvernes ⋅ Emilie Devijver ⋅ Marianne Clausel ⋅ Eric Gaussier
[ OpenReview] 
Poster
None
SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging
Nhat Thanh Tran ⋅ Fanghui Xue ⋅ shuai zhang ⋅ Jiancheng Lyu ⋅ Yunling Zheng ⋅ YINGYONG QI ⋅ Jack Xin
[ OpenReview] 
Poster
None
DECOR: Learning to Decompose and Collaborate in Deep Search via Multi-Agent Reinforcement Learning
Ruiqing Chen ⋅ Zekun Zhang ⋅ Gong-Duo Zhang ⋅ Lihong Gu ⋅ Lin Zhou
[ OpenReview] 
Poster
None
Do Language Models Track Entities Across State Changes?
Zilu Tang ⋅ Qiao Zhao ⋅ Gabriel Franco ⋅ Derry Wijaya ⋅ Aaron Mueller ⋅ Sebastian Schuster ⋅ Najoung Kim
[ OpenReview] 
Poster
None
Select to Think: Unlocking SLM Potential with Local Sufficiency
Wenxuan Ye ⋅ Yangyang Zhang ⋅ Xueli An ⋅ Georg Carle ⋅ Yunpu Ma
[ OpenReview] 
Poster
None
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
Chengtao Lv ⋅ Yumeng Shi ⋅ Yushi Huang ⋅ Ruihao Gong ⋅ Shen Ren ⋅ Wenya Wang
[ OpenReview] 
Poster
None
SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
Yadi Cao ⋅ Sicheng Lai ⋅ Jiahe Huang ⋅ Yang Zhang ⋅ Zach Lawrence ⋅ Rohan Bhakta ⋅ Izzy Thomas ⋅ Mingyun Cao ⋅ Chung-Hao Tsai ⋅ Zihao Zhou ⋅ Yidong Zhao ⋅ Hao Liu ⋅ Alessandro Marinoni ⋅ Alexey Arefiev ⋅ Rose Yu
[ OpenReview] 
Poster
None
Trajectory-Aware Certified Decentralized Unlearning via SGD Stability
Hengliang Wu ⋅ Jiale Yang ⋅ Youming Tao ⋅ Shuzhen Chen ⋅ Di Wang ⋅ Dongxiao Yu
[ Poster]  [ OpenReview] 
Poster
None
Deep Pre-Alignment for VLMs
Tianyu Yu ⋅ Kechen Fang ⋅ Zihao Wan ⋅ Kaidong Zhang ⋅ Yicheng Zhang ⋅ Jun Song ⋅ Bo Zheng ⋅ Yuan Yao
[ OpenReview] 
Poster
None
Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation
Dhrupad Bhardwaj ⋅ Julia Kempe ⋅ Tim G. J. Rudner
[ OpenReview] 
Poster
None
Learning Dynamics of Zeroth-Order Optimization: A Kernel Perspective
Zhe Li ⋅ Bicheng Ying ⋅ Zidong Liu ⋅ Haibo Yang
[ OpenReview] 
Poster
None
Understanding and Mitigating Token-Pruning-Induced Vulnerabilities in VLMs
Shuailong Wang ⋅ Xinyu Lyu ⋅ Shengming Yuan ⋅ Lianli Gao ⋅ Jingkuan Song ⋅ Heng Tao Shen
[ Poster]  [ OpenReview] 
Poster
None
Mitigating the Contractivity Trap in Diffusion ODEs via Stein Stabilization
Shigui Li ⋅ Delu Zeng
[ OpenReview] 
Poster
None
Exploring Motif-based Heterogeneous Graph Learning for ReDoS Detection
Hong Huang ⋅ Chengyu Yao ⋅ Rongchen Li ⋅ Weihao Su ⋅ Chengyao Peng ⋅ Haiming Chen ⋅ Guiyi He
[ OpenReview] 
Poster
None
Efficient Code Analysis via Graph-Guided Large Language Models
Hang Gao ⋅ Tao Peng ⋅ Baoquan Cui ⋅ Hong Huang ⋅ Fengge Wu ⋅ Zhao Junsuo ⋅ Jian Zhang
[ OpenReview] 
Poster
None
Convex Optimization for Alignment and Preference Learning on a Single GPU
Miria Feng ⋅ Mert Pilanci
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
Eitan Gronich ⋅ Gal Vardi
[ OpenReview] 
Poster
None
Softplus Attention with Re-weighting Boosts Length Extrapolation in Large Language Models
Bo Gao ⋅ Michael Spratling ⋅ Letizia Gionfrida
[ OpenReview] 
Poster
None
From Token to Token Pair: Efficient Prompt Compression for Large Language Models in Clinical Prediction
Mingcheng Zhu ⋅ Zhiyao Luo ⋅ Yu Liu ⋅ Tingting Zhu
[ Poster]  [ OpenReview] 
Poster
None
Improved Distribution Estimation in $\ell_\infty$
Doron Cohen ⋅ Aryeh Kontorovich ⋅ Yonatan Livshitz
[ OpenReview] 
Poster
None
MCCE: A Framework for Multi-LLM Collaborative Search in Discrete Spaces with Similarity-Filtered Preference Learning
Nian Ran ⋅ Zhongzheng Li ⋅ Yue Wang ⋅ Qingsong Ran ⋅ Xiaoyuan Zhang ⋅ Shikun Feng ⋅ Richard Allmendinger ⋅ Xiaoguang Zhao
[ OpenReview] 
Poster
None
Scaling Unsupervised Multi-Source Federated Domain Adaptation through Group-Wise Discrepancy Minimization
Larissa Reichart ⋅ Cem Ata Baykara ⋅ Ali Burak Ünal ⋅ Harlin Lee ⋅ Mete Akgün
[ OpenReview] 
Poster
None
ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation.
Jiangtao Kong ⋅ Peijun Zhao ⋅ Chun-Fu (Richard) Chen ⋅ Youngwook Do ⋅ Shaohan Hu ⋅ Tianyi Zhou ⋅ Huajie Shao
[ OpenReview] 
Poster
None
Conflict-Aware Adaptive Alignment for LLM Hallucination Mitigation
Ruohan Zong ⋅ Yang Zhang ⋅ Wang
[ OpenReview] 
Poster
None
Smoothness Errors in Dynamics Models and How to Avoid Them
Edward Berman ⋅ Luisa Li ⋅ Jung Yeon Park ⋅ Robin Walters
[ OpenReview] 
Poster
None
Reliability-Aware LLM Alignment from Inconsistent Human Feedback
Jingyi Huang ⋅ Ruohan Zong ⋅ Yujun Feng ⋅ Liran Ma ⋅ Lanyu Shang ⋅ Yang Zhang
[ OpenReview] 
Poster
None
FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications
Kieran Didi ⋅ Sarah Alamdari ⋅ Alex Lu ⋅ Bruce Wittmann ⋅ Kadina Johnston ⋅ Ava Amini ⋅ Ali Madani ⋅ Maya Czeneszew ⋅ Christian Dallago ⋅ Kevin Yang
[ OpenReview] 
Poster
None
Finite-Width Neural Tangent Kernels from Feynman Diagrams
Max Guillen ⋅ Philipp Misof ⋅ Jan Gerken
[ OpenReview] 
Poster
None
Stable Asynchrony: Variance-Controlled Off-Policy RL for LLMs
Luke Huang ⋅ Zhuoyang Zhang ⋅ Qinghao Hu ⋅ Shang Yang ⋅ Song Han
[ OpenReview] 
Poster
None
RECAST: Model Reconstruction via Counterfactual-Aware Wasserstein Geometry under Limited Data
Xuan Zhao ⋅ Lena Krieger ⋅ Zhuo Cao ⋅ Arya Bangun ⋅ Hanno Scharr ⋅ Ira Assent
[ OpenReview] 
Poster
None
Towards Generative Graph Matching for Graph Edit Distance Computation
Wei Huang ⋅ Hanchen Wang ⋅ Dong Wen ⋅ Wenjie Zhang ⋅ Ying Zhang ⋅ Xuemin Lin
[ OpenReview] 
Poster
None
Scaling-Aware Adapter for Structure-Grounded LLM Reasoning
Zihao Jing ⋅ QIUHAO Zeng ⋅ Ruiyi Fang ⋅ Yan Li ⋅ Yan Sun ⋅ Boyu Wang ⋅ Pingzhao Hu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Distilling Linearized Behavior into Non-linear Fine-Tuning for Effective Task Arithmetic
Thomas Sommariva ⋅ Francesca Morandi ⋅ Simone Calderara ⋅ Angelo Porrello
[ OpenReview] 
Poster
None
EMBGUARD: Constructing Hazard-Aware Guardrails for Safe Planning in Embodied Agents
Dongwook Choi ⋅ Taeyoon Kwon ⋅ Bogyung Jeong ⋅ Minju Kim ⋅ Yeonjun Hwang ⋅ Hyojun Kim ⋅ Byungchul Kim ⋅ Young Kyun Jang ⋅ Jinyoung Yeo
[ OpenReview] 
Poster
None
Positive Distribution Shift as a Framework for Understanding Tractable Learning
Marko Medvedev ⋅ Idan Attias ⋅ Elisabetta Cornacchia ⋅ Theodor Misiakiewicz ⋅ Gal Vardi ⋅ Nati Srebro
[ OpenReview] 
Poster
None
On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
Sunghwan Kim ⋅ Junhee Cho ⋅ Beong-woo Kwak ⋅ Taeyoon Kwon ⋅ Liang Wang ⋅ Nan Yang ⋅ Xingxing Zhang ⋅ Furu Wei ⋅ Jinyoung Yeo
[ OpenReview] 
Poster
None
Symmetries in language statistics shape the geometry of model representations
Dhruva Karkada ⋅ Daniel Korchinski ⋅ Andres Nava ⋅ Matthieu Wyart ⋅ Yasaman Bahri
[ OpenReview] 
Poster
None
Batch Normalization for Neural Networks on Complex Domains
Xuan Son Nguyen ⋅ Nistor Grozavu
[ OpenReview] 
Poster
None
An Odd Estimator for Shapley Values
Fabian Fumagalli ⋅ Landon Butler ⋅ Justin S. Kang ⋅ Kannan Ramchandran ⋅ R. Teal Witter
[ OpenReview] 
Poster
None
Ambient Dataloops: Generative Models for Dataset Refinement
Adrian Rodriguez-Munoz ⋅ William Daspit ⋅ Adam Klivans ⋅ Antonio Torralba ⋅ Constantinos Daskalakis ⋅ Giannis Daras
[ OpenReview] 
Poster
None
Compass-RoPE: Isotropic Rotary Position Embeddings for Vision Transformers
Chengxi Min ⋅ Wei Wang ⋅ Yao Zhao
[ OpenReview] 
Poster
None
Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning
Jiahui Zhou ⋅ Dan Li ⋅ Boxin Li ⋅ Xiao Zhang ⋅ Erli Meng ⋅ Lin Li ⋅ Zhuomin Chen ⋅ Jian Lou ⋅ See-Kiong Ng
[ OpenReview] 
Poster
None
Learning When to Attend: Conditional Memory Access for Long-Context LLMs
Sakshi Choudhary ⋅ Aditya Chattopadhyay ⋅ Luca Zancato ⋅ Elvis Nunez ⋅ Matthew Trager ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview] 
Poster
None
Position: Token Taxes Can Mitigate AI's Economic Risks
Lucas Irwin ⋅ Tung-Yu Wu ⋅ Fazl Barez
[ OpenReview] 
Poster
None
Coverage Improvement and Fast Convergence of On-policy Preference Learning
Juno Kim ⋅ Jihun Yun ⋅ Jason Lee ⋅ Kwang-Sung Jun
[ OpenReview] 
Poster
None
Domain-Shift-Aware Conformal Prediction for Large Language Models
Zhexiao Lin ⋅ Yuanyuan Li ⋅ Neeraj Sarna ⋅ Yuanyuan Gao ⋅ Michael Berger
[ OpenReview] 
Poster
None
Two-Stage Unit Tying for Simplifying Differentiable Logic Gate Networks
Seungheon Lee ⋅ Jeongmin Sun ⋅ Jaeyong Chung
[ OpenReview] 
Poster
None
DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning
Calvin Luo ⋅ Chen Sun ⋅ shuran song
[ OpenReview] 
Poster
None
GSRQ: Gain-Shape Residual Quantization for Sub-1-bit KV Cache
Soosung Kim ⋅ Minjae Park ⋅ Eui-Young Chung ⋅ Jaeyong Chung
[ OpenReview] 
Poster
None
Think Twice Before You Act: Enhancing Agent Behavioral Safety with Thought Correction
Changyue Jiang ⋅ Wenqi Zhang ⋅ Xudong Pan ⋅ Geng Hong ⋅ Min Yang
[ OpenReview] 
Poster
None
Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation
Deyi Kong ⋅ Zaiwei Chen ⋅ Shuzhong Zhang ⋅ Shancong Mou
[ OpenReview] 
Poster
None
Primal-Spectral Generative Modeling: Fast Analytical Generation via Pseudoinverse Lévy Inversion
Zhiyuan Ouyang ⋅ Simei Huang ⋅ Zuokai Wen ⋅ Xiangyun Zhang ⋅ Junchi Yan
[ Poster]  [ OpenReview] 
Poster
None
Heavy-tailed Physics-Informed Neural Networks
Jephte Abijuru ⋅ Mayank Kumar Nagda ⋅ Phil Sidney Ostheimer ⋅ Jan Tauberschmidt ⋅ Sebastian Vollmer ⋅ Stephan Mandt ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview] 
Poster
None
Calibrated Test-Time Guidance for Bayesian Inference
Daniel Geyfman ⋅ Felix Draxler ⋅ Jan Groeneveld ⋅ Hyunsoo Lee ⋅ Theofanis Karaletsos ⋅ Stephan Mandt
[ OpenReview] 
Poster
None
Reasoning Can Be Restored by Correcting a Few Decision Tokens
Shen Changshuo ⋅ Leheng Sheng ⋅ Yuxin Chen ⋅ Xiang Wang ⋅ An Zhang
[ OpenReview] 
Poster
None
Refined Analysis of Entropy-Regularized Actor-Critic
Safwan Labbi ⋅ Paul Mangold ⋅ Daniil Tiapkin ⋅ Eric Moulines
[ OpenReview] 
Poster
None
Skipping the Zeros in Diffusion Models for Sparse Data Generation
Phil Sidney Ostheimer ⋅ Mayank Kumar Nagda ⋅ Andriy Balinskyy ⋅ Gabriel Rodrigues ⋅ Jean Radig ⋅ Carl Herrmann ⋅ Stephan Mandt ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview] 
Poster
None
VectorWorld: Efficient Streaming World Model via Diffusion Flow on Vector Graphs
Chaokang Jiang ⋅ Desen Zhou ⋅ Jiuming Liu ⋅ Li Sun
[ OpenReview] 
Poster
None
Learning Attribute–Affordance Hierarchies in Hyperbolic Space for Open-Vocabulary 3D Object Affordance Grounding
Yuxuan Wang ⋅ Tong Li ⋅ Yihang Zhu ⋅ Guangtao Lyu ⋅ Yukuan Min ⋅ Chenghao Xu ⋅ Jiexi Yan ⋅ Xu Yang ⋅ Cheng Deng
[ OpenReview] 
Poster
None
DLM-Scope: Mechanistic Interpretability of Diffusion Language Models via Sparse Autoencoders
Xu Wang ⋅ Bingqing Jiang ⋅ Yu Wan ⋅ Baosong Yang ⋅ Lingpeng Kong ⋅ Difan Zou
[ OpenReview] 
Poster
None
Approximate Proportionality in Online Fair Division
Davin Choo ⋅ Winston Fu ⋅ Tzeh Neoh ⋅ Tze-Yang Poon ⋅ Nicholas Teh
[ OpenReview] 
Poster
None
FlowState: Sampling-Rate‑Equivariant Time‑Series Forecasting
Lars Graf ⋅ Thomas Ortner ⋅ Stanisław Woźniak ⋅ Angeliki Pantazi
[ OpenReview] 
Poster
None
VeRO: An Evaluation Harness for Agents to Optimize Agents
Varun Ursekar ⋅ Apaar Shanker ⋅ Veronica Chatrath ⋅ Yuan Xue ⋅ Samuel Denton
[ OpenReview] 
Poster
None
Cure-SFT: Diagnostic-Guided Data Curation for Instruction Tuning
Yuankang Fu ⋅ Xinrong Gong ⋅ Chen Gong ⋅ Tong Zhang ⋅ Kaixiang Yang
[ OpenReview] 
Poster
None
Motion Attribution for Video Generation
Xindi Wu ⋅ Despoina Paschalidou ⋅ Jun Gao ⋅ Antonio Torralba ⋅ Laura Leal-Taixé ⋅ Olga Russakovsky ⋅ Sanja Fidler ⋅ Jonathan Lorraine
[ OpenReview] 
Poster
None
Anytime Safe PAC Efficient Reasoning
Chengyao Yu ⋅ Hao Zeng ⋅ Youxin Zhu ⋅ Jianguo Huang ⋅ Huajun Zeng ⋅ Bingyi Jing
[ OpenReview] 
Poster
None
ActiveUltraFeedback: Efficient Preference Data Generation using Active Learning
Davit Melikidze ⋅ Marian Schneider ⋅ Jessica Lam ⋅ Martin Wertich ⋅ Ido Hakimi ⋅ Barna Pasztor ⋅ Andreas Krause
[ OpenReview] 
Poster
None
Judging What We Cannot Solve: A Consequence-Based Approach for Oracle-Free Evaluation of Research-Level Math
Guijin Son ⋅ Donghun Yang ⋅ Hitesh Patel ⋅ Hyunwoo Ko ⋅ Amit Agarwal ⋅ Sunghee Ahn ⋅ Kyong-Ha Lee ⋅ Youngjae Yu
[ OpenReview] 
Poster
None
Bullet Trains: Parallelizing Training of Temporally Precise Spiking Neural Networks
Todd Morrill ⋅ Christian-Gernot Pehle ⋅ Anthony Zador
[ OpenReview] 
Poster
None
Coverage, Not Averages: Semantic Stratification for Trustworthy Retrieval Evaluation
Andrew Klearman ⋅ Radu Revutchi ⋅ Rohin Garg ⋅ Rishav Chakravarti ⋅ Samuel Denton ⋅ Yuan Xue
[ OpenReview] 
Poster
None
Causal Matrix Completion under Multiple Treatments via Mixed Synthetic Nearest Neighbors
Minrui Luo ⋅ Zhiheng Zhang
[ OpenReview] 
Poster
None
“very likely” Means “uncertain”? How LLMs Diverge from Humans in Linguistic Uncertainty Quantification
Jinhao Duan ⋅ Zicheng Liu ⋅ Zijie Liu ⋅ Kaidi Xu ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
Turning Bias into Bugs: Bandit-Guided Style Manipulation Attacks on LLM Judges
XIANGLIN YANG ⋅ Bryan Hooi ⋅ Gelei Deng ⋅ Tianwei Zhang ⋅ Jin Song Dong
[ OpenReview] 
Poster
None
Position: AI Governance Needs ISO-like Interoperability Protocols, Not Just Laws
Azmine Toushik Wasi ⋅ Mst Islam ⋅ Mahfuz Anik ⋅ Manjurul Ahsan ⋅ Taki Hasan Rafi ⋅ Dong-Kyu Chae
[ OpenReview] 
Poster
None
DIVA: Harnessing the Representation Divergence in Unified Multimodal Models for Mutual Reinforcement
renjie lu ⋅ Xulong Zhang ⋅ Xiaoyang Qu ⋅ Jianzong Wang ⋅ Shangfei Wang
[ OpenReview] 
Poster
None
Estimating Tail Risks in Language Model Output Distributions
Rico Angell ⋅ Raghav Singhal ⋅ Zachary Horvitz ⋅ Zhou Yu ⋅ Rajesh Ranganath ⋅ Kathleen McKeown ⋅ He He
[ OpenReview] 
Poster
None
On the Theoretical Limitations of Embedding-based Link Prediction
Samy Badreddine ⋅ Emile van Krieken ⋅ Luciano Serafini
[ OpenReview] 
Poster
None
Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering
Tiejin Chen ⋅ Longchao Da ⋅ Xiaoou Liu ⋅ Hua Wei
[ OpenReview] 
Poster
None
Provable Accuracy Collapse of Embedding-Based Representations under Dimensionality Mismatch
Dionysis Arvanitakis ⋅ Vaggos Chatziafratis ⋅ Yiyuan Luo
[ OpenReview] 
Poster
None
A Game-Theoretic Framework for Measuring and Explaining Metric Compatibility in Fair Machine Learning
Lingfeng Zhang ⋅ Jingran Yang ⋅ Zhaohui Wang ⋅ Min Zhang ⋅ Qing Zhang
[ OpenReview] 
Poster
None
Large-capacity and Receiver Authenticable Generative Image Steganography
Jiannian Wang ⋅ Yao Lu ⋅ Guangming Lu
[ Poster]  [ OpenReview] 
Poster
None
Regularization in the Axiomatic Approach to Learning from Human Preferences
Ezgi Korkmaz
[ OpenReview] 
Poster
None
Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution
Xiaoou Liu ⋅ Tiejin Chen ⋅ Dengjia Zhang ⋅ Yaqing Wang ⋅ Lu Cheng ⋅ Hua Wei
[ OpenReview] 
Poster
None
(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
Jinhao Duan ⋅ Ruichen Zhang ⋅ Gengwei Zhang ⋅ Huaizhi Qu ⋅ Jie Peng ⋅ Sijia Liu ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
ForensicConcept:Transferable Forensic Concepts for AIGI Detection
Yanshu Zhoumen ⋅ Ziyin Zhou ⋅ Ke Sun ⋅ Yunpeng Luo ⋅ Jiayi Ji ⋅ Xiaoshuai Sun ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
From Moments to Models: Graphon-Mixture Learning for Mixup and Contrastive Learning
Ali Azizpour ⋅ Reza Ramezanpour ⋅ Santiago Segarra
[ OpenReview] 
Poster
None
Olaf-World: Orienting Latent Actions for Video World Modeling
Yuxin Jiang ⋅ Yuchao Gu ⋅ Ivor Tsang ⋅ Mike Zheng Shou
[ OpenReview] 
Poster
None
On Local Policies for Graph-Structured Markov Decision Processes
Fathima Faizal ⋅ Asuman Ozdaglar ⋅ Martin Wainwright
[ OpenReview] 
Poster
None
Toward Understanding Adversarial Distillation: Why Robust Teachers Fail
Hongsin Lee ⋅ Hye Won Chung
[ OpenReview] 
Poster
None
Evaluating bivariate causal statements based on mutual compatibility
Erik Jahn ⋅ Dominik Janzing
[ OpenReview] 
Poster
None
Scientific logicality enriched methodology for LLM reasoning: A practice in physics
Zhaoxin Yu ⋅ Nan Xu ⋅ Kun Chen ⋅ Jiahao Zhao ⋅ Lei Wang ⋅ Wenji Mao
[ OpenReview] 
Poster
None
Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks
Zezhong WANG ⋅ Xueyang Tang ⋅ RUI LIAN ⋅ Yang Lou ⋅ Heqing Huang
[ OpenReview] 
Poster
None
Spatially-Regularized Entropy for Discriminative Token Merging in Fine-Grained Re-Identification
Shangze Li ⋅ Yifan Xu ⋅ Jingmiao Liang ⋅ Yongfei Zhang ⋅ Yuzhuo Ma ⋅ Yingbo Qu
[ OpenReview] 
Poster
None
SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
Mu Huang ⋅ Hui Wang ⋅ Kerui Ren ⋅ Linning Xu ⋅ Mulin Yu ⋅ Yunsong Zhou ⋅ Bo Dai ⋅ Jiangmiao Pang
[ OpenReview] 
Poster
None
Theoretical Perspectives on Data Quality and Synergistic Effects in Pre- and Post-Training Reasoning Models
Adel Javanmard ⋅ Baharan Mirzasoleiman ⋅ Vahab Mirrokni
[ OpenReview] 
Poster
None
MVISTA-4D: View-Consistent 4D World Model with Test-Time Action Inference for Robotic Manipulation
Jiaxu Wang ⋅ JIANG Yicheng ⋅ Tianlun HE ⋅ Jingkai SUN ⋅ Qiang Zhang ⋅ Jiahang Cao ⋅ Zesen Gan ⋅ Mingyuan Sun ⋅ Qiming Shao ⋅ Xiangyu Yue
[ OpenReview] 
Poster
None
Discretized Density-Guided Source-Free Adaptation for Continuous Targets
Gezheng Xu ⋅ Qi CHEN ⋅ QIUHAO Zeng ⋅ Charles X. Ling ⋅ Boyu Wang
[ OpenReview] 
Poster
None
MoSA: Motion-constrained Stress Adaptation for Mitigating Real-to-Sim Gap in Continuum Dynamics via Learning Residual Anisotropy
Jiaxu Wang ⋅ Junhao He ⋅ Jingkai SUN ⋅ Yi Gu ⋅ Yunyang Mo ⋅ Jiahang Cao ⋅ Qiang Zhang ⋅ Renjing Xu
[ OpenReview] 
Poster
None
Exploring More to Solve More: Boosting Diversity in Text Diffusion Models via Entropy-Based Guidance
Jingwei Zhang ⋅ Haoyu LEI ⋅ Zijin Feng ⋅ Jiacheng Sun ⋅ Farzan Farnia
[ OpenReview] 
Poster
None
Manifold-Aware Perturbations for Constrained Generative Modeling
Katherine Keegan ⋅ Lars Ruthotto
[ OpenReview] 
Poster
None
CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs
Shigeng Wang ⋅ Chao Li ⋅ Yangyuxuan Kang ⋅ Jiawei Fan ⋅ Anbang Yao
[ OpenReview] 
Poster
None
OpenDeception: Learning Deception and Trust in Human–AI Interaction via Multi-Agent Simulation
Yichen Wu ⋅ Qianqian Gao ⋅ Xudong Pan ⋅ Geng Hong ⋅ Min Yang
[ OpenReview] 
Poster
None
Reverse-Engineering Model Editing on Language Models
Zhiyu Sun ⋅ Minrui Luo ⋅ Yu Wang ⋅ Tianxing He ⋅ Zhili Chen
[ OpenReview] 
Poster
None
Pruning at Initialisation through the lens of Graphon Limit: Convergence, Expressivity, and Generalisation
Hoang Pham ⋅ The-Anh Ta ⋅ Long Tran-Thanh
[ OpenReview] 
Poster
None
MemoryBench: A Benchmark for Memory and Continual Learning in LLM Systems
Qingyao Ai ⋅ Yichen Tang ⋅ Changyue Wang ⋅ Jianming Long ⋅ Weihang Su ⋅ Yiqun LIU
[ OpenReview] 
Poster
None
Stable Spectral Copula Alignment for Robust Multimodal Learning
Hongkang Zhang ⋅ Shao-Lun Huang ⋅ Yanlong Wang ⋅ Ercan KURUOGLU
[ OpenReview] 
Poster
None
The Implicit Bias of Steepest Descent with Mini-batch Stochastic Gradient
Jichu Li ⋅ Xuan Tang ⋅ Difan Zou
[ OpenReview] 
Poster
None
Enhancing Affine Maximizer Auctions with Correlation-Aware Payment
Haoran Sun ⋅ Xia Xuanzhi ⋅ Xu Chu ⋅ Xiaotie Deng
[ OpenReview] 
Poster
None
ViTok-v2: Scaling Native-Resolution Autoencoders to 5B
Philippe Hansen-Estruch ⋅ Jiahui Chen ⋅ Vivek Ramanujan ⋅ Orr Zohar ⋅ Markos Georgopoulos ⋅ Animesh Sinha ⋅ Ji Hou ⋅ Edgar Schönfeld ⋅ Felix Juefei-Xu ⋅ Sriram Vishwanath ⋅ Ali Thabet
[ OpenReview] 
Poster
None
Hide and Seek in Embedding Space: Geometry-based Steganography and Detection in Large Language Models
Charles Westphal ⋅ Keivan Navaie ⋅ Fernando Rosas
[ OpenReview] 
Poster
None
Position: Zeroth-Order Optimization in Deep Learning Is Underexplored, Not Underpowered
Sijia Liu ⋅ Yicheng Lang ⋅ Soumyadeep Pal ⋅ Changsheng Wang ⋅ Yancheng Huang ⋅ Chongyu Fan ⋅ James Diffenderfer ⋅ Bhavya Kailkhura ⋅ Yihua Zhang
[ OpenReview] 
Poster
None
VideoSeeker: Native Interleaved Clue Seeking for Long Video Multi-Hop Reasoning
Xiangyu Zeng ⋅ Zhiqiu Zhang ⋅ Yuhan Zhu ⋅ Xinhao Li ⋅ Zikang Wang ⋅ Changlian Ma ⋅ Qingyu Zhang ⋅ Zizheng Huang ⋅ Kun Ouyang ⋅ Tianxiang Jiang ⋅ Ziang Yan ⋅ Yi Wang ⋅ Hongjie Zhang ⋅ Yali Wang ⋅ Limin Wang
[ Poster]  [ OpenReview] 
Poster
None
Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition
Wanlong Fang ⋅ Tianle Zhang ⋅ Wen Tao ⋅ Alvin Chan
[ OpenReview] 
Poster
None
Granularity-Aware Adaptive Classifier Expansion via Zero-Shot Learning
Xiangyu Wang ⋅ Yanze Gao ⋅ Changxin Rong ⋅ Lyuzhou Chen ⋅ Xiren Zhou ⋅ Huanhuan Chen
[ OpenReview] 
Poster
None
High-accuracy sampling for diffusion models and log-concave distributions
Fan Chen ⋅ Sinho Chewi ⋅ Constantinos Daskalakis ⋅ Alexander Rakhlin
[ OpenReview] 
Poster
None
A Robust Optimization Guided Pruning Framework for Vision and Large Language Models
Gabriel Afriat ⋅ Hussein Hazimeh ⋅ Dimitris Paparas ⋅ Rahul Mazumder
[ OpenReview] 
Poster
None
ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models
Long (Tony) Lian ⋅ Sida Wang ⋅ Felix Juefei-Xu ⋅ Tsu-Jui Fu ⋅ Xiuyu Li ⋅ Adam Yala ⋅ Trevor Darrell ⋅ Alane Suhr ⋅ Yuandong Tian ⋅ Xi Lin
[ OpenReview] 
Poster
None
MN-Diff: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations
Xu Zhang ⋅ Junwei Deng ⋅ Chang Xu ⋅ Hao Li ⋅ Jiang Bian
[ OpenReview] 
Poster
None
Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis
Tianhe Wu ⋅ Ruibin Li ⋅ Lei Zhang ⋅ Kede Ma
[ OpenReview] 
Poster
None
Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic–Procedural Memory
Sijia Li ⋅ Yuchen Huang ⋅ Zifan LIU ⋅ Zijian LI ⋅ Jingjing Fu ⋅ Lei Song ⋅ Jiang Bian ⋅ Jun Zhang ⋅ Rui Wang
[ OpenReview] 
Poster
None
Channel Adapter for Time Series Foundation Models in Zero-Shot Multivariate Forecasting
Dongyuan Li ⋅ Renhe Jiang ⋅ Shun Zheng ⋅ Zheng Dong ⋅ Haotian Gao ⋅ Ying Zhang ⋅ Jiang Bian
[ OpenReview] 
Poster
None
Real-Time and Lightweight Diffusion Image Compression
Zhaoyang Jia ⋅ Naifu Xue ⋅ Zihan Zheng ⋅ Jiahao Li ⋅ Bin Li ⋅ Xiaoyi Zhang ⋅ Zongyu Guo ⋅ Yuan Zhang ⋅ Houqiang Li ⋅ Yan Lu
[ OpenReview] 
Poster
None
UniDrag: Unified Multi-Field Prediction and Robust Shape Optimization for Vehicle Aerodynamics
Ye Liu ⋅ Shouyi Liu ⋅ Ding Wang ⋅ Huiyu Yang ⋅ Ruizhe Deng ⋅ Qian Li ⋅ Yuxiao Hu ⋅ Jianghang gu ⋅ Yongzheng Liu ⋅ Quanshi Zhang ⋅ Shiyi Chen ⋅ Yuntian Chen
[ OpenReview] 
Poster
None
TabPack: Efficient Hyperparameter Ensembles for Tabular Deep Learning
Yury Gorishniy ⋅ Akim Kotelnikov ⋅ Ivan Rubachev ⋅ Artem Babenko
[ OpenReview] 
Poster
None
Nested Spatio-Temporal Time Series Forecasting
YingHao Ai ⋅ Yukai Zhou ⋅ Ruoxi Jiang ⋅ Junyi An ⋅ chao qu ⋅ Zhijian Zhou ⋅ Shiyu Wang ⋅ Fenglei Cao ⋅ Zenglin Xu ⋅ Furao Shen ⋅ Yuan Qi
[ OpenReview] 
Poster
None
Q-Sched: Pushing the Boundaries of Few-Step Diffusion Models with Quantization-Aware Scheduling
Natalia Frumkin ⋅ Diana Marculescu
[ OpenReview] 
Poster
None
DGG-HMR: Multi-Person Human Mesh Recovery with Depth-Guided Geometric Anchoring
Yanjie Li ⋅ Le Hui ⋅ Yali Peng ⋅ Shigang Liu
[ OpenReview] 
Poster
None
A model of errors in transformers
Suvrat Raju ⋅ Praneeth Kumar Netrapalli
[ OpenReview] 
Poster
None
Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer
Suparna Bhattacharya ⋅ Tarun Kumar ⋅ Cong Xu ⋅ Satish Mopur ⋅ Jiahao Li ⋅ Ashish Mishra ⋅ Aalap Tripathy ⋅ ANNMARY KOOMTHANAM ⋅ Martin Foltin ⋅ Ian Foster
[ OpenReview] 
Poster
None
VELR: Efficient Video Reward Feedback via Ensemble Latent Reward Models
Liyu Zhang ⋅ Kehan Li ⋅ Tao Zhou ⋅ Zeyi Huang ⋅ Chao Li ⋅ Jiming Chen
[ OpenReview] 
Poster
None
3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis
Ziyue Wang ⋅ Linghan Cai ⋅ Chang Low ⋅ Haofeng Liu ⋅ Junde Wu ⋅ Jinyu Wang ⋅ Rui Wang ⋅ Lei Song ⋅ Jiang Bian ⋅ Jingjing Fu ⋅ Yueming Jin
[ OpenReview] 
Poster
None
VGGT-Motion: Motion-Aware Calibration-Free Monocular SLAM for Long-Range Consistency
Zhuang Xiong ⋅ Chen Zhang ⋅ Qingshan Xu ⋅ Wenbing Tao
[ OpenReview] 
Poster
None
Coupled Training with Privileged Features and Unlabeled Data
Jiahao Shi ⋅ Omar Hagrass ⋅ Jason Klusowski
[ OpenReview] 
Poster
None
Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting
Jinglin Li ⋅ Jun Tan ⋅ QI Fang ⋅ Ning Gui
[ OpenReview] 
Poster
None
A Framework for Understanding Learnability in Transformers
Blanka Kövér ⋅ Alexandra Butoi ⋅ Anej Svete ⋅ Michael Hahn ⋅ Ryan Cotterell
[ OpenReview] 
Poster
None
Deterministic Inference across Tensor Parallel Sizes That Eliminates Training-Inference Mismatch
Ziyang Zhang ⋅ Xinheng Ding ⋅ Jiayi Yuan ⋅ Rixin Liu ⋅ Huizi Mao ⋅ Jiarong Xing ⋅ Zirui Liu
[ OpenReview] 
Poster
None
Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
Lingfeng He ⋅ De Cheng ⋅ Huaijie Wang ⋅ Xi Yang ⋅ Nannan Wang ⋅ Xinbo Gao
[ OpenReview] 
Poster
None
Large-Scale Molecular Dynamics Simulations: Direct Interatomic Modeling with Dilated Message Passing
Haokai Hong ⋅ Wanyu LIN ⋅ KC Tan
[ OpenReview] 
Poster
None
Position: LLM Agents Are the Antidote to Walled Gardens
Samuele Marro ⋅ Phil Torr
[ OpenReview] 
Poster
None
Signature-Informed Transformer for Asset Allocation
Yoontae Hwang ⋅ Stefan Zohren
[ Poster]  [ OpenReview] 
Poster
None
Server-Proximal Aggregation for Federated Domain-Incremental Learning under Partial Participation: Task-Uniform Convergence and Backward Transfer
Longtao Xu ⋅ Jian Li
[ OpenReview] 
Poster
None
Unifying Value Alignment and Assignment in Cross-Domain Offline Reinforcement Learning with Heterogeneous Datasets
Zhongjian Qiao ⋅ Jiafei Lyu ⋅ Chenjia Bai ⋅ Peisong Wang ⋅ Siyang Gao ⋅ Shuang Qiu
[ OpenReview] 
Poster
None
Physically-Guided Data-Space Rectified Flow for Precipitation Nowcasting
Wenjie Luo ⋅ chaorong li ⋅ Chuanhu Deng ⋅ Zhuo Wang
[ Poster]  [ OpenReview] 
Poster
None
Focusing: View-Consistent Sparse Voxels for Efficient 3D VAE
Xuhui Chen ⋅ Chao Long ⋅ Fei Hou ⋅ dongbo zhang ⋅ Shaohui Jiao ⋅ Wencheng Wang ⋅ Ying He
[ OpenReview] 
Poster
None
Gradient-Based Causal Tree Ensembles: A Backbone Architecture for Heterogeneous Treatment Effects
Yusuke Kano ⋅ Jeremy P Voisey ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Milestone-Guided Policy Learning for Long-Horizon Language Agents
Zixuan Wang ⋅ Yuchen Yan ⋅ Hongxing Li ⋅ Teng Pan ⋅ Dingming Li ⋅ Ruiqing Zhang ⋅ Weiming Lu ⋅ Jun Xiao ⋅ Yueting Zhuang ⋅ Yongliang Shen
[ OpenReview] 
Poster
None
SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation
Wei Chen ⋅ Xingyu Guo ⋅ Shuang Li ⋅ Fuwei Zhang ⋅ Meng Yuan ⋅ Jing Fan ⋅ Zhao Zhang ⋅ deqing wang ⋅ Fuzhen Zhuang
[ OpenReview] 
Poster
None
Let the Prototype Guide You: Robust Aggregation of Sparse Multi-Class Annotations via Annotator Prototype Learning
Ju Chen ⋅ Jun Feng ⋅ Shenyu Zhang
[ Poster]  [ OpenReview] 
Poster
None
Power-Calibrated LLM Watermarking: A Statistical Framework
Xiaopu Wang ⋅ Zelin He ⋅ Chengyuan Liu ⋅ Runze Li
[ OpenReview] 
Poster
None
Position: It’s Time to Optimize for Self-Consistency
Itamar Pres ⋅ Belinda Li ⋅ Laura Ruis ⋅ Carl Guo ⋅ Keya Hu ⋅ Mehul Damani ⋅ Isha Puri ⋅ Ekdeep Singh Lubana ⋅ Jacob Andreas
[ OpenReview] 
Poster
None
Just Noticeable Difference Modeling for Deep Visual Features
Rui Zhao ⋅ Wenrui Li ⋅ Lin Zhu ⋅ Yajing Zheng ⋅ Weisi Lin
[ OpenReview] 
Poster
None
Reasoning Is Not Free: Robust Adaptive Cost-Efficient Router for LLM-as-a-Judge
Wenbo Zhang ⋅ Lijinghua Zhang ⋅ Liner Xiang ⋅ Hengrui Cai
[ OpenReview] 
Poster
None
CiteGuard: Conformal False-Discovery Control for Faithful Retrieval-Augmented Generation
XiangyuJiang
[ OpenReview] 
Poster
None
Reference-Free Meta-Learning for Generalized Implicit Neural Representation in Efficient MRI Reconstruction
Haonan Zhang ⋅ Qing Wu ⋅ Xuanyu Tian ⋅ Bowen Li ⋅ Yuyao Zhang ⋅ Hongjiang Wei
[ OpenReview] 
Poster
None
Op-CAD: Benchmarking and Investigating Operation-oriented CAD Generation
Yixue Bai ⋅ Yufei Gu ⋅ Zeke Xie
[ OpenReview] 
Poster
None
Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Model
Mingda Li ⋅ Rundong Lv ⋅ Xinyu Li ⋅ Weinan Zhang ⋅ Ting Liu
[ OpenReview] 
Poster
None
CAPTCHA Solving for Native GUI Agents: Automated Reasoning-Action Data Generation and Self-Corrective Training
Yuxi Chen ⋅ Haoyu Zhai ⋅ Chenkai Wang ⋅ Rui Yang ⋅ LINGMING ZHANG ⋅ Gang Wang ⋅ Huan Zhang
[ OpenReview] 
Poster
None
JADE: Expert-Grounded Dynamic Evaluation for Open-Ended Professional Tasks
Lanbo Lin ⋅ Jiayao Liu ⋅ Tianyuan Yang ⋅ Li Cai ⋅ Yuanwu Xu ⋅ Lei Wei ⋅ TT ⋅ Guannan Zhang
[ OpenReview] 
Poster
None
Euler–Poincaré Neural Dynamics: A Geometric-Mechanics Framework for Scientific Simulation
Jiwoong Kim ⋅ Jongwon Lee ⋅ Sungwoo Park
[ OpenReview] 
Poster
None
The Geometric Reasoner: Manifold-Informed Latent Foresight Search for Long-Context Reasoning
Ren Zhuang ⋅ Ben Wang ⋅ Shuifa Sun
[ Poster]  [ OpenReview] 
Poster
None
Adaptive Protein Tokenization
Rohit Dilip ⋅ Ayush Varshney ⋅ David Van Valen
[ OpenReview] 
Poster
None
Lie-Algebraic Neural Koopman Dynamics
Jiwoong Kim ⋅ Jongwon Lee ⋅ Jungwoo Park ⋅ Sungwoo Park
[ OpenReview] 
Poster
None
Mitigating Gradient Pathology in PINNs through Aligned Constraint
Yichen Luo ⋅ Peiyu Zhu ⋅ Dongxiao Hu ⋅ Jia Wang ⋅ Tailin Wu ⋅ Dapeng Lan ⋅ Yu Liu ⋅ Zhibo Pang
[ OpenReview] 
Poster
None
LATMiX: Learnable Affine Transformations for Microscaling Quantization of LLMs
Ofir Gordon ⋅ Lior Dikstein ⋅ Arnon Netzer ⋅ Idan Achituve ⋅ Hai Victor Habi
[ Poster]  [ OpenReview] 
Poster
None
LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
Xuyue Huang ⋅ Zhe Chen ⋅ Wang Shen ⋅ Xiao-Ping Zhang
[ OpenReview] 
Poster
None
From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG
Changmin Lee ⋅ Jaemin Kim ⋅ Taesik Gong
[ OpenReview] 
Poster
None
Courtroom Analogy: New Perspective on Uncertainty-Aware Classification
Taeseong Yoon ⋅ Heeyoung Kim
[ OpenReview] 
Poster
None
Interpretable Embeddings with Sparse Autoencoders: A Data Analysis Toolkit
Nick Jiang ⋅ Xiaoqing Sun ⋅ Lisa Dunlap ⋅ Lewis Smith ⋅ Neel Nanda
[ OpenReview] 
Poster
None
InfoPO: Information-Driven Policy Optimization for User-Centric Agents
Fanqi Kong ⋅ Jiayi Zhang ⋅ Mingyi Deng ⋅ Wu ⋅ Yuyu Luo ⋅ Bang Liu
[ OpenReview] 
Poster
None
Geometry-based Schrödinger Bridges for Trustworthy Multimodal Fusion
Jiayu Xiong ⋅ Jing Wang ⋅ Qi Zhang ⋅ Wanlong Wang ⋅ Jun Xue
[ OpenReview] 
Poster
None
MV-FGAD: Towards Efficient and Effective Federated Graph Anomaly Detection via Multi-view Learning
Junyi Yan ⋅ KE LIANG ⋅ Hao Yu ⋅ Meng Liu ⋅ Hao Tan ⋅ Tianrui Liu ⋅ Jun-Jie Huang ⋅ Xinwang Liu
[ OpenReview] 
Poster
None
Hierarchical Anchor Graph Learning for Multi-View Clustering
Xingchen Hu ⋅ Miao Jia ⋅ Jiyuan Liu ⋅ Siwei Wang ⋅ KE LIANG ⋅ Wenjing Yang
[ OpenReview] 
Poster
None
AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration
Jianhao Ruan ⋅ Zhihao Xu ⋅ Yiran Peng ⋅ Fashen Ren ⋅ Zhaoyang Yu ⋅ Xinbing Liang ⋅ Jinyu Xiang ⋅ Yongru Chen ⋅ Bang Liu ⋅ Wu ⋅ Yuyu Luo ⋅ Jiayi Zhang
[ OpenReview] 
Poster
None
Adaptive Visual Autoregressive Acceleration via Dual-Linkage Entropy Analysis
Yu Zhang ⋅ Jingyi Liu ⋅ Feng Liu ⋅ Duoqian Miao ⋅ Qi Zhang ⋅ Kexue Fu ⋅ Changwei Wang ⋅ Longbing Cao
[ OpenReview] 
Poster
None
Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms
Yvonne Zhou ⋅ Mingyu Liang ⋅ Ivan Brugere ⋅ Danial Dervovic ⋅ Yue Guo ⋅ Antigoni Polychroniadou ⋅ Min Wu ⋅ Dana Dachman-Soled
[ OpenReview] 
Poster
None
Emergence of Hierarchical Emotion Organization in Large Language Models
Maya Okawa ⋅ Bo Zhao ⋅ Eric Bigelow ⋅ Rose Yu ⋅ Tomer Ullman ⋅ Ekdeep Singh Lubana ⋅ Hidenori Tanaka
[ OpenReview] 
Poster
None
A Fast and Soft Pattern Matcher for Trillion-Scale Corpus
Masataka Yoneda ⋅ Yusuke Matsushita ⋅ Go Kamoda ⋅ Kohei Suenaga ⋅ Takuya Akiba ⋅ Masaki Waga ⋅ Sho Yokoi
[ OpenReview] 
Poster
None
Emergence of Biased Consensus in Multi-Agent LLM Debates
Maya Okawa
[ OpenReview] 
Poster
None
Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences
Neehal Tumma ⋅ Noel Loo ⋅ Daniela Rus
[ OpenReview] 
Poster
None
Position: AI Welfare Is Bullshit
Yunze Xiao ⋅ Gordon Dai ⋅ Shahan Ali Memon ⋅ Jen-Tse Huang ⋅ Maarten Sap ⋅ Mona Diab
[ OpenReview] 
Poster
None
Adaptive DNA Sequence Modeling via Synergistic Plasticity Units
Binghao Liu ⋅ Wenzheng Zhao ⋅ Zhijie Zheng ⋅ Fei Gu
[ OpenReview] 
Poster
None
Excited Pfaffians: Generalized Neural Wave Functions Across Structure and State
Nicholas Gao ⋅ Till Grutschus ⋅ Frank Noe ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
Position: We Need Large Language Models Optimized For Our Well-Being
Ashton Anderson ⋅ Harsh Kumar ⋅ Louis Tay ⋅ Karina Vold
[ OpenReview] 
Poster
None
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs
Jaemin Kim ⋅ Hangeol Chang ⋅ Hyunmin Hwang ⋅ Choonghan Kim ⋅ Jong Chul YE
[ OpenReview] 
Poster
None
Cycle-of-Science: Reliable Reasoning through Counterfactual Verification for Agent Decision Making
Ruojie Zhang ⋅ Wencheng Zhu ⋅ Peiyuan Jiang ⋅ dayong zhu
[ OpenReview] 
Poster
None
Aitchison Embeddings for Learning Compositional Graph Representations
Nikolaos Nakis ⋅ Chrysoula Kosma ⋅ Panagiotis Promponas ⋅ Michail Chatzianastasis ⋅ Giannis Nikolentzos
[ OpenReview] 
Poster
None
De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
Dongqing Li ⋅ Zheqiao Cheng ⋅ Geoff Nicholls ⋅ Quyu Kong
[ OpenReview] 
Poster
None
Swordsman: Entropy-Driven Adaptive Block Partition for Efficient Diffusion Language Models
Yu Zhang ⋅ Xinchen Li ⋅ Jialei Zhou ⋅ Hongnan Ma ⋅ Zhongwei Wan ⋅ Yiwei Shi ⋅ Duoqian Miao ⋅ Qi Zhang ⋅ Longbing Cao
[ OpenReview] 
Poster
None
VIP: Visual-guided Prompt Evolution for Efficient Dense Vision-Language Inference
Hao Zhu ⋅ Shuo Jin ⋅ Wenbin Liao ⋅ Jiayu Xiao ⋅ Yan Zhu ⋅ Siyue Yu ⋅ Feng Dai
[ Poster]  [ OpenReview] 
Poster
None
SOPE: Situation-Aware and Statistically Indistinguishable Privacy Exfiltration for MCP-enabled Agents
Ruixiao Lin ⋅ Qingming Li ⋅ Jiahao Chen ⋅ Chunyi Zhou ⋅ Shouling Ji
[ OpenReview] 
Poster
None
SafeSearch: Automated Red-Teaming of LLM-Based Search Agents
Jianshuo Dong ⋅ Sheng Guo ⋅ Hao Wang ⋅ Xun Chen ⋅ Zhuotao Liu ⋅ Tianwei Zhang ⋅ Ke Xu ⋅ Minlie Huang ⋅ Han Qiu
[ OpenReview] 
Poster
None
TPV: Parameter Perturbations Through the Lens of Test Prediction Variance
Devansh Arpit
[ OpenReview] 
Poster
None
Triadic Dynamics Aware Diffusion Posterior Sampling for Inverse Problems: Optimizing Guidance and Stochasticity Schedules
Junseo Bang ⋅ Dongju Mun ⋅ Hoigi Seo ⋅ Seongmin Hong ⋅ Se Young Chun
[ OpenReview] 
Poster
None
Angel or Demon: Investigating the Plasticity Interventions' Impact on Backdoor Threats in Deep Reinforcement Learning
Oubo Ma ⋅ Ruixiao Lin ⋅ Yang Dai ⋅ Jiahao Chen ⋅ Chunyi Zhou ⋅ Linkang Du ⋅ Shouling Ji
[ OpenReview] 
Poster
None
CBV: Clean-label Backdoor Attacks on Vision Language Models via Diffusion Models
Ji Guo ⋅ xiaolong qin ⋅ Wenbo Jiang ⋅ Cencen Liu ⋅ Jielei Wang ⋅ Jierun Chen
[ OpenReview] 
Poster
None
Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting
Tao Han ⋅ Zhibin Wen ⋅ Zhenghao Chen ⋅ Dazhao Du ⋅ Song Guo ⋅ LEI BAI
[ OpenReview] 
Poster
None
WildActor: Unconstrained Identity-Preserving Video Generation
Qin Guo ⋅ Tianyu Yang ⋅ Xuanhua He ⋅ Fei Shen ⋅ Yong Zhang ⋅ Zhuoliang Kang ⋅ Xiaoming Wei ⋅ Dan Xu
[ OpenReview] 
Poster
None
Benchmarking Dense and Indiscernible Object Counting with Blueberries
Weihao Bo ⋅ Jingwen Qin ⋅ Yanpeng Sun ⋅ Fei Shen ⋅ Xiaofan Li ⋅ Zechao Li
[ OpenReview] 
Poster
None
WatchLog: Efficient and Interpretable Event Reasoning for Endpoint Detection and Response Logs with Multimodal LLMs
Hongyi Zhou ⋅ Jianfeng Pan ⋅ Min Peng ⋅ Shaomang Huang ⋅ Xuling Zhang
[ OpenReview] 
Poster
None
On Information Self-Locking in Reinforcement Learning for Active Reasoning
Deyu Zou ⋅ Yongqiang Chen ⋅ Fan Feng ⋅ Mufei Li ⋅ Pan Li ⋅ Yu Gong ⋅ James Cheng
[ OpenReview] 
Poster
None
TraceRouter: Robust Safety for Large Foundation Models via Path-Level Intervention
Chuancheng Shi ⋅ shangze li ⋅ Wenjun Lu ⋅ Wenhua Wu ⋅ Fei Shen ⋅ Cong Wang ⋅ Zifeng Cheng ⋅ Tat-Seng Chua
[ Poster]  [ OpenReview] 
Poster
None
Explainable Forensics of Manipulated Segments in Untrimmed Long Videos
Yue Feng ⋅ Wei Ji ⋅ Qijia Lu ⋅ Jingrou Zhang ⋅ Fei Shen ⋅ Jingjing Li ⋅ Xiao Li ⋅ Yizhen Jia ⋅ Qiang Chen ⋅ Limin Wang ⋅ Wentong Li ⋅ Jie Qin
[ OpenReview] 
Poster
None
Logit-Attention Divergence: Mitigating Position Bias in Multi-Image Retrieval via Attention-Guided Calibration
Mingtao Xian ⋅ Yifeng Yang ⋅ Qinying Gu ⋅ Xinbing Wang ⋅ Nanyang Ye
[ OpenReview] 
Poster
None
Threshold-Guided Optimization for Visual Generative Models
Jinbin Bai ⋅ Yu Lei ⋅ Qingyu Shi ⋅ Aosong Feng ⋅ Yi Xin ⋅ Zhuoran Zhao ⋅ Fei Shen ⋅ Kaidong Yu ⋅ Xiangtai Li
[ OpenReview] 
Poster
None
DNA: Uncovering Universal Latent Forgery Knowledge
Jingtong Dou ⋅ Chuancheng Shi ⋅ Yemin Wang ⋅ Shiming Guo ⋅ Anqi Yi ⋅ Wenhua Wu ⋅ Li Zhang ⋅ Fei Shen ⋅ Tat-Seng Chua
[ Poster]  [ OpenReview] 
Poster
None
Who Transfers Safety? Identifying and Targeting Cross-Lingual Shared Safety Neurons
Xianhui Zhang ⋅ Chengyu Xie ⋅ Linxia Zhu ⋅ Yonghui Yang ⋅ Weixiang Zhao ⋅ Zifeng Cheng ⋅ Cong Wang ⋅ Fei Shen ⋅ Tat-Seng Chua
[ OpenReview] 
Poster
None
Finding Stationary Points by Comparisons
Helin Wang ⋅ Chenyi Zhang ⋅ Xiwen Tao ⋅ Yexin Zhang ⋅ Tongyang Li
[ OpenReview] 
Poster
None
Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
Jaehyeok Lee ⋅ Xiaoyuan Yi ⋅ Jing Yao ⋅ Hyunjin Hwang ⋅ Roy Lee ⋅ Xing Xie ⋅ JinYeong Bak
[ OpenReview] 
Poster
None
Efficient Mismatch-Tolerant Coding for Model-Driven Compression
Aviv Adler ⋅ Jennifer Tang
[ OpenReview] 
Poster
None
Sparse ActionGen: Accelerating Diffusion Policy with Real-time Pruning
Kangye Ji ⋅ Yuan Meng ⋅ Jianbo Zhou ⋅ Ye Li ⋅ Hanyun Cui ⋅ Zhi Wang
[ OpenReview] 
Poster
None
Taming Stochastic Gradient Descent: Almost Sure Convergence and Saddle-Point Avoidance under $(L_{0},L_{1})$-Smoothness
Vassilis Apidopoulos ⋅ Iosif Lytras ⋅ Panayotis Mertikopoulos
[ OpenReview] 
Poster
None
GRASP: Awakening Latent Spatial Reasoning in LVLMs via Training-free Geometric Rectification
Jiadong Yan ⋅ Ke Zhang ⋅ Chenyang Zhao ⋅ Shoushan Li ⋅ Xizhao Luo
[ OpenReview] 
Poster
None
Time-Series Decomposition as a standalone Task: A Mechanism-Driven Diagnostic Benchmark
Zipeng Wu ⋅ Jiani Wei ⋅ Shiqiao Zhou ⋅ Jiajun Chen ⋅ Fabian Spill ⋅ J. Andrews
[ OpenReview] 
Poster
None
Step-Size Stability in Stochastic Optimization: A Theoretical Perspective
Fabian Schaipp ⋅ Robert Gower ⋅ Adrien Taylor
[ OpenReview] 
Poster
None
One Intervention per Component is Enough: Towards Identifiability in Linear Stochastic Dynamics from Steady State
Saber Salehkaleybar
[ OpenReview] 
Poster
None
SPR-RAFT: Parameter-Efficient Regression-Aware Fine-Tuning for Biomedical LLM Regression
Yuanlin Yang ⋅ Chenhui Li ⋅ Xuhao Guo ⋅ ANQI ZHANG ⋅ Hoi Leong Lee ⋅ Haodong Liu
[ OpenReview] 
Poster
None
T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation
Zhe Cao ⋅ Tao Wang ⋅ Jiaming Wang ⋅ Yanghai Wang ⋅ Yuanxing Zhang ⋅ Jiahao Wang ⋅ Jialu Chen ⋅ Miao Deng ⋅ Chenxi Liao ⋅ Yize Zhang ⋅ Yubin Guo ⋅ Zhaoxiang Zhang ⋅ Jiaheng Liu
[ OpenReview] 
Poster
None
Safety Game: Inference-Time Alignment of Black-Box LLMs via Constrained Optimization
Tuan Nguyen ⋅ Long Tran-Thanh
[ OpenReview] 
Poster
None
Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
Yankai Chen ⋅ Hanrong Zhang ⋅ Bowei He ⋅ Philip Yu ⋅ Xue Liu
[ OpenReview] 
Poster
None
Training Diffusion Language Models for Black-Box Optimization
Zipeng Sun ⋅ Can Chen ⋅ Ye Yuan ⋅ Haolun Wu ⋅ Jiayao Gu ⋅ Christopher Pal ⋅ Xue Liu
[ OpenReview] 
Poster
None
The Pareto-optimal Trade-off between Regret and Statistical Inference in Linear Stochastic Bandits under Safety Constraints
Yuming Shao ⋅ Zhixuan Fang
[ Poster]  [ OpenReview] 
Poster
None
Selective Deferred Routing: Enabling Cost-Efficient Collaboration between Local SLMs and Remote LLMs
Qijun Miao ⋅ Zhixuan Fang
[ OpenReview] 
Poster
None
Is Spurious Correlation Removal Always Learnable?
Yibo Zhou ⋅ Bo Li ⋅ Hai-Miao Hu ⋅ Hanzi Wang ⋅ Xiaokang Zhang ⋅ Ruifan Zhang
[ OpenReview] 
Poster
None
AdaSCALE: Adaptive Scaling for OOD Detection
Sudarshan Regmi
[ OpenReview] 
Poster
None
Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration
Bowei He ⋅ Minda Hu ⋅ Zenan Xu ⋅ Hongru WANG ⋅ Licheng Zong ⋅ Yankai Chen ⋅ Chen Ma ⋅ Xue Liu ⋅ PlutoZhou ⋅ Irwin King
[ OpenReview] 
Poster
None
Test-Time Anchoring for Discrete Diffusion Posterior Sampling
Litu Rout ⋅ Andreas Lugmayr ⋅ Yasamin Jafarian ⋅ Srivatsan Varadharajan ⋅ Constantine Caramanis ⋅ Sanjay Shakkottai ⋅ Ira Kemelmacher-Shlizerman
[ OpenReview] 
Poster
None
Turning Adaptation into Assets: Cross-Domain Bridging for Online Vision-Language Navigation
Zixuan Hu ⋅ Xuantuo Huang ⋅ Yancheng Li ⋅ Yichun Hu ⋅ Shengyong Xu ⋅ LINGYU DUAN
[ Poster]  [ OpenReview] 
Poster
None
Efficient Preference Poisoning Attack on Offline RLHF
Chenye Yang ⋅ Weiyu Xu ⋅ Lifeng Lai
[ OpenReview] 
Poster
None
Facts in Stats: Impacts of Pretraining Diversity on Language Model Generalization
Tina Behnia ⋅ Puneesh Deora ⋅ Christos Thrampoulidis
[ OpenReview] 
Poster
None
Fedfit: Federated dynamic pruning via Fisher Information scoring
Meng Bi ⋅ Hong Huang ⋅ Jinlong Song ⋅ Charles Wang ⋅ Chengming Hu ⋅ Xi Chen ⋅ Ting Yu ⋅ Xue Liu
[ OpenReview] 
Poster
None
How Far Can LLM Agents Reason with Tables? Benchmarking Multi-Turn Agentic Table Question Answering in the Wild
Jingwang Huang ⋅ Jie Zhang ⋅ Haoyang Zeng ⋅ Changzai Pan ⋅ Xianjie Wu ⋅ Guanting Dong ⋅ Jiaheng Liu ⋅ Wei Zhang ⋅ Mingyu Zheng ⋅ Chunxiao Liu ⋅ Kaiwen Wei ⋅ Jiang Zhong ⋅ Jian Yang
[ OpenReview] 
Poster
None
Data Augmentation of Contrastive Learning is Estimating Positive-incentive Noise
Hongyuan Zhang ⋅ Yanchen Xu ⋅ Sida Huang ⋅ Xuelong Li
[ OpenReview] 
Poster
None
Position: Unlabeled ≠ No Human Supervision in Visual Learning
Dong Lao
[ OpenReview] 
Poster
None
MIMOMamba: From Scalar Duality to Matrix-Valued Attention
Yanbo Li ⋅ Richard Cornelius Suwandi ⋅ Feng Yin ⋅ Yiyong SUN ⋅ Wei Huang ⋅ Wenqiang Pu
[ OpenReview] 
Poster
None
Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization
Yonghan Yang ⋅ Ye Yuan ⋅ Zipeng Sun ⋅ Linfeng Du ⋅ Bowei He ⋅ Haolun Wu ⋅ Can Chen ⋅ Xue Liu
[ OpenReview] 
Poster
None
HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation
Fengming Zhang ⋅ Wenjie Du ⋅ Huan Zhang ⋅ Ke Yu ⋅ Shen Qu
[ Poster]  [ OpenReview] 
Poster
None
Stable Velocity: A Variance Perspective on Flow Matching
Donglin Yang ⋅ Yongxing Zhang ⋅ Xin Yu ⋅ Liang Hou ⋅ Xin Tao ⋅ Pengfei Wan ⋅ XIAOJUAN QI ⋅ Renjie Liao
[ OpenReview] 
Poster
None
Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration
Luru Jing ⋅ Cong Cong ⋅ Yanyuan Chen ⋅ Yongzhi Cao
[ OpenReview] 
Poster
None
Fast and Highly Expressive Policy Learning for Offline Reinforcement Learning via Bootstrapped Flow Q-Learning
Thanh Nguyen ⋅ Tri Ton ⋅ Hongbin Choe ⋅ Minh-Tung Luu ⋅ Chang Yoo
[ OpenReview] 
Poster
None
Skill Neologisms: Towards Skill-based Continual Learning
Antonin Berthon ⋅ Nicolás Astorga ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Hierarchical Procedural Meta-Reasoning for Generalizable Multimodal Agents
Yao Fu ⋅ Shengyi Qian ⋅ Pierluca D'Oro ⋅ Fanyi Xiao ⋅ Honglak Lee ⋅ Joseph Tighe ⋅ Manchen Wang
[ OpenReview] 
Poster
None
Test-time Generalization for Physics through Neural Operator Splitting
Louis Serrano ⋅ Rudy Morel ⋅ Jiequn Han ⋅ Edouard Oyallon ⋅ Shirley Ho
[ OpenReview] 
Poster
None
SuperHype: Hypergraph Generation via Graph-Superposition Decomposition
Lucas Gantes ⋅ Abele Mălan ⋅ Roberto Gheda ⋅ Robert Birke ⋅ Lydia Y. Chen
[ OpenReview] 
Poster
None
DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation
Janghoon Han ⋅ Heegyu Kim ⋅ Changho Lee ⋅ Dahm Lee ⋅ Min Hyung Park ⋅ Hosung Song ⋅ Stanley Jungkyu Choi ⋅ Moontae Lee ⋅ Honglak Lee
[ OpenReview] 
Poster
None
Dissecting the Safety Circuit: Neuronal Intervention for Transferable Adversarial Attacks on VLMs
Chunlong Xie ⋅ Kangjie Chen ⋅ Shangwei Guo ⋅ Shudong Zhang ⋅ Jiamou Liu ⋅ Tianwei Zhang ⋅ Tao Xiang
[ OpenReview] 
Poster
None
Walrus: A Cross-domain Foundation Model for Continuum Dynamics
Michael McCabe ⋅ Payel Mukhopadhyay ⋅ Tanya Marwah ⋅ Bruno Régaldo-Saint Blancard ⋅ François Rozet ⋅ Cristiana Diaconu ⋅ Lucas Meyer ⋅ Kaze Wong ⋅ Hadi Sotoudeh ⋅ Alberto Bietti ⋅ Irina Espejo ⋅ Rio Fear ⋅ Siavash Golkar ⋅ Tom Hehir ⋅ Keiya Hirashima ⋅ Geraud Krawezik ⋅ Francois Lanusse ⋅ Rudy Morel ⋅ Ruben Ohana ⋅ Liam Parker ⋅ Mariel Pettee ⋅ Jeff Shen ⋅ Kyunghyun Cho ⋅ Miles Cranmer ⋅ Shirley Ho
[ OpenReview] 
Poster
None
From Zero to Hero: Advancing Zero-Shot Foundation Models for Tabular Outlier Detection
Xueying Ding ⋅ Haomin Wen ⋅ Simon Klüttermann ⋅ Leman Akoglu
[ OpenReview] 
Poster
None
ModernVBERT: Towards Smaller Visual Document Retrievers
Paul Teiletche ⋅ Quentin Macé ⋅ Max Conti ⋅ António Loison ⋅ Gautier Viaud ⋅ Pierre Colombo ⋅ Manuel Faysse
[ OpenReview] 
Poster
None
Multimodal Fusion via Self-Consistent Task-Gradient Fields
Jiayu Xiong ⋅ Jing Wang ⋅ Jun Xue ⋅ Wanlong Wang ⋅ Jianlong Kwan ⋅ Xiaosen Lyu ⋅ Zhouqiang Jiang
[ OpenReview] 
Poster
None
PathwayLLM: Explainable Clinical Trajectory Modeling with Structured Pathways for Sepsis Prediction
Zhengqiu Yu ⋅ Yueping Ding ⋅ Xiangrong Liu
[ OpenReview] 
Poster
None
Revisiting Neural Processes via Fourier Transform and Volterra Series
Peiman Mohseni ⋅ Nick Duffield ⋅ Raymond K. W. Wong
[ OpenReview] 
Poster
None
ETS: Energy-Guided Test-Time Scaling for Training-Free RL Alignment
Xiuyu Li ⋅ Jinkai Zhang ⋅ Mingyang Yi ⋅ Yu Li ⋅ Longqiang Wang ⋅ Yue Wang ⋅ Ju Fan
[ OpenReview] 
Poster
None
JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
Hongyu Wang ⋅ Weijian Liu ⋅ Mingzhen Li ⋅ Hongtao Xu ⋅ Yan Wang ⋅ Weile Jia ⋅ Guangming Tan
[ OpenReview] 
Poster
None
SCOPE and SCION: Benchmark and Method for Ontology Induction and Fusion from Text
Miaobo Hu ⋅ Shuhao Hu ⋅ BoKun Wang ⋅ Rui Chen ⋅ Xiaobo Guo ⋅ Xin Wang ⋅ Daren Zha ⋅ Jun Xiao
[ OpenReview] 
Poster
None
Efficient Generative Modeling beyond Memoryless Diffusion via Adjoint Schrödinger Bridge Matching
Jeongwoo Shin ⋅ Jinhwan Sul ⋅ Joonseok Lee ⋅ Jaewoong Choi ⋅ Jaemoo Choi
[ OpenReview] 
Poster
None
Being More Lightweight and Practical: Mini-sized Contrastive Learning Pre-trained Models for Fine-grained Traffic Task
Shuhao Li ⋅ Weidong Yang ⋅ Ben Fei ⋅ Yue Cui ⋅ Lipeng Ma ⋅ Fan Zhang
[ OpenReview] 
Poster
None
Unlearning’s Blind Spots: Over‑Unlearning and Prototypical Relearning Attack
SeungBum Ha ⋅ Saerom Park ⋅ Sung Whan Yoon
[ OpenReview] 
Poster
None
Equivariant Latent Alignment via Flow Matching under Group Symmetries
Sunghyun Kim ⋅ Jaehoon Hahm ⋅ Jeongwoo Shin ⋅ Joonseok Lee
[ OpenReview] 
Poster
None
Mind the Gap: Catching Hallucinations via Evidence Drop on the Reasoning Manifold
QunJie Chen ⋅ Yufei Chen ⋅ Xiaodong Yue ⋅ Linye Li
[ OpenReview] 
Poster
None
SF-Mamba: Rethinking State Space Model for Vision
Masakazu Yoshimura ⋅ Teruaki Hayashi ⋅ Yuki Hoshino ⋅ Wei-Yao Wang ⋅ Takeshi Ohashi
[ Slides]  [ OpenReview] 
Poster
None
Beyond Distribution Estimation: Simplex Anchored Structural Inference Towards Universal Semi-supervised Learning
Yaxin Hou ⋅ Jun Ma ⋅ Hanyang Li ⋅ Bo Han ⋅ Jie Yu ⋅ Yuheng Jia
[ OpenReview] 
Poster
None
HEXST: Hexagonal Shifted-Window Transformer for Spatial Transcriptomics Gene Expression Prediction
Keunho Byeon ⋅ Jin Tae Kwak
[ OpenReview] 
Poster
None
Amortized Maximum Inner Product Search with Learned Support Functions
Theo X. Olausson ⋅ Joao Monteiro ⋅ Michal Klein ⋅ Marco Cuturi
[ OpenReview] 
Poster
None
Parameter Manifold Purification
Jiacong Hu ⋅ Jinxun Wu ⋅ Shengxuming Zhang ⋅ Shunyu Liu ⋅ Haofei Zhang ⋅ Mingli Song ⋅ Zunlei Feng
[ OpenReview] 
Poster
None
When to Think, When to Speak: Learning Disclosure Policies for Large Language Model Reasoning
Jiaqi Wei ⋅ Xuehang Guo ⋅ Pengfei Yu ⋅ Xiang Zhang ⋅ Wanli Ouyang ⋅ Siqi Sun ⋅ Qingyun Wang ⋅ Chenyu You
[ Poster]  [ OpenReview] 
Poster
None
AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Web
Shanshan Zhong ⋅ Kate Shen ⋅ Chenyan Xiong
[ OpenReview] 
Poster
None
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards
Yiran Shen ⋅ Yu Xia ⋅ Jonathan Chang ⋅ Prithviraj Ammanabrolu
[ OpenReview] 
Poster
None
Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
Cai Zhou ⋅ Chenxiao Yang ⋅ Yi Hu ⋅ Chenyu Wang ⋅ Chubin Zhang ⋅ Muhan Zhang ⋅ Lester Mackey ⋅ Tommi Jaakkola ⋅ Stephen Bates ⋅ Dinghuai Zhang
[ Slides]  [ OpenReview] 
Poster
None
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
Wenhao Wu ⋅ Zhentao Tang ⋅ Yafu Li ⋅ Shixiong Kai ⋅ Mingxuan Yuan ⋅ Zhenhong Sun ⋅ Chunlin Chen ⋅ Zhi Wang
[ OpenReview] 
Poster
None
Mechanisms of Introspective Awareness
Uzay Macar ⋅ Li Yang ⋅ Atticus Wang ⋅ Peter Wallich ⋅ Emmanuel Ameisen ⋅ Jack Lindsey
[ OpenReview] 
Poster
None
Factor-Wise Homogeneity of Slot-Attention for Continual Object-Centric Learning
Ilmin Kang ⋅ Hoyong Kim ⋅ Bang Seungju ⋅ Minwoo Kang ⋅ Kangil Kim
[ OpenReview] 
Poster
None
Time Series, Vision, and Language: Exploring the Limits of Alignment in Contrastive Representation Spaces
Pratham Yashwante ⋅ Rose Yu
[ OpenReview] 
Poster
None
Generative Online Reinforcement Learning
Chubin Zhang ⋅ Zhenglin Wan ⋅ Feng Chen ⋅ Fuchao Yang ⋅ Lang Feng ⋅ Yaxin Zhou ⋅ Xingrui Yu ⋅ Yang You ⋅ Ivor Tsang ⋅ Bo An
[ OpenReview] 
Poster
None
Flow Inverse Reinforcement Learning
Zhenglin Wan ⋅ Jingxuan Wu ⋅ Xingrui Yu ⋅ Chubin Zhang ⋅ Mingcong Lei ⋅ Bo An ⋅ Ivor Tsang ⋅ Yang You
[ OpenReview] 
Poster
None
Learnable Kernel Density Estimation for Graphs and Its Application to Graph-Level Anomaly Detection
Xudong Wang ⋅ Ziheng Sun ⋅ Chris Ding ⋅ Jicong Fan
[ OpenReview] 
Poster
None
Generalized Discrete Diffusion with Self-Correction
Linxuan Wang ⋅ Ziyi Wang ⋅ Yikun Bai ⋅ Wei Deng ⋅ Guang Lin ⋅ Qifan Song
[ OpenReview] 
Poster
None
Let EEG Models Learn EEG
Yifan Wang ⋅ Yijia Ma ⋅ Wen Li ⋅ Chenyu You
[ OpenReview] 
Poster
None
ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
Minxu Liu ⋅ Donghai Guan ⋅ Chuhang Zheng ⋅ Chunwei Tian ⋅ Jie Wen ⋅ Qi Zhu
[ OpenReview] 
Poster
None
Autoregression with Self-Token Prediction
Chen Dengsheng ⋅ Yangming Shi ⋅ Enhua Wu
[ OpenReview] 
Poster
None
Preference-Modulated Structural Attention for Multi-Objective Combinatorial Optimization
Rongsheng Jia ⋅ Yifan Zhang ⋅ Jun Zhang ⋅ Jian Cheng
[ OpenReview] 
Poster
None
ANTiC: Adaptive Neural Temporal In Situ Compressor
Sandeep Suresh Cranganore ⋅ Andrei Bodnar ⋅ Gianluca Galletti ⋅ Fabian Paischer ⋅ Johannes Brandstetter
[ OpenReview] 
Poster
None
Sharper Generalization Guarantees for Asynchronous SGD: Beyond Lipschitzness, Smoothness and Data Homogeneity
Yufeng Xie ⋅ Yunwen Lei
[ OpenReview] 
Poster
None
Scaling Transformers for End-to-End Discrete Audio Tokenization
Yitian Gong ⋅ Kuangwei Chen ⋅ Zhaoye Fei ⋅ Xiaogui Yang ⋅ Ke Chen ⋅ Yang Wang ⋅ Kexin Huang ⋅ Mingshu Chen ⋅ Ruixiao Li ⋅ Qinyuan Cheng ⋅ Shimin Li ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience
Yang Wu ⋅ Junran Pan ⋅ Yifan Zhang ⋅ Ning Xu ⋅ Fanshuo Zeng ⋅ Jian Cheng
[ OpenReview] 
Poster
None
Adaptive Residual-Update Steering for Low-Overhead Hallucination Mitigation in Large Vision-Language Models
Zhengtao Zou ⋅ Ya Gao ⋅ Jiarui Guan ⋅ Bin Li ⋅ Pekka Marttinen
[ OpenReview] 
Poster
None
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
Xudong Ling ⋅ Lichaorong ⋅ Huang Tianxi ⋅ Qian Dong ⋅ Guiduo Duan
[ Poster]  [ OpenReview] 
Poster
None
Machine Learning Hamiltonians are Accurate Energy-Force Predictors
Seongsu Kim ⋅ Chanhui Lee ⋅ Yoonho Kim ⋅ Seongjun Yun ⋅ Honghui Kim ⋅ Nayoung Kim ⋅ Changyoung Park ⋅ Sehui Han ⋅ Sungbin Lim ⋅ Sungsoo Ahn
[ OpenReview] 
Poster
None
Global Credit Assignment via Dynamical Criticality
Wentao Wang ⋅ Keren Gao ⋅ Guozhang Chen
[ OpenReview] 
Poster
None
Beyond Problem Solving: UOJ-Bench for Evaluating Code Generation, Hacking, and Repair in Competitive Programming
Tingqiang Xu ⋅ Hangrui Zhou ⋅ Tianle Cai ⋅ Alex Gu ⋅ Kaifeng Lyu
[ OpenReview] 
Poster
None
Fast and Scalable Analytical Diffusion
Xinyi Shang ⋅ Peng Sun ⋅ Jingyu Lin ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
Opt-Miner: Empowering Information-Seeking Agent with Tree-Guided Data Synthesis for Optimization Modeling
Haoyang Liu ⋅ Yuyang Cai ⋅ Jie Wang ⋅ Xiongwei Han ⋅ Minyang Hu ⋅ Shuqi LIU ⋅ Mingxuan Yuan ⋅ Jianye Hao ⋅ Feng Wu
[ OpenReview] 
Poster
None
DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
Jingyu Lin ⋅ Xinyi Shang ⋅ Peng Sun ⋅ Cunjian Chen ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
HyMTRL: A Hybrid Multi-Task Reinforcement Learning Framework via Phased Policy Evolution
Jinmin He ⋅ Kai Li ⋅ Xiaoyi Dong ⋅ Yifan Zang ⋅ Yuheng Jing ⋅ Yifan Zhang ⋅ Junliang Xing ⋅ Jian Cheng
[ OpenReview] 
Poster
None
IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination
Yuanshuai Li ⋅ Yuping Yan ⋅ Jirui Han ⋅ Fei Ming ⋅ Lingjuan Lyu ⋅ Yaochu Jin
[ OpenReview] 
Poster
None
TransLight: Image-Guided Customized Lighting Control with Generative Decoupling
Zongming Li ⋅ Lianghui Zhu ⋅ Haocheng Shen ⋅ Longjin Ran ⋅ Wenyu Liu ⋅ Xinggang Wang
[ OpenReview] 
Poster
None
Local Minima in Quadratic-Penalty Relaxations of Binary Linear Programs
Cheng-Han Huang ⋅ Yongliang Sun ⋅ Chaoyan Huang ⋅ Ismail Alkhouri ⋅ Rongrong Wang
[ OpenReview] 
Poster
None
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
Yuan Xie ⋅ Tianshui Chen ⋅ Zheng Ge ⋅ Lionel Ni
[ OpenReview] 
Poster
None
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models
Juncheng Wu ⋅ Hardy Chen ⋅ Haoqin Tu ⋅ Xianfeng Tang ⋅ Freda Shi ⋅ Hui Liu ⋅ Hanqing Lu ⋅ Cihang Xie ⋅ Yuyin Zhou
[ OpenReview] 
Poster
None
Towards Understanding the Dynamics of Low-Rank Adaptation
Shu Ding ⋅ Yang Peng ⋅ Hangan Zhou ⋅ Xinyu Lu ⋅ Shangwei Chen ⋅ Junhua Huang ⋅ Mingxuan Yuan ⋅ Wei Wang
[ OpenReview] 
Poster
None
FairRARI: A Plug and Play Framework for Fairness-Aware PageRank
Emmanouil Kariotakis ⋅ Aritra Konar
[ OpenReview] 
Poster
None
Adaptive Memory Retention in Dynamic Graphs
Fabrizio De Castelli ⋅ Alessio Gravina ⋅ Moshe Eliasof ⋅ Carola-Bibiane Schönlieb ⋅ Davide Bacciu
[ OpenReview] 
Poster
None
Turning Back Without Forgetting: Selective Backward Refinement for Parameter-Efficient Continual Learning
Anushka Tiwari ⋅ Kaiyi Ji
[ OpenReview] 
Poster
None
Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
Jiawei Gu ⋅ Fengyuan Nie ⋅ Hao Tang ⋅ Yanpeng Sun
[ OpenReview] 
Poster
None
A Diffusive Classification Loss for Learning Energy-based Generative Models
RuiKang OuYang ⋅ Louis Grenioux ⋅ Jose Miguel Hernandez-Lobato
[ OpenReview] 
Poster
None
On Densest $k$-Subgraph Mining and Diagonal Loading: Optimization Landscape and Finite-Step Exact Convergence Analysis
Qiheng Lu ⋅ Nicholas Sidiropoulos ⋅ Aritra Konar
[ OpenReview] 
Poster
None
Discriminative Visual Process Rewards for Scaling Thinking at Test-Time with Images
Bo-Wen Yin ⋅ Qize Yang ⋅ Boyuan Sun ⋅ Xihan Wei ⋅ Qibin Hou
[ OpenReview] 
Poster
None
From Intent to Solver Code: Semantic Alignment in Optimization Modeling
Yansen Zhang ⋅ Qingcan Kang ⋅ Yujie chen ⋅ Yufei Wang ⋅ Xiongwei Han ⋅ Tao Zhong ⋅ Mingxuan Yuan ⋅ Chen Ma
[ OpenReview] 
Poster
None
Randomized Feasibility Methods for Constrained Optimization with Adaptive Step Sizes
Abhishek Chakraborty ⋅ Angelia Nedich
[ OpenReview] 
Poster
None
MUSE: Resolving Manifold Misalignment in Visual Tokenization via Topological Orthogonality
Panqi Yang ⋅ Haodong Jing ⋅ Jiahao Chao ⋅ Tingyan Xiang ⋅ Li Lin ⋅ Yao Hu ⋅ Yang Luo ⋅ Yongqiang Ma
[ OpenReview] 
Poster
None
On the Learning Dynamics of RLVR at the Edge of Competence
Yu Huang ⋅ Zixin Wen ⋅ Yuejie Chi ⋅ Yuting Wei ⋅ Aarti Singh ⋅ Yingbin LIANG ⋅ Yuxin Chen
[ OpenReview] 
Poster
None
Divide and Learn: Multi-Objective Combinatorial Optimization at Scale
Esha Singh ⋅ Dongxia Wu ⋅ Chien-Yi Yang ⋅ Tajana Rosing ⋅ Rose Yu ⋅ Yian Ma
[ OpenReview] 
Poster
None
Accuracy-First Rényi Differential Privacy and Post-Processing Immunity
Ossi Räisä ⋅ Antti Koskela ⋅ Antti Honkela
[ OpenReview] 
Poster
None
Video-Based Optimal Transport for Feedback-Efficient Offline Preference-Based Reinforcement Learning
Minh-Tung Luu ⋅ Hwanhee Kim ⋅ Younghwan Lee ⋅ Chang Yoo
[ OpenReview] 
Poster
None
Understanding LoRA as Knowledge Memory: An Empirical Analysis
Seungju Back ⋅ Dongwoo Lee ⋅ Naun Kang ⋅ Taehee Lee ⋅ S. K. Hong ⋅ Youngjune Gwon ⋅ Sungjin Ahn
[ OpenReview] 
Poster
None
ConvexBench: Can LLMs Recognize Convex Functions?
Yepeng Liu ⋅ Yu Huang ⋅ Yu-Xiang Wang ⋅ Yingbin LIANG ⋅ Yuheng Bu
[ OpenReview] 
Poster
None
Fast-SAM3D: 3Dfy Anything in Images but Faster
Weilun Feng ⋅ Mingqiang Wu ⋅ zhiliang chen ⋅ Chuanguang Yang ⋅ Haotong Qin ⋅ Yuqi Li ⋅ Xiaokun Liu ⋅ Guoxin Fan ⋅ Zhulin An ⋅ Libo Huang ⋅ Yulun Zhang ⋅ Michele Magno ⋅ Yongjun Xu
[ OpenReview] 
Poster
None
WorldCache: Accelerating World Models for Free via Heterogeneous Token Caching
Weilun Feng ⋅ Guoxin Fan ⋅ Haotong Qin ⋅ Chuanguang Yang ⋅ Mingqiang Wu ⋅ Yuqi Li ⋅ Xiangqi Li ⋅ Zhulin An ⋅ Libo Huang ⋅ Dingrui Wang ⋅ Longlong Liao ⋅ Michele Magno ⋅ Yongjun Xu
[ OpenReview] 
Poster
None
User-Aware Active Knowledge Acquisition for Emotional Support Dialogue
Mufan Xu ⋅ Kehai Chen ⋅ Jiahao Hu ⋅ Xinchao Xu ⋅ Muyun Yang ⋅ Tiejun Zhao ⋅ Min zhang
[ OpenReview] 
Poster
None
Attacks on Machine-Text Detectors Retain Stylistic Fingerprints
Rafael Rivera Soto ⋅ Barry Chen ⋅ Nicholas Andrews
[ OpenReview] 
Poster
None
Reinforcement Learning with Verifiable Rewards: GRPO's Loss, Dynamics, and Success Amplification
Youssef Mroueh
[ OpenReview] 
Poster
None
Expert-level Leaf Cell Layout Generation via Preference-Optimized LLM
Yaohui Han ⋅ Rongliang Fu ⋅ Yanming Liu ⋅ Shuo Ren ⋅ Shuai Dong ⋅ Yunpeng Wang ⋅ Tinghuan Chen ⋅ Bei Yu ⋅ Tsung-Yi Ho
[ OpenReview] 
Poster
None
EmBrace: A Collective Knowledge Fusion Framework Toward Unified EEG Foundation Models
Ziyu Jia ⋅ Junyi Lin ⋅ Pu Wan ⋅ Jinxin Pi ⋅ Jingying Ma ⋅ Xinliang Zhou ⋅ Peiliang Gong ⋅ Yi Ding ⋅ Chenyu Liu
[ OpenReview] 
Poster
None
Position: LLM Benchmark Datasets should be Contamination-Resistant
Ali Al-Lawati ⋅ Jason Lucas ⋅ Dongwon Lee ⋅ Suhang Wang
[ OpenReview] 
Poster
None
D-ARL: A Distribution-Matched Asynchronous Reinforcement Learning Framework for Language Reasoning
白 寅岐 ⋅ Tong Xialiang ⋅ Jie Wang ⋅ Hongyu Liu ⋅ Longdi Pan ⋅ Jiashuo Li ⋅ Zehao Wang ⋅ Jianye Hao ⋅ Mingxuan Yuan ⋅ Feng Wu
[ OpenReview] 
Poster
None
LERD: Latent Event-Relational Dynamics for Neurodegenerative Classification
Yicheng Feng ⋅ Hairong Chen ⋅ Ziyu Jia ⋅ Samir Bhatt ⋅ Hengguan Huang
[ OpenReview] 
Poster
None
Rectifying Gradient Trajectories: A Hierarchical Geometric Framework with Structural Constraints for Few-Shot EEG Adaptation
Hanbo Zhang ⋅ Jincan Zhang ⋅ Hairong Chen ⋅ Zhihe Chen ⋅ Ziyu Jia
[ OpenReview] 
Poster
None
StructMamPose: From Sequential Perception to Structural Reasoning for 3D Human Pose Estimation
Jiahong Jiang ⋅ Miao Zhang ⋅ Leiye Liu ⋅ Yao Cui ⋅ Jingjing Li ⋅ Wei Ji ⋅ Yongri Piao ⋅ Huchuan Lu
[ OpenReview] 
Poster
None
The ACE Protocol: Operationalizing Language Model Activations for Better Calibration and Utility
Nishant Subramani ⋅ Palash Goyal ⋅ Yiwen Song ⋅ Mani Malek ⋅ Yuan Xue ⋅ Tomas Pfister ⋅ Hamid Palangi
[ OpenReview] 
Poster
None
ASRU: Activation Steering Meets Reinforcement Unlearning for Multimodal Large Language Models
Jiahui Guang ⋅ Yingjie Zhu ⋅ Haiyan Wang ⋅ Cuiyun Gao ⋅ Jing Li ⋅ Di Shao ⋅ Zhaoquan Gu
[ OpenReview] 
Poster
None
Spiral RoPE: Rotate Your Rotary Positional Embeddings in the 2D Plane
Haoyu Liu ⋅ Sucheng Ren ⋅ Tingyu Zhu ⋅ Peng Wang ⋅ Cihang Xie ⋅ Alan Yuille ⋅ Zeyu Zheng ⋅ Feng Wang
[ Poster]  [ OpenReview] 
Poster
None
TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems
Md Atik Ahamed ⋅ Mihir Parmar ⋅ Palash Goyal ⋅ Yiwen Song ⋅ Long T. Le ⋅ Qiang (Shaun) Cheng ⋅ Chun-Liang Li ⋅ Hamid Palangi ⋅ Jinsung Yoon ⋅ Tomas Pfister
[ OpenReview] 
Poster
None
Opt-Verifier: Unleashing the Power of LLMs for Optimization Modeling via Dual-Side Verification
Haoyang Liu ⋅ Jie Wang ⋅ Boxuan Niu ⋅ Xiongwei Han ⋅ Yian Xu ⋅ Mingxuan Ye ⋅ Zijie Geng ⋅ Fangzhou Zhu ⋅ Tao Zhong ⋅ Mingxuan Yuan ⋅ Jianye Hao
[ OpenReview] 
Poster
None
Beyond Global Alignment: Fine-Grained Motion-Language Retrieval via Pyramidal Shapley-Taylor Learning
Hanmo Chen ⋅ Guangtao Lyu ⋅ Chenghao Xu ⋅ Jiexi Yan ⋅ Xu Yang ⋅ Cheng Deng
[ OpenReview] 
Poster
None
Position: From Crowdsourcing to Crowd-LLM-Sourcing and LLM-Sourcing
Jiyi Li
[ OpenReview] 
Poster
None
Dream-MPC: Gradient-Based Model Predictive Control with Latent Imagination
Jonathan Spieler ⋅ Sven Behnke
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Think Fast and Slow: Step-Level Cognitive Depth Adaptation for LLM Agents
Ruihan Yang ⋅ Fanghua Ye ⋅ Xiang Wei ⋅ Ruoqing Zhao ⋅ Kang Luo ⋅ Xinbo Xu ⋅ Bo Zhao ⋅ Ruotian Ma ⋅ Shanyi Wang ⋅ Zhaopeng Tu ⋅ Xiaolong Li ⋅ Deqing Yang ⋅ Liefeng Bo
[ OpenReview] 
Poster
None
$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
Bingxuan Zhao ⋅ Qing Zhou ⋅ Yu Wang ⋅ Chuang Yang ⋅ Qi Wang
[ OpenReview] 
Poster
None
Conformal Policy Control
Drew Prinster ⋅ Clara Fannjiang ⋅ Ji Won Park ⋅ Kyunghyun Cho ⋅ Anqi Liu ⋅ Suchi Saria ⋅ Samuel Stanton
[ OpenReview] 
Poster
None
Robust Sequential Experimental Design for A/B Testing
Qianglin Wen ⋅ Xiangkun Wu ⋅ Chengchun Shi ⋅ Ting Li ⋅ Niansheng Tang ⋅ Yingying Zhang ⋅ Hongtu Zhu
[ Poster]  [ OpenReview] 
Poster
None
Influence-Guided Symbolic Regression: Scientific Discovery via LLM-Driven Equation Search with Granular Feedback
Evgeny S. Saveliev ⋅ Samuel Holt ⋅ Nabeel Seedat ⋅ David Bentley ⋅ Jim Weatherall ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
Chain-of-Goals Hierarchical Policy for Long-Horizon Offline Goal-Conditioned RL
Jinwoo Choi ⋅ Sang-Hyun Lee ⋅ Seung-Woo Seo
[ OpenReview] 
Poster
None
IO-Adam: Rethinking Memory-Efficient Adaptive Optimizers from Gradient Computation
Yiting Chen ⋅ Zongwei Huo ⋅ Junchi Yan
[ OpenReview] 
Poster
None
Position: The AI Imperative: Scaling High-Quality Peer Review in Machine Learning
Qiyao Wei ⋅ Samuel Holt ⋅ Jing Yang ⋅ Markus Wulfmeier ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training
Yijiang Li ⋅ Emon Dey ⋅ Zilinghan Li ⋅ Krishnan Raghavan ⋅ Ravi Madduri ⋅ Kibaek Kim
[ OpenReview] 
Poster
None
Designing Observation and Action Models for Efficient Reinforcement Learning with LLMs
Deunsol Yoon ⋅ Sunghoon Hong ⋅ Whiyoung Jung ⋅ Junseok Park ⋅ Geon-Hyeong Kim ⋅ Woohyung Lim ⋅ Soonyoung Lee ⋅ Seung Hwan Kim ⋅ Kanghoon Lee
[ OpenReview] 
Poster
None
FedHPro: Federated Hyper-Prototype Learning via Gradient Matching
Huan Wang ⋅ Jun Shen ⋅ Haoran Li ⋅ Zhenyu Yang ⋅ Jun Yan ⋅ Ousman Manjang ⋅ Yanlong Zhai ⋅ Di Wu ⋅ Guansong Pang
[ Slides]  [ OpenReview] 
Poster
None
SDiD：Shared diffusion prior for efficient distributed stereo image compression
Yichong Xia ⋅ Yimin Zhou ⋅ Zongyu Li ⋅ Shiyu Qin ⋅ Mingyao Hong ⋅ Bin Chen ⋅ Haoqian Wang
[ OpenReview] 
Poster
None
When Replanning Becomes the Bottleneck: Budgeted Replanning for Embodied Agents
Shuaijun Liu ⋅ Feiyang You ⋅ Xingwei Chen ⋅ Ningxin Su
[ OpenReview] 
Poster
None
General Synthetic-Powered Inference
Meshi Bashari ⋅ Yonghoon Lee ⋅ Roy Lotan ⋅ Edgar Dobriban ⋅ Yaniv Romano
[ OpenReview] 
Poster
None
Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs
Zhiyang Chen ⋅ Tara Saba ⋅ Xun Deng ⋅ Xujie Si ⋅ Fan Long
[ OpenReview] 
Poster
None
FasterVAR: Plug-and-Play Acceleration for Visual Autoregressive Models
Senmao Li ⋅ Kai Wang ⋅ Salman Khan ⋅ Fahad Khan ⋅ jian Yang ⋅ Yaxing Wang
[ OpenReview] 
Poster
None
FUSE: Ensembling Verifiers with Zero Labeled Data
Joonhyuk Lee ⋅ Virginia L. ⋅ Sarah Zhao ⋅ Yash Nair ⋅ Asher Spector ⋅ Regev Cohen ⋅ Emmanuel J Candes
[ OpenReview] 
Poster
None
Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation
Chenyu Hui ⋅ Xiaodi Huang ⋅ Siyu Xu ⋅ Yunke Wang ⋅ Shan You ⋅ Fei Wang ⋅ Tao Huang ⋅ Chang Xu
[ OpenReview] 
Poster
None
DGS-Net: Distillation-Guided Gradient Surgery for CLIP Fine-Tuning in AI-Generated Image Detection
Jiazhen Yan ⋅ Ziqiang Li ⋅ Fan Wang ⋅ Boyu Wang ⋅ Ziwen He ⋅ Zhangjie Fu
[ OpenReview] 
Poster
None
Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model
Danush Kumar Venkatesh ⋅ Adam Schmidt ⋅ Muhammad Abdullah Jamal ⋅ Omid Mohareri
[ OpenReview] 
Poster
None
Emergence of Exploration in Policy Gradient Reinforcement Learning via Retrying
Soichiro Nishimori ⋅ Paavo Parmas ⋅ Sotetsu Koyamada ⋅ Tadashi Kozuno ⋅ Toshinori Kitamura ⋅ Shin Ishii ⋅ Yutaka Matsuo
[ OpenReview] 
Poster
None
Advancing LLM Reasoning with Natural Language and Numerical Feedback
Xiaoying Zhang ⋅ Yipeng Zhang ⋅ Hao Sun ⋅ Kaituo Feng ⋅ Chaochao Lu ⋅ Chao Yang ⋅ Helen M Meng
[ OpenReview] 
Poster
None
LAMP: Data-Efficient Linear Affine Weight-Space Models for Parameter-Controlled 3D Shape Generation and Extrapolation
Ghadi Nehme ⋅ Yanxia Zhang ⋅ Dule Shu ⋅ Matthew Klenk ⋅ Faez Ahmed
[ OpenReview] 
Poster
None
Vegas: Self-Speculative Decoding with Verification-Guided Sparse Attention
Yikang Yue ⋅ Yuqi Xue ⋅ Jian Huang
[ OpenReview] 
Poster
None
MFCL Audio: An Audio Function Calling Evaluation for Large Language Models
Huanzhi Mao ⋅ Aditya Ghai ⋅ Imra Dawoodani ⋅ Tony Ginart ⋅ Shishir G. Patil ⋅ John Emmons ⋅ Joseph E Gonzalez
[ OpenReview] 
Poster
None
FrontierCS: Evolving Challenges for Evolving Intelligence
Qiuyang Mang ⋅ Wenhao Chai ⋅ Zhifei Li ⋅ Huanzhi Mao ⋅ Shang Zhou ⋅ Alexander Du ⋅ Hanchen Li ⋅ Shu Liu ⋅ Edwin Chen ⋅ Yichuan Wang ⋅ Xieting Chu ⋅ Zerui Cheng ⋅ Yuan Xu ⋅ Tian Xia ⋅ Zirui Wang ⋅ Tianneng Shi ⋅ Jianzhu Yao ⋅ Yilong Zhao ⋅ Qizheng Zhang ⋅ Charlie Ruan ⋅ Zeyu Shen ⋅ Kaiyuan Liu ⋅ Zhaoyang Hong ⋅ Alex Gu ⋅ Ziyi Zhang ⋅ Runyuan He ⋅ Dong Xing ⋅ Zerui Li ⋅ Zirong Zeng ⋅ Yige Jiang ⋅ Lufeng Cheng ⋅ Ziyi Zhao ⋅ Youran Sun ⋅ Suyang Zhong ⋅ Junpeng Wang ⋅ Donglin Li ⋅ Wenyuan Huang ⋅ Jialiang Gu ⋅ Wesley Zheng ⋅ Wangmeiyu Zhang ⋅ Ruyi Ji ⋅ Xuechang Tu ⋅ Zihan Zheng ⋅ Zhaozi Wang ⋅ Zexing Chen ⋅ Jingbang Chen ⋅ JIALU ZHANG ⋅ Aleksandra Korolova ⋅ Peter Henderson ⋅ Pramod Viswanath ⋅ Vijay Ganesh ⋅ Saining Xie ⋅ Zhuang Liu ⋅ Dawn Song ⋅ Sewon Min ⋅ Ion Stoica ⋅ Joseph E Gonzalez ⋅ Jingbo Shang ⋅ Alvin Cheung
[ OpenReview] 
Poster
None
From Parameters to Data: A Task-Parameter-Guided Fine-Tuning Pipeline for Efficient LLM Alignment
Hao Chen ⋅ Qi Zhang ⋅ Liyao Li ⋅ Zhanming Shen ⋅ Wentao Ye ⋅ Lirong Gao ⋅ NINGTAO WANG ⋅ Xing Fu ⋅ Xiaoyu Shen ⋅ Junbo Zhao
[ OpenReview] 
Poster
None
Can Large Language Models Generalize Procedures Across Representations?
Fangru Lin ⋅ Valentin Hofmann ⋅ Xingchen Wan ⋅ Weixing Wang ⋅ Zifeng Ding ⋅ Anthony Cohn ⋅ Janet Pierrehumbert
[ OpenReview] 
Poster
None
LLM-Guided Loop Bound Generation for Program Termination Verification
Zan Gong ⋅ Biting Huang ⋅ Fei He
[ OpenReview] 
Poster
None
Selling Data as a Digital Good with Scaling Valuations
Xiaotie Deng ⋅ Yanru Guan ⋅ Ningyuan Li ⋅ Zihe Wang ⋅ Jie Zhang
[ OpenReview] 
Poster
None
Characterizing Agents in Production
Melissa Pan ⋅ Negar Arabzadeh ⋅ Riccardo Cogo ⋅ Yuxuan Zhu ⋅ Alexander Xiong ⋅ Lakshya A Agrawal ⋅ Huanzhi Mao ⋅ Emma Shen ⋅ Sid Pallerla ⋅ Liana Patel ⋅ Shu Liu ⋅ Tianneng Shi ⋅ Xiaoyuan Liu ⋅ Jared Davis ⋅ Emmanuele Lacavalla ⋅ Alessandro Basile ⋅ Shuyi Yang ⋅ Paul Castro ⋅ Daniel Kang ⋅ Koushik Sen ⋅ Dawn Song ⋅ Joseph E Gonzalez ⋅ Ion Stoica ⋅ Matei Zaharia ⋅ Marquita Ellis
[ OpenReview] 
Poster
None
Training-Trajectory-Aware Token Selection
Zhanming Shen ⋅ Jiaqi Hu ⋅ Zeyu Qin ⋅ Hao Chen ⋅ Wentao Ye ⋅ Zenan Huang ⋅ Yihong Zhuang ⋅ Guoshan Lu ⋅ Junlin Zhou ⋅ Junbo Zhao
[ OpenReview] 
Poster
None
A Bayesian Approach to Quantify the Uncertainty of Human Ratings in a Single-Instance Multimodal Framework
Zijian Chen ⋅ Archana Venkataraman
[ OpenReview] 
Poster
None
3DGS-HPC: Distractor-free 3D Gaussian Splatting with Hybrid Patch-wise Classification
Jiahao Chen ⋅ Yipeng Qin ⋅ Ganlong Zhao ⋅ Xin Li ⋅ Wenping Wang ⋅ Guanbin Li
[ OpenReview] 
Poster
None
Gauge-Equivariant Graph Networks via Self-Interference Cancellation
Yoonhyuk Choi ⋅ Jiho Choi ⋅ Jiwoo Kang
[ OpenReview] 
Poster
None
Bootstrapped Exploration with Causal Reasoning: A Training Paradigm for Adaptive Forecasting Agent
Qingwen Zeng ⋅ Dajun Guo ⋅ Zhaoge Bi ⋅ lining chen ⋅ Jushang Qiu ⋅ Yitian Yang ⋅ Carl Yang ⋅ Huaming Chen ⋅ Ling Chen
[ OpenReview] 
Poster
None
MME-Reasoning: A Broad-Spectrum Benchmark for Evaluating Logical Reasoning in MLLMs
Jiakang Yuan ⋅ Tianshuo Peng ⋅ Yilei Jiang ⋅ Yiting Lu ⋅ Renrui Zhang ⋅ Kaituo Feng ⋅ Chaoyou Fu ⋅ Tao Chen ⋅ LEI BAI ⋅ Bo Zhang
[ OpenReview] 
Poster
None
CAMP: Coherent Alignment of Multimodal Prototypes for Explainable Complementary Learning
Alvaro Lopez Pellicer ⋅ Eoin M Kenny ⋅ Simran Lamba ⋅ Shubham Sharma ⋅ Plamen Angelov ⋅ Saumitra Mishra
[ OpenReview] 
Poster
None
From Human Labels to Literature: Semi-Supervised Learning of NMR Chemical Shifts at Scale
Yongqi Jin ⋅ Yecheng Wang ⋅ Jun-jie Wang ⋅ Rong Zhu ⋅ Guolin Ke ⋅ Weinan E
[ OpenReview] 
Poster
None
(Doubly) Exponential Lower Bounds for Follow the Regularized Leader in Potential Games
Ioannis Anagnostides ⋅ Ioannis Panageas ⋅ Nikolas Patris ⋅ Tuomas Sandholm
[ OpenReview] 
Poster
None
Mitigating Conversational Inertia in Multi-Turn Agents
Yang Wan ⋅ Zheng Cao ⋅ Zhenhao Zhang ⋅ Zhengwen Zeng ⋅ Shuheng Shen ⋅ Changhua Meng ⋅ Linchao Zhu
[ OpenReview] 
Poster
None
MapDream: Task-Driven Map Learning for Vision-Language Navigation
Guoxin Lian ⋅ Shuo Wang ⋅ Yucheng Wang ⋅ Yongcai Wang ⋅ Maiyue Chen ⋅ kaihui.wang ⋅ Bo Zhang ⋅ Zhizhong Su ⋅ Deying Li ⋅ Zhaoxin Fan
[ OpenReview] 
Poster
None
Shifting the Breaking Point of Flow Matching for Multi-Instance Editing
Carmine Zaccagnino ⋅ Fabio Quattrini ⋅ Enis Simsar ⋅ Marta Gazulla ⋅ Rita Cucchiara ⋅ Alessio Tonioni ⋅ Silvia Cascianelli
[ OpenReview] 
Poster
None
TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
Mingwei Li ⋅ Hehe Fan ⋅ Yi Yang
[ OpenReview] 
Poster
None
PortraitRL: Reinforcement Learning for Personalized Portrait Pose Transfer with Multi-Objective Reward Modeling
Jiahui Wu ⋅ Zelong Sun ⋅ Yanbiao Ma ⋅ Zhiwu Lu
[ OpenReview] 
Poster
None
The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
Rongzhe Wei ⋅ Peizhi Niu ⋅ Xinjie Shen ⋅ Tony Tu ⋅ Yifan Li ⋅ Ruihan Wu ⋅ Eli Chien ⋅ Pin-Yu Chen ⋅ Olgica Milenkovic ⋅ Pan Li
[ OpenReview] 
Poster
None
Mixture of Horizons in Action Chunking
Dong Jing ⋅ Gang Wang ⋅ Jiaqi Liu ⋅ Weiliang Tang ⋅ Zelong Sun ⋅ Yunchao Yao ⋅ Zhenyu Wei ⋅ Yunhui Liu ⋅ Zhiwu Lu ⋅ Mingyu Ding
[ OpenReview] 
Poster
None
Equilibrium Pricing in Oligopolistic Data Markets
Bhaskar Ray Chaudhury ⋅ Jugal Garg ⋅ Eklavya Sharma ⋅ Jiaxin Song
[ OpenReview] 
Poster
None
Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
Subba Reddy Oota ⋅ Satya Sai Srinath Namburi GNVV ⋅ Vijay Rowtula ⋅ Khushbu Pahwa ⋅ Anant Khandelwal ⋅ Manish Gupta ⋅ Tanmoy Chakraborty ⋅ Bapi Surampudi
[ OpenReview] 
Poster
None
HilbertA: Hilbert-Curve–Aligned Sparse Attention for 2D Structured Data
Shaoyi Zheng ⋅ Wenbo Lu ⋅ Yuxuan Xia ⋅ Shenji Wan
[ OpenReview] 
Poster
None
Scalable and Differentiable Point-Cloud Registration Using Maximum Mean Discrepancy
Rixon Crane ⋅ Fahira Afzal Maken ⋅ Nicholas Lawrance ⋅ Stanislav Funiak ⋅ Kasra Khosoussi ⋅ Ming Xu ⋅ Russell Tsuchida
[ OpenReview] 
Poster
None
Revealing Behavioral Plasticity in Large Language Models: A Token-Conditional Perspective
Liyuan Mao ⋅ Le Yu ⋅ Jing Zhou ⋅ Chujie Zheng ⋅ Bowen Yu ⋅ Chang Gao ⋅ Shixuan Liu ⋅ An Yang ⋅ Weinan Zhang ⋅ Junyang Lin
[ OpenReview] 
Poster
None
Beyond Attention Imbalance: Mitigating Hallucinations via Spectral Surgery
Siqi Lu ⋅ Wei Suo ⋅ Yongbin Zheng ⋅ Jianhang Yao ⋅ Wanying XU ⋅ Peng Wang
[ Poster]  [ OpenReview] 
Poster
None
Training-Free Sparse Attention for Fast Video Generation via Offline Layer-Wise Sparsity Profiling and Online Bidirectional Co-Clustering
Jiayi Luo ⋅ Jiayu Chen ⋅ Jiankun Wang ⋅ Cong Wang ⋅ Hanxin Zhu ⋅ Qingyun Sun ⋅ Chen Gao ⋅ Zhibo Chen ⋅ Jianxin Li
[ OpenReview] 
Poster
None
Pair2Scene: Learning Local Object Relations for Procedural Scene Generation
Xingjian Ran ⋅ Shujie Zhang ⋅ Weipeng Zhong ⋅ Luo Li ⋅ Bo Dai
[ Poster]  [ OpenReview] 
Poster
None
ConceptMoE: Adaptive Token-to-Concept Compression for Implicit Compute Allocation
Zihao Huang ⋅ Jundong Zhou ⋅ Xingwei Qu ⋅ Qiyang Min ⋅ Ge Zhang
[ OpenReview] 
Poster
None
Gradient Regularization Prevents Reward Hacking in Reinforcement Learning from Human Feedback and Verifiable Rewards
Johannes Ackermann ⋅ Michael Noukhovitch ⋅ Takashi Ishida ⋅ Masashi Sugiyama
[ OpenReview] 
Poster
None
AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding ⋅ Jianyu Wei ⋅ Yifan Yang ⋅ Shiqi Jiang ⋅ QIANXI ZHANG ⋅ Hao Wu ⋅ Fucheng Jia ⋅ Liang Mi ⋅ Yuxuan Yan ⋅ weijun wang ⋅ Yunxin Liu ⋅ Zhibo Chen ⋅ Ting Cao
[ OpenReview] 
Poster
None
AdaEraser: Training-Free Object Removal via Adaptive Attention Suppression
Dingming Liu
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Position: The Open Benchmark Paradox Must Be Resolved through Sovereign Medical Evaluation
KEONWOO KIM ⋅ Hyeseon Ko ⋅ Hyejeong Jo ⋅ Sewon Kim ⋅ Yera Choi ⋅ JaeDeok Lee ⋅ Heeyoung Kwak ⋅ Yunwook Sung ⋅ Haanju Yoo
[ OpenReview] 
Poster
None
EARL: Towards a Unified Analysis-Guided Reinforcement Learning Framework for Egocentric Interaction Reasoning and Pixel Grounding
Yuejiao Su ⋅ Xinshen ZHANG ⋅ Zhen Ye ⋅ Lei Yao ⋅ Lap-Pui Chau ⋅ Yi Wang
[ Poster]  [ OpenReview] 
Poster
None
FLAG: Foundation model representation with Latent diffusion Alignment via Graph for spatial gene expression prediction
Qi Si ⋅ Penglei Wang ⋅ Yushuai Wu ⋅ Yifeng Jiao ⋅ Xuyang Liu ⋅ Xin Guo ⋅ Yuan Qi ⋅ Yuan Cheng
[ OpenReview] 
Poster
None
A3: an Analytical Low-Rank Approximation Framework for Attention
Jeffrey T. H. Wong ⋅ Cheng Zhang ⋅ Xinye Cao ⋅ Pedro Gimenes ⋅ Christos-Savvas Bouganis ⋅ George Constantinides ⋅ Wayne Luk ⋅ Yiren Zhao
[ OpenReview] 
Poster
None
Universality, Function Composition, and Algorithm Emulation All In-Context
Hong-Yu Chen ⋅ Po-Chiao Lin ⋅ Maojiang Su ⋅ Jerry Yao-Chieh Hu ⋅ Han Liu
[ OpenReview] 
Poster
None
Revenue Efficiency of Correlated Equilibria in First Price Auctions
Anders Bo Ipsen ⋅ Stratis Skoulakis
[ OpenReview] 
Poster
None
What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
Wendao Wu ⋅ Fangqing Zhang ⋅ Haihan Zhang ⋅ Cong Fang
[ OpenReview] 
Poster
None
Prism: Spectral-Aware Block-Sparse Attention
Xinghao Wang ⋅ Pengyu Wang ⋅ Xiaoran Liu ⋅ Fangxu Liu ⋅ Jason Chu ⋅ Kai Song ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
Implicit Preference Alignment for Human Image Animation
Yuanzhi Wang ⋅ Xuhua Ren ⋅ Jiaxiang Cheng ⋅ bing ma ⋅ Kai Yu ⋅ Tianxiang Zheng ⋅ Qinglin Lu ⋅ Zhen Cui
[ OpenReview] 
Poster
None
When Random Saliency Looks Trained: Architectural Center Bias in CNN Interpretability
Keying Kuang ⋅ Iain Carmichael ⋅ Elizabeth Purdom
[ OpenReview] 
Poster
None
Optimal Rates for Feasible Payoff Set Estimation in Games
Annalisa Barbara ⋅ Riccardo Poiani ⋅ Martino Bernasconi ⋅ Andrea Celli
[ OpenReview] 
Poster
None
Noise-Guided Transport: Imitation Learning from Random Priors
Lionel Blondé ⋅ Joao A. Candido Ramos ⋅ Alexandros Kalousis
[ OpenReview] 
Poster
None
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
Poster
None
Contextualized Visual Personalization in Vision-Language Models
Yeongtak Oh ⋅ Sangwon Yu ⋅ Junsung Park ⋅ Han Cheol Moon ⋅ Jisoo Mok ⋅ Sungroh Yoon
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
ScaLoRA: Optimally Scaled Low-Rank Adaptation for Efficient High-Rank Fine-Tuning
Yilang Zhang ⋅ Xiaodong Yang ⋅ Yiwei Cai ⋅ Georgios B. Giannakis
[ OpenReview] 
Poster
None
Procedural Pretraining: Warming Up Language Models with Abstract Data
Liangze Jiang ⋅ Zachary Shinnick ⋅ Anton Hengel ⋅ Hemanth Saratchandran ⋅ Damien Teney
[ OpenReview] 
Poster
None
CE$^4$L: Continual Ego, Exo, and Ego-Exo Learning
Hongwei Yan ⋅ Kanglei Zhou ⋅ Yuchen Liu ⋅ Qingyu Shi ⋅ Yi Zhong ⋅ Liyuan Wang
[ OpenReview] 
Poster
None
LAGEA: Language Guided Embodied Agents for Robotic Manipulation
Abdul Monaf Chowdhury ⋅ Akm Moshiur Rahman Mazumder ⋅ Safaeid Arib ⋅ Rabeya Akter
[ OpenReview] 
Poster
None
Position: AI/ML Deepfake Research is Misaligned with AI Generated Non-Consensual Intimate Imagery (AIG-NCII)
Li Qiwei ⋅ Wells Santo ⋅ Sarita Schoenebeck ⋅ Eric Gilbert
[ OpenReview] 
Poster
None
BrokenMath: A Benchmark for Sycophancy in Theorem Proving with LLMs
Ivo Petrov ⋅ Jasper Dekoninck ⋅ Martin Vechev
[ OpenReview] 
Poster
None
PRISM: Synergizing Vision Foundation Models via Self-organized Expert Specialization
Ying Tang ⋅ Dong Li ⋅ Youjia Zhang ⋅ Zikai Song ⋅ Junqing Yu ⋅ Wei Yang
[ OpenReview] 
Poster
None
How Transformers Represent Hierarchies: A Local-to-Global Mechanism
Zhiling Zhou ⋅ Tianhao Wang ⋅ Zhuoran Yang
[ OpenReview] 
Poster
None
Fairness in Aggregation: Optimal Top-$k$ and Improved Full Ranking
Alvin Hong Yao Yan ⋅ Diptarka Chakraborty ⋅ Arya Mazumdar ⋅ Barna Saha
[ OpenReview] 
Poster
None
The Cost of Information: Phase Transitions in Contextual Bandits with Paid Observations
Xueping Gong ⋅ Jiheng Zhang
[ OpenReview] 
Poster
None
Position: Interpretability Can Be Actionable
Hadas Orgad ⋅ Fazl Barez ⋅ Tal Haklay ⋅ Isabelle Lee ⋅ Marius Mosbach ⋅ Anja Reusch ⋅ Naomi Saphra ⋅ Byron Wallace ⋅ Sarah Wiegreffe ⋅ Eric Wong ⋅ Ian Tenney ⋅ Mor Geva
[ OpenReview] 
Poster
None
Controlled LLM Training on Spectral Sphere
Tian Xie ⋅ Haoming Luo ⋅ Haoyu Tang ⋅ Hu Yiwen ⋅ Jason Liu ⋅ Qingnan Ren ⋅ Yang Wang ⋅ Xin Zhao ⋅ Rui Yan ⋅ Bing Su ⋅ Chong Luo ⋅ Baining Guo
[ OpenReview] 
Poster
None
SPARKLING: Balancing Signal Preservation and Symmetry Breaking for Width-Progressive Learning
Qifan Yu ⋅ Xinyu Ma ⋅ Zhijian Zhuo ⋅ Minrui Wang ⋅ Deyi Liu ⋅ Shiyi Zhan ⋅ Yiyuan Ma ⋅ liang xiang ⋅ Xingyan Bin ⋅ Di He
[ OpenReview] 
Poster
None
MM-Snowball: Evaluating and Mitigating Hallucination Snowballing in Multimodal Multi-turn Dialogue
Yue Jiang ⋅ Xue JIANG ⋅ Lihua Zhang ⋅ Zhiqiang Wang ⋅ Yuhang Lu ⋅ Peng Wang ⋅ Bo Han ⋅ Feng Zheng ⋅ Dingkang Yang
[ OpenReview] 
Poster
None
One-shot Entropy Minimization for Language Model Reasoning
Zitian Gao ⋅ Yilong Chen ⋅ Haoming Luo ⋅ Joey Zhou ⋅ Bryan Dai
[ OpenReview] 
Poster
None
PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning
Xinyue Peng ⋅ Yi Qian ⋅ Jiaojiao Lin ⋅ Wenjian Shao ⋅ Yanming Liu
[ OpenReview] 
Poster
None
$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration
Quanxin Liu ⋅ Yijun Mo ⋅ Ruida Xu ⋅ Jianwei Zhong ⋅ Changhu Chen ⋅ Rui Hao
[ Poster]  [ OpenReview] 
Poster
None
HieraMAS: Optimizing Intra-Node LLM Mixtures and Inter-Node Topology for Multi-Agent Systems
Tianjun Yao ⋅ Zhaoyi Li ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
Speedup Patch: Learning a Plug-and-Play Policy to Accelerate Embodied Manipulation
Zhichao Wu ⋅ Junyin Ye ⋅ Zhilong Zhang ⋅ Yihao Sun ⋅ Haoxin Lin ⋅ Jiaheng Luo ⋅ Haoxiang Ren ⋅ lei yuan ⋅ Yang Yu
[ OpenReview] 
Poster
None
Towards Practical World Model-based Reinforcement Learning for Vision-Language-Action Models
Zhilong Zhang ⋅ Haoxiang Ren ⋅ Yihao Sun ⋅ Yifei Sheng ⋅ Haonan Wang ⋅ Zhichao Wu ⋅ Haoxin Lin ⋅ Pierre-Luc Bacon ⋅ Yang Yu
[ OpenReview] 
Poster
None
GHOST: Unmasking Phantom States in Mamba2 via Grouped Hidden-state Output-aware Selection & Truncation
Michael Menezes ⋅ Anastasios Kyrillidis
[ Poster]  [ OpenReview] 
Poster
None
FedLog: Personalized Federated Classification with Less Communication and More Flexibility
Poster
None
Three Years of r/ChatGPT: Societal Impact Evaluations from Social Media Data
Jessica Dai ⋅ Sean Garcia ⋅ Emma Pierson ⋅ Benjamin Recht ⋅ Nika Haghtalab
[ OpenReview] 
Poster
None
MoLF: Mixture-of-Latent-Flow for Pan-Cancer Spatial Gene Expression Prediction from Histology
Susu Hu ⋅ Stefanie Speidel
[ OpenReview] 
Poster
None
Hard Labels In! Rethinking the Role of Hard Labels in Mitigating Local Semantic Drift
Jiacheng Cui ⋅ Bingkui Tong ⋅ Xinyue Bi ⋅ Xiaohan Zhao ⋅ Jiacheng Liu ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
Learning What to Generate: A Reinforcement Learning-based Closed-Loop Augmentation Framework for Person Re-identification
Xincheng Shi ⋅ Changxiao Ma ⋅ Yuzhuo Ma ⋅ Yongfei Zhang ⋅ Rongye Shi
[ OpenReview] 
Poster
None
Proteus: Lookup-Free Trellis-Coded Quantization by Lattice-Breaking Compute Codes for 2-Bit LLMs
Zhengwu Yang ⋅ Xunchao Li ⋅ Ke Cheng ⋅ Kunlong Liu ⋅ jianfengyang ⋅ HaoshuangWang ⋅ Kaipeng Deng ⋅ Qingqing Dang ⋅ Yanlin Sha ⋅ Yanjun Ma ⋅ Dianhai Yu
[ OpenReview] 
Poster
None
Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning
Poster
None
The Cylindrical Representation Hypothesis for Language Model Steering
Lang Gao ⋅ Jinghui Zhang ⋅ Wei Liu ⋅ Fengxian Ji ⋅ Chenxi Wang ⋅ Zirui Song ⋅ Akash Ghosh ⋅ Youssef Mohamed ⋅ Preslav Nakov ⋅ Xiuying Chen
[ OpenReview] 
Poster
None
NaviCache: Test-Time Self-Calibration Caching for Video Generation
Zheqi Lv ⋅ Zhibo Zhu ⋅ Jinke Wang ⋅ Qi Tian ⋅ Shengyu Zhang ⋅ Zhengyu Chen ⋅ Chengxi Zang ⋅ Zhou Zhao ⋅ Fei Wu
[ OpenReview] 
Poster
None
Latent Thoughts Tuning: Bridging Context and Reasoning with Fused Information in Latent Tokens
Weihao Liu ⋅ Dehai Min ⋅ Lu Cheng
[ OpenReview] 
Poster
None
Efficient and Unbiased Sampling from Boltzmann Distributions via Variance-Tuned Diffusion Models
Poster
None
Private Learning with Public Feature Conditioning
Shuli Jiang ⋅ Walid Krichene ⋅ Nicolas Mayoraz
[ OpenReview] 
Poster
None
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
Jiayi Zhang ⋅ Simon Yu ⋅ Derek Chong ⋅ Anthony Sicilia ⋅ Michael Tomz ⋅ Christopher Manning ⋅ Weiyan Shi
[ OpenReview] 
Poster
None
Your Latent Reasoning is Secretly Policy Improvement Operator
Arip Asadulaev ⋅ Rayan Banerjee ⋅ Fakhri Karray ⋅ Martin Takac
[ OpenReview] 
Poster
None
$\texttt{PRISM}$:A 3D Probabilistic Neural Representation for Interpretable Shape Modeling
Yining Jiao ⋅ Shankar Bhamidi ⋅ Carlton ZDANSKI ⋅ Julia Kimbell ⋅ Andrew Prince ⋅ Cameron Worden ⋅ Samuel Kirse ⋅ Christopher Rutter ⋅ Benjamin Shields ⋅ William Dunn ⋅ Jisan Mahmud ⋅ Marc Niethammer
[ OpenReview] 
Poster
None
BEDTime: A Unified Benchmark for Automatically Describing Time Series
Medhasweta Sen ⋅ Zachary Gottesman ⋅ Jiaxing Qiu ⋅ C. Bayan Bruss ⋅ Nam Nguyen ⋅ Thomas Hartvigsen
[ OpenReview] 
Poster
None
Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling
Pengzhen Chen ⋅ Yanwei Liu ⋅ Xiaoyan Gu ⋅ Antonios Argyriou ⋅ Wu Liu ⋅ Weiping Wang
[ OpenReview] 
Poster
None
Dissecting Embodied Abilities in Multimodal Language Models through Skill-level Evaluation and Diagnosis
Yu Qi ⋅ Haibo Zhao ⋅ Ziyu Guo ⋅ Siyuan Ma ⋅ Ziyan Chen ⋅ Yaokun Han ⋅ Renrui Zhang ⋅ Zitiantao Lin ⋅ Yizhe Zhu ⋅ Shiji Xin ⋅ Yijian Huang ⋅ Boce Hu ⋅ Kai Cheng ⋅ Jiayi Zhang ⋅ Peiheng Wang ⋅ jiazheng liu ⋅ Wenqing Wang ⋅ Yiran Qin ⋅ Haojie Huang ⋅ Lawson Wong
[ OpenReview] 
Poster
None
Consistency Deep Equilibrium Models
Junchao Lin ⋅ Zenan Ling ⋅ Jingwen Xu ⋅ Robert Qiu
[ OpenReview] 
Poster
None
Beyond Hamming: Query-Aware Decoding of Binary Cosine Sketches
DaeHun Nyang
[ OpenReview] 
Poster
None
TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models
Fangxu Yu ⋅ Xingang Guo ⋅ Lingzhi Yuan ⋅ Haoqiang Kang ⋅ Hongyu Zhao ⋅ Lianhui Qin ⋅ Furong Huang ⋅ Bin Hu ⋅ Tianyi Zhou
[ OpenReview] 
Poster
None
How Does the Lagrangian Guide Safe Reinforcement Learning through Diffusion Models?
Xiaoyuan Cheng ⋅ Wenxuan Yuan ⋅ Boyang Li ⋅ Yuanchao Xu ⋅ Yiming Yang ⋅ Hao Liang ⋅ Bei Peng ⋅ Robert Loftin ⋅ Zhuo Sun ⋅ Yukun Hu
[ OpenReview] 
Poster
None
Adaptively Grouped Contextual Bandits for Heterogeneous Human-AI Decision Making with Conformal Prediction Sets
Yanchen Wu ⋅ Bo Li
[ OpenReview] 
Poster
None
Noise-Robust Density Estimation for Tabular Data Anomaly Detection
Dazhi Fu ⋅ Zhao Zhang ⋅ Jicong Fan
[ OpenReview] 
Poster
None
Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion
Poster
None
Zero-Flow Encoders
Yakun Wang ⋅ Leyang Wang ⋅ Song Liu ⋅ Taiji Suzuki
[ OpenReview] 
Poster
None
R2-Router: A New Paradigm for LLM Routing with Reasoning
Jiaqi Xue ⋅ Qian Lou ⋅ Jiarong Xing ⋅ Heng Huang
[ OpenReview] 
Poster
None
How Reasoning Evolves from Post-Training Data: An Empirical Study Using Chess
Lucas Dionisopoulos ⋅ Nicklas Majamaki ⋅ Prithviraj Ammanabrolu
[ OpenReview] 
Poster
None
SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment
Weiren Zhao ⋅ DONG Yi ⋅ Cheng Chen
[ OpenReview] 
Poster
None
IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning
Yinhan He ⋅ Yaochen Zhu ⋅ Mingjia Shi ⋅ Wendy Zheng ⋅ Lin Su ⋅ Xiaoqing Wang ⋅ Qi Guo ⋅ Jundong Li
[ OpenReview] 
Poster
None
Spherical SO(3) Equivariant Local Attention
Yusuke Sekikawa ⋅ Jun Nagata ⋅ Itsumi Araki ⋅ Ruka Eto
[ OpenReview] 
Poster
None
Linear-Core Surrogates: Smooth Loss Functions with Linear Rates for Classification and Structured Prediction
Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview] 
Poster
None
AdaMEM: Test-Time Adaptive Memory for Language Agents
Yunxiang Zhang ⋅ Yiheng Li ⋅ Ali Payani ⋅ Lu Wang
[ OpenReview] 
Poster
None
On the Difficulty of Learning a Meta-network for Training Data Selection
Zilin Du ⋅ Junqi Zhao ⋅ Albert Boyang Li
[ OpenReview] 
Poster
None
Credit Assignment via Neural Manifold Noise Correlation
Byungwoo Kang ⋅ Maceo Richards ⋅ Bernardo Sabatini
[ OpenReview] 
Poster
None
Probabilistic Modeling of Latent Agentic Substructures in Deep Neural Networks
Su Hyeong Lee ⋅ Risi Kondor ⋅ Richard Ngo
[ OpenReview] 
Poster
None
Riemannian Generative Decoder
Poster
None
DRIFT: Decoupled Rollouts and Importance-Weighted Fine-Tuning for Efficient Multi-Turn Optimization
Jian Mu ⋅ Tianyi Lin ⋅ Chengwei Qin ⋅ Zhongxiang Dai ⋅ Yao Shu
[ OpenReview] 
Poster
None
Rationality Measurement and Theory for Reinforcement Learning Agents
Kejiang Qian ⋅ Amos Storkey ⋅ Fengxiang He
[ OpenReview] 
Poster
None
SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
Talor Abramovich ⋅ Maor Ashkenazi ⋅ Izzy Putterman ⋅ Benjamin Chislett ⋅ Tiyasa Mitra ⋅ Bita Darvish Rouhani ⋅ Ran Zilberstein ⋅ Yonatan Geifman
[ OpenReview] 
Poster
None
TileQ: Efficient Low-Rank Quantization of Mixture-of-Experts with 2D Tiling
Hongyaoxing Gu ⋅ Xinzhe Chen ⋅ LIJUAN HU ⋅ Liu fangfang
[ OpenReview] 
Poster
None
Stochastic Minimum-Cost Reach-Avoid Reinforcement Learning
Jingduo Pan ⋅ Taoran Wu ⋅ Yiling Xue ⋅ Bai Xue
[ OpenReview] 
Poster
None
Correcting Split Selection in Online Decision Trees via Anytime-Valid Inference
Salim I. Amoukou ⋅ Saumitra Mishra ⋅ Manuela Veloso
[ OpenReview] 
Poster
None
AutoRPA: Efficient GUI Automation through LLM-Driven Code Synthesis from Interactions
Minghao Chen ⋅ Xinyi Hu ⋅ Zhou Yu ⋅ Yufei Yin
[ OpenReview] 
Poster
None
Designing a Conditional Prior Distribution for Flow-Based Generative Models
Poster
None
A Decision-Theoretic View of Test-Time Training: When, How Far, and Which Directions to Adapt
Tomoya Wakayama
[ OpenReview] 
Poster
None
ContrastiveCFG: Guiding Diffusion Sampling by Contrasting Positive and Negative Concepts
Jinho Chang ⋅ Changsun Lee ⋅ Hyungjin Chung ⋅ Jong Chul YE
[ OpenReview] 
Poster
None
Learning Reward Functions from Multiple Feedback Types with Amortized Variational Inference
Raphaël Baur ⋅ Yannick Metz ⋅ Maria Gkoulta ⋅ Mennatallah El-Assady ⋅ Giorgia Ramponi ⋅ Thomas Kleine Buening
[ OpenReview] 
Poster
None
Uncovering the Gradient Geometry of Long CoT: A Spectral-guided Approach to Reasoning Distillation
Sinan Fan ⋅ Xiaofeng Sun ⋅ Chen Shen ⋅ Chenxi Huang ⋅ Shaotian Yan ⋅ Bing Wang ⋅ kaiyuan liu ⋅ Xiaosong Yuan ⋅ Liang Xie ⋅ Wenxiao Wang ⋅ Jun Zhang ⋅ Hongyang Chen ⋅ Jieping Ye
[ OpenReview] 
Poster
None
Multiple Choice Learning of Low-Rank Adapters for Language Modeling
Victor Letzelter ⋅ Hugo Malard ⋅ Mathieu Fontaine ⋅ Gaël Richard ⋅ Slim Essid ⋅ Andrei Bursuc ⋅ Patrick Perez
[ OpenReview] 
Poster
None
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
Romeo Valentin ⋅ Sydney Katz ⋅ Vincent Vanhoucke ⋅ Mykel Kochenderfer
[ OpenReview] 
Poster
None
Preserving Expert-Level Privacy in Offline Reinforcement Learning
Poster
None
Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces
Hamish Flynn ⋅ Joe Watson ⋅ Ingmar Posner ⋅ Jan Peters
[ OpenReview] 
Poster
None
HiPER: Hierarchical Plan–Execute RL for Multi-Turn LLM Agents
Jiangweizhi Peng ⋅ Yuanxin Liu ⋅ Ruida Zhou ⋅ Charles Fleming ⋅ Zhaoran Wang ⋅ Alfredo Garcia ⋅ Mingyi Hong
[ OpenReview] 
Poster
None
Supervised Graph Contrastive Learning for Gene Regulatory Networks
Sho Oshima ⋅ Yuji Okamoto ⋅ Taisei Tosaki ⋅ Ryosuke Kojima
[ OpenReview] 
Poster
None
WeDLM: Reconciling Diffusion Language Models with Standard Causal Attention for Fast Inference
Aiwei Liu ⋅ Minghua He ⋅ Shaoxun Zeng ⋅ Sijun Zhang ⋅ Linhao Zhang ⋅ Chuhan Wu ⋅ Wei Jia ⋅ Yuan Liu ⋅ Zhou Xiao ⋅ Jie Zhou
[ OpenReview] 
Poster
None
HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control
Li Ji ⋅ Siyin Wang ⋅ Pengfang Qian ⋅ Xiaopeng Yu ⋅ Yihai Tian ⋅ Zhaoye Fei ⋅ Jingjing Gong ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
VAnim: Rendering-Aware Sparse State Modeling for Structure-Preserving Vector Animation
Guotao Liang ⋅ Zhangcheng Wang ⋅ Chuang Wang ⋅ Juncheng Hu ⋅ Haitao Zhou ⋅ Junhua Liu ⋅ Jing Zhang ⋅ Dong Xu ⋅ Qian Yu
[ OpenReview] 
Poster
None
Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs
Junhao Shi ⋅ Siyin Wang ⋅ Xiaopeng Yu ⋅ Li Ji ⋅ Jingjing Gong ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
Bayesian Rain Field Reconstruction using Commercial Microwave Links and Diffusion Model Priors
Badr MOUFAD ⋅ Albina Ilina ⋅ Hai Victor Habi ⋅ Salem Lahlou ⋅ Yazid Janati ⋅ HAGIT MESSER ⋅ Eric Moulines
[ OpenReview] 
Poster
None
SpikeVLA: Vision-Language-Action Models with Spiking Neural Networks
Ruiqi Song ⋅ Dujun Nie ⋅ Siyu Teng ⋅ Baiyong Ding ⋅ Xiaotong Zhang ⋅ Dong Li ⋅ Chenming Zhang ⋅ Yuchen Li ⋅ Hangbin Wu ⋅ Long Chen
[ OpenReview] 
Poster
None
BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
Hyunseo Kim ⋅ Sangam Lee ⋅ Kwangwook Seo ⋅ Dongha Lee
[ OpenReview] 
Poster
None
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning
Poster
None
An Exploration of Non-Euclidean Gradient Descent: Muon and its Many Variants
Michael Crawshaw ⋅ Chirag Modi ⋅ Mingrui Liu ⋅ Robert Gower
[ OpenReview] 
Poster
None
BLISS: A Lightweight Bilevel Influence Scoring Method for Data Selection in Language Model Pretraining
Jie Hao ⋅ Rui Yu ⋅ Wei Zhang ⋅ Huixia Judy Wang ⋅ Jie Xu ⋅ Mingrui Liu
[ OpenReview] 
Poster
None
Controllable and explainable personality sliders for LLMs at inference time
Florian Hoppe ⋅ David Khachaturov ⋅ Robert Mullins ⋅ Mark Huasong Meng
[ Poster]  [ OpenReview] 
Poster
None
DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing
Desong Yang ⋅ Mang Ye
[ OpenReview] 
Poster
None
Differentially Private Range Subgraph Counting
Xian Chen ⋅ Ruobing Bai ⋅ Pan Peng
[ OpenReview] 
Poster
None
KernelCraft: Benchmarking for Agentic Close-to-Metal Kernel Generation on Emerging Hardware
Jiayi Nie ⋅ Haoran Wu ⋅ Yao Lai ⋅ Zeyu Cao ⋅ Cheng Zhang ⋅ Binglei Lou ⋅ Erwei Wang ⋅ Jianyi Cheng ⋅ Timothy Jones ⋅ Robert Mullins ⋅ Rika Antonova ⋅ Yiren Zhao
[ OpenReview] 
Poster
None
Geometric Decoupling: Diagnosing the Structural Instability of Latent
Yuanbang Liang ⋅ Zhengwen Chen ⋅ Yu-Kun Lai
[ OpenReview] 
Poster
None
Enhancing Numerical Prediction in LLMs via Smooth MMD Alignment
Zhuo Zuo ⋅ Li Yue ⋅ Wenhao Zheng ⋅ Chenpeng Wang ⋅ Xianggen Liu
[ OpenReview] 
Poster
None
ZipMoE: Efficient On-Device MoE Serving via Lossless Compression and Cache-Affinity Scheduling
Yuchen Yang ⋅ Yaru Zhao ⋅ Pu Yang ⋅ Shaowei Wang ⋅ Zhi-Hua Zhou
[ OpenReview] 
Poster
None
Decoupled Low-Rank Adaptation for Robust Federated Fine-Tuning
Xiuwen Fang ⋅ Xuliang Yang ⋅ Mang Ye
[ OpenReview] 
Poster
None
WhisperSplat: Lossless Steganography in 3D Gaussian Splatting
Nicole Meng ⋅ Ronak Sahu ⋅ Miao Yin ⋅ Faysal Hossain Shezan ⋅ Yingjie Lao
[ OpenReview] 
Poster
None
Memory Savings at What Cost? A Study of Alternatives to Backpropagation
Kunjal Panchal ⋅ Sunav Choudhary ⋅ Yuriy Brun ⋅ Hui Guan
[ OpenReview] 
Poster
None
Cross-Modal Semantic Decoupling and Transfer for Text-to-Visible-Infrared Person Re-Identification
Ziang Zhang ⋅ Bin Yang ⋅ Mang Ye
[ OpenReview] 
Poster
None
RQ-MoE: Residual Quantization via Mixture of Experts for Efficient Input-Dependent Vector Compression
Zhengjia Zhong ⋅ Shuyan Ke ⋅ zaizhou lin ⋅ Jiaqi Song ⋅ Hongyi Lan ⋅ Hui Li
[ OpenReview] 
Poster
None
Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
Wuxuan Shi ⋅ Zhijie Lu ⋅ He Li ⋅ Mang Ye
[ OpenReview] 
Poster
None
EnterpriseOps-Gym: Environments and Evaluations for Stateful Agentic Planning and Tool Use in Enterprise Settings
Shiva Malay ⋅ Perampalli Shravan Nayak ⋅ Sagar Davasam ⋅ Srinivas Sunkara ⋅ Sai Rajeswar Mudumba
[ OpenReview] 
Poster
None
Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation
Xingyue Zhao ⋅ Wenke Huang ⋅ Linghao Zhuang ⋅ Haoran Wu ⋅ Anwen Jiang ⋅ Zhifeng Wang ⋅ Wenwen He ⋅ Ming Feng ⋅ Mang Ye ⋅ Bo XU
[ OpenReview] 
Poster
None
scDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics
Davide DAscenzo ⋅ Sebastiano Cultrera di Montesano
[ OpenReview] 
Poster
None
ConFu: Contemplate the Future for Better Speculative Sampling
Zongyue Qin ⋅ Raghavv Goel ⋅ Risheek Garrepalli ⋅ Mukul Gagrani ⋅ Mingu Lee ⋅ Yizhou Sun
[ OpenReview] 
Poster
None
Implicit Turn-Wise Policy Optimization for Proactive User-LLM Interaction
Haoyu Wang ⋅ Yuxin Chen ⋅ Liang Luo ⋅ Buyun Zhang ⋅ Ellie Wen ⋅ Pan Li
[ OpenReview] 
Poster
None
Ranking Time Series using a Time Warping Ideal Point Model
Lucas Zoroddu ⋅ Pierre Humbert ⋅ Laurent Oudre
[ OpenReview] 
Poster
None
SPHERE: Mitigating the Loss of Spectral Plasticity in Mixture-of-Experts for Deep Reinforcement Learning
Lirui Luo ⋅ Guoxi Zhang ⋅ Hongming Xu ⋅ Cong Fang ⋅ Qing Li
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Learning Generalized Label Distributions
Haitao Wu ⋅ Weiwei Li ⋅ Kun Yue ⋅ Xiuyi Jia
[ OpenReview] 
Poster
None
KORE: Enhancing Knowledge Injection for Large Multimodal Models via Knowledge-Oriented Controls
Kailin Jiang ⋅ Hongbo Jiang ⋅ Ning Jiang ⋅ Zhi Gao ⋅ Jinhe Bi ⋅ Yuchen Ren ⋅ Bin Li ⋅ Yuntao Du ⋅ Lei Liu ⋅ Qing Li
[ Poster]  [ OpenReview] 
Poster
None
ASAP: Exploiting the Satisficing Generalization Edge in Neural Combinatorial Optimization
Han Fang ⋅ Paul Weng ⋅ Yutong Ban
[ OpenReview] 
Poster
None
Next-Gen CAPTCHAs: Leveraging the Cognitive Gap for Scalable and Diverse GUI-Agent Defense
Jiacheng Liu ⋅ Yaxin Luo ⋅ Jiacheng Cui ⋅ Xinyi Shang ⋅ Xiaohan Zhao ⋅ Zhiqiang Shen
[ OpenReview] 
Poster
None
Entropy-aware Span-Constrained Optimal Transport for Robust Cross-Tokenizer Knowledge Distillation
Zhi-Ping Liu ⋅ Simiao Li ⋅ Wei Li ⋅ Hanting Chen ⋅ Jie Hu ⋅ Hua-Lei Yin ⋅ Xinghao Chen
[ OpenReview] 
Poster
None
MaMi-HOI: Harmonizing Global Kinematics and Local Geometry for Human-Object Interaction Generation
Hao Wang ⋅ Shiqi Wang ⋅ Qi Liu
[ OpenReview] 
Poster
None
The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
Xu Wan ⋅ Speed Zhu ⋅ Jianwei Cai ⋅ Guang Chen ⋅ XiMing Huang ⋅ Wiggin Zhou ⋅ Mingyang Sun
[ OpenReview] 
Poster
None
Logarithmic Switching Regret for Online Convex Optimization
Wenhao Yang ⋅ Yibo Wang ⋅ Yuanyu Wan ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
Evaluating Contextual Illegality: AI Compliance in Corporate Law Scenarios
Hilal Aka ⋅ joseph kwon ⋅ Noam Kolt
[ OpenReview] 
Poster
None
ProOPF: Benchmarking and Improving LLMs for Professional-Grade Power Systems Optimization Modeling
Chao Shen ⋅ Zihan Guo ⋅ Xu Wan ⋅ Zhenghao Yang ⋅ Yifan Zhang ⋅ Wenqi Huang ⋅ Jie Song ⋅ Zongyan Zhang ⋅ Mingyang Sun
[ OpenReview] 
Poster
None
Uncovering Hidden Triggers: Backdoor Attribution in Language Models
Miao Yu ⋅ Zhenhong Zhou ⋅ Moayad Aloqaily ⋅ Kun Wang ⋅ Biwei Huang ⋅ Stephen Wang ⋅ Yueming Jin ⋅ Qingsong Wen
[ OpenReview] 
Poster
None
High-Dimensional Sensitivity Analysis for Genomic Studies: An Adversarial Framework for Learning Worst-Case Latent Confounders
Yifan Lin ⋅ Kevin Lin
[ OpenReview] 
Poster
None
Tri-Scale Neural ODEs for Continuous Multi-Omics Disease Modeling
Shohaib Shaffiey ⋅ Massimiliano Pierobon
[ OpenReview] 
Poster
None
Beyond Test-Time Training: Learning to Reason via Hardware-Efficient Optimal Control
Peihao Wang ⋅ Shan Yang ⋅ Xijun Wang ⋅ Tesi Xiao ⋅ Xin Liu ⋅ Changlong Yu ⋅ Yu Lou ⋅ Pan Li ⋅ Zhangyang “Atlas” Wang ⋅ Ming Lin ⋅ Rene Vidal
[ OpenReview] 
Poster
None
Principled RL for Flow Matching Emerges From the Chunk-level Policy Optimization
Yifu Luo ⋅ Haoyuan Sun ⋅ Xinhao Hu ⋅ Penghui Du ⋅ Keyu Fan ⋅ Bo Li ⋅ Sinan Du ⋅ Xu Wan ⋅ Zhiyu Chen ⋅ Bo Xia ⋅ Tiantian Zhang ⋅ Yongzhe Chang ⋅ Kai Wu ⋅ Kun Gai ⋅ Xueqian Wang
[ OpenReview] 
Poster
None
SafeSeek: Universal Attribution of Safety Circuits in Language Models
Miao Yu ⋅ Siyuan Fu ⋅ Moayad Aloqaily ⋅ Zhenhong Zhou ⋅ Safa Otoum ⋅ Xing fan ⋅ Kun Wang ⋅ Yufei Guo ⋅ Qingsong Wen
[ OpenReview] 
Poster
None
Path-Coupled Bellman Flows for Distributional Reinforcement Learning
Boyang Xu ⋅ Qing Zou ⋅ Siqin Yang ⋅ Hao Yan
[ OpenReview] 
Poster
None
Symmetries in PAC-Bayesian Learning
Armin Beck ⋅ Peter Ochs
[ OpenReview] 
Poster
None
Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic
Shuo Liu ⋅ Tianle Chen ⋅ Ryan Amiri ⋅ Christopher Amato
[ OpenReview] 
Poster
None
SIGMA-PPG: Statistical-prior Informed Generative Masking Architecture for PPG Foundation Model
ZONGHENG GUO ⋅ Tao Chen ⋅ Yang Jiao ⋅ Yi Pan ⋅ Xiao Hu ⋅ Manuela Ferrario
[ OpenReview] 
Poster
None
Temporal Score Rescaling for Temperature Sampling in Diffusion and Flow Models
Yanbo Xu ⋅ Yu Wu ⋅ Sungjae Park ⋅ Zhizhuo Zhou ⋅ Shubham Tulsiani
[ OpenReview] 
Poster
None
DFlash: Block Diffusion for Flash Speculative Decoding
Jian Chen ⋅ Yesheng Liang ⋅ Zhijian Liu
[ OpenReview] 
Poster
None
Language Model Circuits Are Sparse in the Neuron Basis
Aryaman Arora ⋅ Zhengxuan Wu ⋅ Jacob Steinhardt ⋅ Sarah Schwettmann
[ OpenReview] 
Poster
None
The Expressive Power of Low Precision Softmax Transformers with (Summarized) Chain-of-Thought
Moritz Brösamle ⋅ Stephan Eckstein
[ OpenReview] 
Poster
None
Persuasive Privacy
Joshua J Bon ⋅ James Bailie ⋅ Judith Rousseau ⋅ Christian P Robert
[ OpenReview] 
Poster
None
ClimateAR: Multi-Scale Autoregressive Generative Modeling for Seasonal-to-Interannual Climate Forecasting
Yue Yu ⋅ Weiqi Chen ⋅ Binqing Wu ⋅ Dongliang Cui ⋅ Wanyi Jiang ⋅ Zongjiang Shang ⋅ Bo Wu ⋅ Liang Sun ⋅ Ling Chen
[ OpenReview] 
Poster
None
Coordinated Disentanglement with Iterative Mode Discovery Under Hidden Correlations
Rong Hu ⋅ Ling Chen
[ OpenReview] 
Poster
None
Recursive Binding on a Budget: Subspace Carving in Order-$p$ Tensor Memories
Travis Pence ⋅ Daisuke Yamada ⋅ Vikas Singh
[ OpenReview] 
Poster
None
Ranking Free RAG: Replacing Re-ranking with Selection in RAG for Sensitive Domains
Yash Saxena ⋅ Ankur Padia ⋅ Mandar Chaudhary ⋅ Kalpa Gunaratna ⋅ Srinivasan Parthasarathy ⋅ Manas Gaur
[ OpenReview] 
Poster
None
Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners
Qingyang Liu ⋅ Bingjie Gao ⋅ Canmiao Fu ⋅ Zhipeng Huang ⋅ Chen Li ⋅ Feng Wang ⋅ Shuochen Chang ⋅ Shaobo Wang ⋅ Yali Wang ⋅ Keming Ye ⋅ Jiangtong Li ⋅ Li Niu
[ OpenReview] 
Poster
None
Prediction-Powered Risk Monitoring of Deployed Models for Detecting Harmful Distribution Shifts
Guangyi Zhang ⋅ Yunlong Cai ⋅ Guanding Yu ⋅ Osvaldo Simeone
[ OpenReview] 
Poster
None
TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding
Lianyu Hu ⋅ Xiaoyu Ma ⋅ Zeqin Liao ⋅ Yang Liu
[ OpenReview] 
Poster
None
Co-Generative De Novo Functional Protein Design
XinRui Chen ⋅ YIZHEN LUO ⋅ Siqi Fan ⋅ Zaiqing Nie
[ OpenReview] 
Poster
None
NNiT: Width-Agnostic Neural Network Generation with Structurally Aligned Weight Spaces
Jiwoo Kim ⋅ Swarajh Mehta ⋅ Hao-Lun Hsu ⋅ Hyunwoo Ryu ⋅ Yudong Liu ⋅ Miroslav Pajic
[ OpenReview] 
Poster
None
Goal-Oriented Lower-Tail Calibration of Gaussian Processes for Bayesian Optimization
Aurélien Pion ⋅ Emmanuel Vazquez
[ OpenReview] 
Poster
None
Jailbreak to Protect: Buffering Harmful Fine-Tuning via Temporary Jailbreaking LoRA in Large Language Models
Seokil Ham ⋅ Jaehyuk Jang ⋅ Wonjun Lee ⋅ Changick Kim
[ OpenReview] 
Poster
None
Capturing Gaze Shifts for Guidance: Cross-Modal Fusion Enhancement for VLM Hallucination Mitigation
Zheng Qi ⋅ Chao Shang ⋅ Evangelia Spiliopoulou ⋅ Nikolaos Pappas
[ OpenReview] 
Poster
None
Benchmarking World-Model Learning with Environment-Level Queries
Archana Warrier ⋅ Dat Nguyen ⋅ Michelangelo Naim ⋅ Moksh Jain ⋅ Yichao Liang ⋅ Karen Schroeder ⋅ Cambridge Yang ⋅ Josh Tenenbaum ⋅ Sebastian Vollmer ⋅ Kevin Ellis ⋅ Zenna Tavares
[ OpenReview] 
Poster
None
Identifiable Nonlinear Differentiable Causal Discovery via Independence and Adaptive Group Sparsity
Ruicong Yao ⋅ Tim Verdonck ⋅ Mihaela van der Schaar ⋅ Jakob Raymaekers
[ OpenReview] 
Poster
None
Efficient Bayesian Inference from Noisy Pairwise Comparisons
Till Aczel ⋅ Lucas Theis ⋅ Roger Wattenhofer
[ OpenReview] 
Poster
None
Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
Difei Hou ⋅ Jiaqi Yue ⋅ Chunhui Zhao
[ OpenReview] 
Poster
None
PATCHCODE: Discrete Latent Predictive Learning for EEG Foundation Model
KIEREN YU ⋅ Ziyang LIU ⋅ CHANG Huang ⋅ Kaishun WU
[ OpenReview] 
Poster
None
Seeing is Solving: Unlocking Efficient Multimodal RL via View Alignment
Qinsi Wang ⋅ Jing Shi ⋅ Kun Wan ⋅ Handong Zhao ⋅ Hancheng Ye ⋅ Zishan Shao ⋅ Jinghan Ke ⋅ Yudong Liu ⋅ Daniel Miranda ⋅ Purvak Lapsiya ⋅ Yiran Chen ⋅ Wentian Zhao
[ OpenReview] 
Poster
None
SparseInfer: Accelerating Large Language Model Inference with Semantics-Inspired Adaptive Sparse Activation
Qinsi Wang ⋅ Saeed Vahidian ⋅ Hancheng Ye ⋅ Jianyang Gu ⋅ Jianyi Zhang ⋅ Yiran Chen
[ OpenReview] 
Poster
None
DecodeShare: Tracing the Shared Pathways of LLM Decode-Time Decisions
Zishan Shao ⋅ Lixun Zhang ⋅ Kangning Cui ⋅ Yixiao Wang ⋅ Ting Jiang ⋅ Hancheng Ye ⋅ Qinsi Wang ⋅ Zhixu Du ⋅ Yuzhe Fu ⋅ Fan Yang ⋅ Danyang Zhuo ⋅ Yiran Chen ⋅ Hai Li
[ OpenReview] 
Poster
None
Modeling Hierarchical Thinking in Large Reasoning Models
G M Shahariar ⋅ Erfan Shayegani ⋅ Ali Nazari ⋅ Nael Abu-Ghazaleh
[ OpenReview] 
Poster
None
Agent Learning via Early Experience
Kai Zhang ⋅ Xiangchao Chen ⋅ Bo Liu ⋅ Tianci Xue ⋅ Zeyi Liao ⋅ Zhihan Liu ⋅ xiyao wang ⋅ Yuting Ning ⋅ Zhaorun Chen ⋅ Xiaohan Fu ⋅ Jian Xie ⋅ Yuxuan Sun ⋅ Boyu Gou ⋅ Qi Qi ⋅ Zihang Meng ⋅ Jianwei Yang ⋅ Ning Zhang ⋅ Xian Li ⋅ Ashish Shah ⋅ Dat Huynh ⋅ Hengduo Li ⋅ Zi Yang ⋅ Xuefei Cao ⋅ Lawrence Jang ⋅ Shuyan Zhou ⋅ Jiacheng Zhu ⋅ Huan Sun ⋅ JASON WESTON ⋅ Yu Su ⋅ Yifan Wu
[ OpenReview] 
Poster
None
Test-Time Training Is Secretly Linear Attention
Junchen Liu ⋅ Sven Elflein ⋅ Or Litany ⋅ Zan Gojcic ⋅ Ruilong Li
[ Slides]  [ OpenReview] 
Poster
None
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
Seungyul Han ⋅ Sangjun Bae ⋅ Yisak Park ⋅ Sanghyeon Lee
[ OpenReview] 
Poster
None
On the Ability of Transformers to Verify Plans
Yash Sarrof ⋅ Yupei Du ⋅ Katharina Stein ⋅ Alexander Koller ⋅ Sylvie Thiébaux ⋅ Michael Hahn
[ OpenReview] 
Poster
None
Gradient-Free Approaches is a Key to an Efficient Interaction with Markovian Stochasticity
Boris Prokhorov ⋅ Semyon Chebykin ⋅ Alexander Gasnikov ⋅ Aleksandr Beznosikov
[ OpenReview] 
Poster
None
KANFIS: A Neuro-Symbolic Framework for Interpretable and Uncertainty-Aware Learning
Binbin Yong ⋅ HAORAN PEI ⋅ Jun Shen ⋅ Haoran Li ⋅ Qingguo Zhou ⋅ Zhao Su
[ OpenReview] 
Poster
None
Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
Joeun Kim ⋅ HoEun Kim ⋅ Dongsup Jin ⋅ Young-Sik Kim
[ OpenReview] 
Poster
None
Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
Chenhui Xu ⋅ Fuxun Yu ⋅ Michael Bianco ⋅ Jacob Kovarskiy ⋅ Raphael Tang ⋅ Qi Zhang ⋅ Zirui Xu ⋅ Will LeVine ⋅ Brandon Dubbs ⋅ Heming Liao ⋅ Cassandra Burgess ⋅ Suvam Bag ⋅ Jay Patravali ⋅ Rupanjali Kukal ⋅ Mikael Figueroa ⋅ Rishi Madhok ⋅ Nikolaos Karianakis ⋅ Jinjun Xiong
[ OpenReview] 
Poster
None
The Secret Engine Behind RLHF: It's Contarstive Learning All Along
Xufei Lv ⋅ Kehai Chen ⋅ Haoyuan Sun ⋅ Xuefeng Bai ⋅ Min zhang ⋅ Houde Liu
[ OpenReview] 
Poster
None
QHyer: Q-conditioned Hybrid Attention-mamba Transformer for Offline Goal-conditioned RL
Xing Lei ⋅ Jincheng Wang ⋅ Xuetao Zhang ⋅ Donglin Wang
[ OpenReview] 
Poster
None
RAG without Forgetting: Continual Query-Infused Key Memory
Yuntong Hu ⋅ Sha Li ⋅ Liang Zhao ⋅ Naren Ramakrishnan
[ OpenReview] 
Poster
None
PINE: Pruning Boosted Tree Ensembles with Conformal In-Distribution Prediction Equivalence
Haruki Yajima ⋅ Yusuke Matsui
[ OpenReview] 
Poster
None
Stein Diffusion Guidance: Training-Free Posterior Correction for Sampling Beyond High-Density Regions
Van Khoa NGUYEN ⋅ Lionel Blondé ⋅ Alexandros Kalousis
[ OpenReview] 
Poster
None
Rate or Fate? RLV$^{\varepsilon}$R: Reinforcement Learning with Verifiable Noisy Rewards
Ali Rad ⋅ Khashayar Filom ⋅ Darioush Keivan ⋅ Peyman Mohajerin Esfahani ⋅ Ehsan Kamalinejad
[ OpenReview] 
Poster
None
LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis
Qingyue Zhang ⋅ Chang Chu ⋅ Tianren Peng ⋅ Qi Li ⋅ Xiangyang Luo ⋅ Zhihao Jiang ⋅ Shao-Lun Huang
[ OpenReview] 
Poster
None
Dynamic Optimizations of LLM Ensembles with Two-Stage Reinforcement Learning Agents
Selim Furkan Tekin ⋅ Gaowen Liu ⋅ Ramana Kompella ⋅ Ling Liu
[ OpenReview] 
Poster
None
Second-Order Smooth Planning with Optimal-Transport Bellman Smoothing
Tuan Dam
[ OpenReview] 
Poster
None
Offline Reinforcement Learning with Generative Trajectory Policies
Xinsong Feng ⋅ Leshu Tang ⋅ Chenan Wang ⋅ Haipeng Chen
[ OpenReview] 
Poster
None
Understanding Transfer Learning of RNA Foundation Models on Downstream Tasks
Yuan Li ⋅ Heng Yang ⋅ Renzhi Chen ⋅ Ke Li
[ OpenReview] 
Poster
None
Estimating Correlation Clustering Cost in Node-Arrival Stream
Kaiwen Liu ⋅ Seba Daniela Villalobos ⋅ Qin Zhang
[ OpenReview] 
Poster
None
Disease-Centric Vision-Language Pretraining with Hybrid Visual Encoding for 3D Computed Tomography
Bowen Shi ⋅ Weiwei Cao ⋅ Ruifeng Yuan ⋅ Wanxing Chang ⋅ Wenrui Dai ⋅ Hongkai Xiong ⋅ Ling Zhang ⋅ Jianpeng Zhang
[ OpenReview] 
Poster
None
On Learnability and Disambiguation of Multiclass Partial Concept Classes
Jingyuan Xu ⋅ Xin Zou ⋅ Xiuwen Gong ⋅ Weiwei Liu
[ OpenReview] 
Poster
None
On the Adversarial Robustness of Large Vision-Language Models under Visual Token Compression
Xinwei Zhang ⋅ Hangcheng Liu ⋅ Li Bai ⋅ Hao Wang ⋅ Qingqing Ye ⋅ Tianwei Zhang ⋅ Haibo Hu
[ OpenReview] 
Poster
None
End-to-End Compression for Tabular Foundation Models
Guri Zabërgja ⋅ Rafiq Kamel ⋅ Arlind Kadra ⋅ Christian Frey ⋅ Josif Grabocka
[ OpenReview] 
Poster
None
Posterior Mismatch Matters: Adversarial Training for Long-Tailed Robustness
Lilin Zhang ⋅ Li Yue ⋅ Jiancheng Shi ⋅ Jiancheng Lv ⋅ Xianggen Liu
[ OpenReview] 
Poster
None
FastSESR: Fast Scene-level Explicit Surface Reconstruction
Jueqi Liu ⋅ Xuechao Zou ⋅ Congyan Lang
[ OpenReview] 
Poster
None
Performative Learning Theory
Julian Rodemann ⋅ Unai Fischer Abaigar ⋅ James Bailie ⋅ Krikamol Muandet
[ OpenReview] 
Poster
None
Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning
Sunwoo Lee ⋅ Mingu Kang ⋅ Yonghyeon Jo ⋅ Seungyul Han
[ OpenReview] 
Poster
None
MePo: Meta Post-Refinement for Rehearsal-Free General Continual Learning
Guanglong Sun ⋅ Hongwei Yan ⋅ Liyuan Wang ⋅ Zhiqi KANG ⋅ Shuang Cui ⋅ Hang Su ⋅ Jun Zhu ⋅ Yi Zhong
[ OpenReview] 
Poster
None
Off-Policy Evaluation with Strategic Agents via Local Disclosure
Kiet Vo ⋅ Gowtham Reddy Abbavaram ⋅ Julian Rodemann ⋅ Siu Lun Chau ⋅ Krikamol Muandet
[ OpenReview] 
Poster
None
Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
Zhe Cheng ⋅ Wenyu Chen ⋅ Fode Zhang ⋅ Dehuan Shen
[ OpenReview] 
Poster
None
CrossQ: Task-Aligned Cross-Token Conditional Quantization for Late Interaction Retrieval
Rohit Kumar Salla ⋅ Manoj Saravanan ⋅ Ramya Amancherla
[ OpenReview] 
Poster
None
Parameter Decorrelation via Transition-Variance Alignment for Multivariate Time-series Forecasting
Ji-Eun Choi ⋅ Jae-Hong Lee ⋅ Joon Hyuk Chang
[ OpenReview] 
Poster
None
Design Linear Constrained Neural Layers with Implicit Convex Optimization
Junchi Yan ⋅ Liangliang Shi ⋅ Jiaxi Liu ⋅ Fangyuan Zhou ⋅ Wenzheng Pan ⋅ Zhongteng Gui ⋅ Yihui Tu
[ OpenReview] 
Poster
None
CoRe: Collaborative Reasoning via Cross Teaching
Kshitij Mishra ⋅ Mirat Aubakirov ⋅ Martin Takac ⋅ Nils Lukas ⋅ Salem Lahlou
[ OpenReview] 
Poster
None
OpenMAG: A Comprehensive Benchmark for Multimodal-Attributed Graph
Chenxi Wan ⋅ Xunkai Li ⋅ Yilong Zuo ⋅ Haokun Deng ⋅ Sihan Li ⋅ Bowen Fan ⋅ Hongchao Qin ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Function-Valued Causal Influence in Nonlinear Time Series
Valentina Kuskova ⋅ Dmitry Zaytsev ⋅ Michael Coppedge
[ OpenReview] 
Poster
None
MADA-Attack: Transferable Multi-modal Attention Distraction Adversarial Attack against Vision Language Models
Zhihan Qin ⋅ Jiahao Chen ⋅ Chunyi Zhou ⋅ Yuwen Pu ⋅ Chunqiang Hu ⋅ Xiaolei Liu ⋅ Shouling Ji
[ OpenReview] 
Poster
None
AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines
Yifan Wu ⋅ Yiran Peng ⋅ Yiyu Chen ⋅ Jianhao Ruan ⋅ Zijie Zhuang ⋅ Cheng Yang ⋅ Jiayi Zhang ⋅ Man CHEN ⋅ Yenchi Tseng ⋅ Zhaoyang Yu ⋅ Liang Chen ⋅ Yuyao Zhai ⋅ Bang Liu ⋅ Wu ⋅ Yuyu Luo
[ OpenReview] 
Poster
None
OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
Jingze Shi ⋅ Zhangyang Peng ⋅ Yizhang Zhu ⋅ Yifan Wu ⋅ Guang Liu ⋅ Yuyu Luo
[ OpenReview] 
Poster
None
Scaling Long-Horizon Agent via Context Folding
Weiwei Sun ⋅ Lu Miao ⋅ Zhan Ling ⋅ Kang Liu ⋅ Xuesong Yao ⋅ Yiming Yang ⋅ Jiecao Chen
[ OpenReview] 
Poster
None
Data Difficulty and the Generalization–Extrapolation Tradeoff in LLM Fine-Tuning
Siyuan Liu ⋅ Tinghong Chen ⋅ Xinghan Li ⋅ Yifei Wang ⋅ Jingzhao Zhang
[ OpenReview] 
Poster
None
InteractComp: Evaluating Search Agents With Ambiguous Queries
Mingyi Deng ⋅ Lijun Huang ⋅ Yani Fan ⋅ Fanqi Kong ⋅ Jiayi Zhang ⋅ Fashen Ren ⋅ Jinyi Bai ⋅ Fuzhen Yang ⋅ Dayi Miao ⋅ Zhaoyang Yu ⋅ Yifan Wu ⋅ Yanfei Zhang ⋅ Fengwei Teng ⋅ Yingjia Wan ⋅ Song Hu ⋅ Yude Li ⋅ Xin Jin ⋅ Conghao Hu ⋅ Haoyu Li ⋅ Qirui Fu ⋅ Tai Zhong ⋅ Xinyu Wang ⋅ Robert Tang ⋅ Nan Tang ⋅ Wu ⋅ Yuyu Luo
[ OpenReview] 
Poster
None
FOCUS: Forcing In-Context Object Localization through Visual Support Constraints and Policy Optimization
Mohammed Asad Karim ⋅ Vinay Verma
[ OpenReview] 
Poster
None
Exploring Accurate and Transparent Domain Adaptation in Predictive Healthcare via Concept-Grounded Orthogonal Inference
Pengfei Hu ⋅ Chang Lu ⋅ Feifan Liu ⋅ Yue Ning
[ OpenReview] 
Poster
None
The Information Geometry of Softmax: Probing and Steering
Kiho Park ⋅ Todd Nief ⋅ Yo Joong Choe ⋅ Victor Veitch
[ OpenReview] 
Poster
None
Learning Taxonomic Trees with Hierarchical Representation Regularization for Large Multimodal Models
Hulingxiao He ⋅ Zhi Tan ⋅ Yuxin Peng
[ OpenReview] 
Poster
None
AesFormer: Transform Everyday Photos into Beautiful Memories
Tianxiang Du ⋅ Hulingxiao He ⋅ Yuxin Peng
[ OpenReview] 
Poster
None
FHAIM: Fully Homomorphic AIM for Private Synthetic Data Generation
Mayank Kumar ⋅ Qian Lou ⋅ Paulo Barreto ⋅ Martine De Cock ⋅ Sikha Pentyala
[ OpenReview] 
Poster
None
Building Better Deception Probes Using Targeted Instruction Pairs
Vikram Natarajan ⋅ Devina Jain ⋅ Shivam Arora ⋅ Satvik Golechha ⋅ Joseph Bloom
[ OpenReview] 
Poster
None
Flow Matching Calibration for Simulation-Based Inference under Model Misspecification
Pierre-Louis Ruhlmann ⋅ Michael Arbel ⋅ Florence Forbes ⋅ Pedro Luiz Coelho Rodrigues
[ OpenReview] 
Poster
None
CARD: Coarse-to-fine Autoregressive Modeling with Radix-based Decomposition for Transferable Free Energy Estimation
Ziyang Yu ⋅ Yi He ⋅ Wenbing Huang ⋅ Wen Yan ⋅ Yang Liu
[ OpenReview] 
Poster
None
Causal Detection of Multi-Step LLM Agent Attacks
Viraaji Mothukuri ⋅ Reza M. Parizi
[ OpenReview] 
Poster
None
SFedPO: Streaming Federated Learning with a Prediction Oracle under Temporal Shifts
Jinrui Zhou ⋅ Haotian Xu ⋅ Xichong zhang ⋅ He Sun ⋅ Mingjun Xiao
[ OpenReview] 
Poster
None
When More Data Doesn't Help: Limits of Adaptation in Multitask Learning
Steve Hanneke ⋅ Mingyue Xu
[ OpenReview] 
Poster
None
CausalXRL: Explainable Reinforcement Learning through Causal Graph Reasoning
Yanming Zhang ⋅ Eric Papenhausen ⋅ Klaus Mueller
[ OpenReview] 
Poster
None
TreeCUA: Efficiently Scaling GUI Automation with Tree-Structured Verifiable Evolution
Deyang Jiang ⋅ Jing Huang ⋅ Xuanle Zhao ⋅ Lei Chen ⋅ Liming Zheng ⋅ Fanfan Liu ⋅ Haibo Qiu ⋅ Peng Shi ⋅ Zhixiong Zeng
[ OpenReview] 
Poster
None
Is Graph Mixup Beneficial? Investigating Interpolation And Empirical Performance of Graph Mixup Methods
Simon Forbat ⋅ Rainer Gemulla
[ OpenReview] 
Poster
None
Neural-HSS: Hierarchical Semi-Separable Neural PDE Solver
Pietro Sittoni ⋅ Emanuele Zangrando ⋅ Angelo Alberto Casulli ⋅ Nicola Guglielmi ⋅ Francesco Tudisco
[ OpenReview] 
Poster
None
IPMark: A Sentence-Level Watermark for LLMs with Hierarchical Personalization and Efficient Detection
Wenbo An ⋅ Lianwei Wu ⋅ Zehao Wang
[ OpenReview] 
Poster
None
Neuro-Symbolic AI for Analytical Solutions of Differential Equations
Orestis Oikonomou ⋅ Levi Lingsch ⋅ Dana Grund ⋅ Siddhartha Mishra ⋅ Georgios Kissas
[ OpenReview] 
Poster
None
DyPE: Dynamic Position Extrapolation for Ultra High Resolution Diffusion
Noam Issachar ⋅ Guy Yariv ⋅ Sagie Benaim ⋅ Yossi Adi ⋅ Dani Lischinski ⋅ Raanan Fattal
[ OpenReview] 
Poster
None
How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning
Xiangxiang Zhang ⋅ Caijun jia ⋅ Siyuan Li ⋅ he dingyu ⋅ Xiya Xiong ⋅ Zheng Sun ⋅ Honghao He ⋅ Yuchen Wu ⋅ Bihui Yu ⋅ Linzhuang Sun ⋅ Cheng Tan ⋅ Jingxuan Wei
[ OpenReview] 
Poster
None
PPI Candidate Ranking: Large-Scale Evaluation of a Domain Knowledge–Guided Pipeline
Maria Emilia Russo ⋅ Federico Di Valerio ⋅ Alessia Borghini ⋅ Alessio Ragno ⋅ Roberto Capobianco
[ OpenReview] 
Poster
None
SURGE:Unbiased Data Assimilation for Diffusion Model via Particle Filtering
Lifu Wei ⋅ Yinuo Ren ⋅ Naichen Shi ⋅ Yiping Lu
[ OpenReview] 
Poster
None
Principled Synthetic Data Enables the First Scaling Laws for LLMs in Recommendation
Benyu Zhang ⋅ Qiang Zhang ⋅ Jianpeng Cheng ⋅ Hong-You Chen ⋅ Qifei wang ⋅ Wei Sun ⋅ Shen Li ⋅ Jia Li ⋅ Jiahao Wu ⋅ Xiangjun Fan ⋅ Hong Yan
[ OpenReview] 
Poster
None
Parameter-Masked Decoupled Optimization for Cross-Domain Class-Incremental Learning
Ziqi Gu ⋅ Yangguang Liu ⋅ Wenxuan Fang ⋅ Baotong Su ⋅ Dan Wang ⋅ Tong Zhang ⋅ Chunyan Xu ⋅ Zhen Cui
[ OpenReview] 
Poster
None
Infinite-dimensional generative diffusions via Doob's h-transform
Thorben Pieper-Sethmacher ⋅ Daniel Paulin
[ OpenReview] 
Poster
None
ALAS: Additive Learnable Alpha-Stable Kernels for Flexible Bayesian Optimization
Weibo Huang ⋅ Cheng Hua
[ OpenReview] 
Poster
None
E-VAds: An E-commerce Short Videos Understanding Benchmark for MLLMs
Xianjie Liu ⋅ Yiman Hu ⋅ Liang Wu ⋅ Ping Hu ⋅ Yixiong Zou ⋅ Jian Xu ⋅ Bo Zheng
[ OpenReview] 
Poster
None
Continual Model Routing in Evolving Model Hubs
Jack Bell ⋅ Giacomo Carfì ⋅ Gerlando Gramaglia ⋅ Vincenzo Lomonaco
[ OpenReview] 
Poster
None
Watermarking Graph Neural Networks via Explanations for Ownership Protection
Jane Downer ⋅ Yingdan Shi ⋅ Ziyan Liu ⋅ Ren Wang ⋅ Binghui Wang
[ OpenReview] 
Poster
None
Variational inference via Gaussian interacting particles in the Bures-Wasserstein geometry
Giacomo Borghi ⋅ Jose Carrillo
[ OpenReview] 
Poster
None
CURE: Consistency-under-Unified Semantic Regularization for Generalized Category Discovery
Yuwei Bian ⋅ Shidong Wang ⋅ Haofeng Zhang
[ Poster]  [ OpenReview] 
Poster
None
Solver-in-the-Loop: MDP-Based Benchmarks for Self-Correction and Behavioral Rationality in Operations Research
Ruicheng Ao ⋅ David Simchi-Levi ⋅ Xinshang Wang
[ OpenReview] 
Poster
None
Domain Transfer Becomes Identifiable via a Single Alignment
Sagar Shrestha ⋅ Subash Timilsina ⋅ Hoang-Son Nguyen ⋅ Xiao Fu
[ OpenReview] 
Poster
None
Mobility-Embedded POIs: Learning What A Place Is and How It Is Used from Human Movement
Maria Despoina Siampou ⋅ Shushman Choudhury ⋅ Shang-Ling Hsu ⋅ Neha Arora ⋅ Cyrus Shahabi
[ OpenReview] 
Poster
None
Critique-Guided Distillation for Robust Reasoning via Refinement
Berkcan Kapusuzoglu ⋅ Supriyo Chakraborty ⋅ Zain Sarwar ⋅ Chia-Hsuan Lee ⋅ Sambit Sahu
[ OpenReview] 
Poster
None
PVDepth: Panoramic Video Depth Estimation via Geometry-Aware Spatiotemporal Adaptation
Chuanxin Song ⋅ Peixi Peng
[ OpenReview] 
Poster
None
VLM-RobustBench: A Comprehensive Benchmark for Robustness of Vision-Language Models
Rohit Saxena ⋅ Alessandro Suglia ⋅ Pasquale Minervini
[ OpenReview] 
Poster
None
A General Framework for Dynamic Consistent Submodular Maximization
PAUL DUETTING ⋅ Federico Fusco ⋅ Silvio Lattanzi ⋅ Ashkan Norouzi-Fard ⋅ Ola Svensson ⋅ Morteza Zadimoghaddam
[ OpenReview] 
Poster
None
Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
Arash Gholamidavoodi ⋅ Navid Rezazadeh ⋅ Seyed Davoudi ⋅ Pouya Pezeshkpour
[ OpenReview] 
Poster
None
Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
Itai Zilberstein ⋅ Ioannis Anagnostides ⋅ Zachary Sollie ⋅ Arman Kilic ⋅ Tuomas Sandholm
[ OpenReview] 
Poster
None
Perceptual Flow Network for Visually Grounded Reasoning
Yangfu Li ⋅ Yuning Gong ⋅ Hongjian Zhan ⋅ Teng Li ⋅ Yuanhuiyi Lyu ⋅ Tianyi Chen ⋅ Qi Liu ⋅ Ziyuan Huang ⋅ Zhihang Zhong ⋅ DanDan Zheng ⋅ Yue Lu
[ OpenReview] 
Poster
None
Real-World Unsupervised Models Generalize to Predict Brain Responses to Out-of-Distribution Stimuli
Chenggang Chen ⋅ Zhiyu Yang ⋅ Xiaoqin Wang
[ OpenReview] 
Poster
None
Seg-ReSearch: Segmentation with Interleaved Reasoning and External Search
Tianming Liang ⋅ Qirui Du ⋅ Jian-Fang Hu ⋅ Haichao Jiang ⋅ Zicheng Lin ⋅ Wei-Shi Zheng
[ OpenReview] 
Poster
None
Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search
Zhen Liu ⋅ Yuhan Liu ⋅ Jinjun Wang ⋅ Wei Song ⋅ Jianyi Liu ⋅ Jingwen Fu
[ Poster]  [ OpenReview] 
Poster
None
ProMeCD: Unifying Long-Tailed and Noisy Label Learning via White-Box Control
Yu Zhu
[ OpenReview] 
Poster
None
Constitutional Black-Box Monitoring for Scheming in LLM Agents
Simon Storf ⋅ Rich Barton-Cooper ⋅ James Peters-Gill ⋅ Marius Hobbhahn
[ OpenReview] 
Poster
None
MusicDET: Zero-Shot AI-Generated Music Detection
Chaolei Han ⋅ Hongsong Wang ⋅ Jie Gui
[ OpenReview] 
Poster
None
Learning to Bet for Horizon-Aware Anytime-Valid Testing
Ege Onur Taga ⋅ Samet Oymak ⋅ Shubhanshu Shekhar
[ OpenReview] 
Poster
None
DARC: Disagreement-Aware Alignment via Risk-Constrained Decoding
mingxi Zou ⋅ Jiaxiang Chen ⋅ Junfan Li ⋅ Langzhang Liang ⋅ Qifan Wang ⋅ Xu Yinghui ⋅ Zenglin Xu
[ OpenReview] 
Poster
None
Interactive Segmentation with Elaborate Focus Prior
Kangpeng Hu ⋅ Quansen Sun ⋅ Tao Wang ⋅ Yinghui Sun ⋅ Weihao Zhang
[ OpenReview] 
Poster
None
Inverting Data Transformations via Diffusion Sampling
Jinwoo Kim ⋅ Sékou-Oumar Kaba ⋅ Jiyun Park ⋅ Seunghoon Hong ⋅ Siamak Ravanbakhsh
[ OpenReview] 
Poster
None
A Theory of Contrastive Learning with Natural Images
Antonio Torralba ⋅ Yair Weiss
[ OpenReview] 
Poster
None
MiniMax Learning of Interpretable Factored Stochastic Policies from Conjoint Data, with Uncertainty Quantification
Connor T T Jerzak ⋅ Priyanshi Chandra ⋅ Rishi Hazra
[ OpenReview] 
Poster
None
Unifying and Optimizing Data Values for Selection via Sequential Decision-Making
Hongliang Chi ⋅ Qiong Wu ⋅ Zhengyi Zhou ⋅ Jonathan Li ⋅ Emily Dodwell ⋅ Yao Ma
[ OpenReview] 
Poster
None
EAGer: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling
Daniel Scalena ⋅ Leonidas Zotos ⋅ Elisabetta Fersini ⋅ Malvina Nissim ⋅ Ahmet Üstün
[ OpenReview] 
Poster
None
A Theory of Data Acquisition and Pricing at Scale
Andrew Ilyas ⋅ Amin Saberi ⋅ Grigorios Velegkas
[ OpenReview] 
Poster
None
Active Regression for Single-Index Models with Unknown Link Functions
Chansophea Wathanak In ⋅ Yi Li ⋅ Wai Ming Tai ⋅ Xuan Wu
[ OpenReview] 
Poster
None
LightningRL: Breaking the Accuracy–Parallelism Trade-off of Block-wise dLLMs via Reinforcement Learning
Yanzhe Hu ⋅ Yijie Jin ⋅ Pengfei Liu ⋅ Kai Yu ⋅ Zhijie Deng
[ OpenReview] 
Poster
None
Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment
Kaijun Zhou ⋅ DaPeng ⋅ Qiwei Chen ⋅ Zhiyang Li ⋅ Xijun Li ⋅ Jinyu Gu
[ OpenReview] 
Poster
None
A geometric relation of the error introduced by sampling a language model's output distribution to its internal state
Albert F. Modenbach
[ OpenReview] 
Poster
None
Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
Tom Yates ⋅ Yuzhou Cheng ⋅ Ignacio Alzugaray ⋅ Danyal Akarca ⋅ Pedro Mediano ⋅ Andrew Davison
[ OpenReview] 
Poster
None
VideoLoom: A Video Large Language Model for Joint Spatial-Temporal Understanding
Jiapeng Shi ⋅ junke Wang ⋅ Zuyao You ⋅ Bo He ⋅ Zuxuan Wu
[ OpenReview] 
Poster
None
Efficient Distributionally Robust Assortment Optimization in MNL Bandits
Yunfan Zhang ⋅ Yuxuan Han ⋅ Zhengyuan Zhou
[ OpenReview] 
Poster
None
KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables
Hanyin Cheng ⋅ Jingrong Zhou ⋅ Yang Shu ⋅ Chenjuan Guo
[ OpenReview] 
Poster
None
EquiCAD: A Geometric Equivariant Neural Network for 3D Shape Classification
Yonghao Su ⋅ Yantao Gan ⋅ Junfeng Long ⋅ Caiyang Yu ⋅ Wenhao Zheng ⋅ Xianggen Liu ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
StructMAR: Structure-Aware Masked Autoregression for Explicit Layout Alignment in Text-to-Image Generation
Gang Cao ⋅ Junying Zhang
[ OpenReview] 
Poster
None
Intra-Modal Neighbors Never Lie: Rectifying Inter-Modal Noisy Correspondence via Graph-Based Intra-Modal Reasoning
Yang Liu ⋅ Wentao Feng ⋅ Shudong Huang ⋅ Yalan Ye ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
Bridging Tokens and Geometry: Token-wise 3D Supervision for CAD Generation
Yijia Guan ⋅ Jianhua Sun
[ OpenReview] 
Poster
None
Who Said Neural Networks Aren't Linear?
Nimrod Berman ⋅ Assaf Hallak ⋅ Assaf Shocher
[ OpenReview] 
Poster
None
SPLIT-VLM: Salience-Guided Partitioning towards Local Coverage for Importance-Aware Token Dropping in Vision-Language Models
Seungil Lee ⋅ Gilha lee ⋅ Hyun Kim
[ OpenReview] 
Poster
None
Bipartite Graph Attention-based Clustering for Large-scale scRNA-seq Data
Zhuomin Liang ⋅ Liang Bai ⋅ Xian Yang
[ OpenReview] 
Poster
None
CocoRNA: Collective RNA Design with Cooperative Multi-agent Reinforcement Learning
Tianmeng Hu ⋅ Biao Luo ⋅ Ke Li
[ OpenReview] 
Poster
None
Control Consistency Losses for Diffusion Bridges
Samuel Howard ⋅ Nikolas Nüsken ⋅ Jakiw Pidstrigach
[ OpenReview] 
Poster
None
Learning from Pairwise Preferences in Long-Term Decision Problems
Jonathan Colaco Carr ⋅ Prakash Panangaden ⋅ Doina Precup ⋅ Benjamin Van Roy
[ OpenReview] 
Poster
None
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
Junkai Lu ⋅ Peng Chen ⋅ Xingjian Wu ⋅ Yang Shu ⋅ Chenjuan Guo ⋅ Christian S Jensen ⋅ Bin Yang
[ OpenReview] 
Poster
None
RADE: Unbiased Random Add-Drop Edge as a Regularizer
Danial Saber ⋅ Amirali Salehi-Abari
[ OpenReview] 
Poster
None
Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
Florian Adriaens ⋅ Nikolaj Tatti
[ OpenReview] 
Poster
None
Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness and Safety
Seok-Jin Kim
[ OpenReview] 
Poster
None
CIRBench: Evaluating Large Language Models as LLVM IR Optimizers
Zi Yang ⋅ Haifeng Ding ⋅ Fei Liu ⋅ Yingying Cheng ⋅ Han Cheng ⋅ Zhilei Chai ⋅ Haojie Zhou
[ OpenReview] 
Poster
None
Beyond Softmax: A Natural Parameterization for Categorical Random Variables
Alessandro Manenti ⋅ Cesare Alippi
[ OpenReview] 
Poster
None
Escaping Mode Collapse in LLM Generation
Xin Du ⋅ Kumiko Tanaka-Ishii
[ OpenReview] 
Poster
None
Optimized Deferral for Imbalanced Settings
Corinna Cortes ⋅ Anqi Mao ⋅ Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview] 
Poster
None
Decision Tree Learning on Product Spaces
Arshia Soltani Moakhar ⋅ Faraz Ghahremani ⋅ Kiarash Banihashem ⋅ MohammadTaghi Hajiaghayi
[ OpenReview] 
Poster
None
Gradient Descent with Large Step Size Restores Symmetry in Deep Linear Networks with Multi-Pathway
Hee-Sung Kim ⋅ Sungyoon Lee
[ OpenReview] 
Poster
None
From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models
Hengyu Fu ⋅ Baihe Huang ⋅ Virginia Adams ⋅ Charles Wang ⋅ Junkeun Yi ⋅ Mohammad Mahdi Kamani ⋅ Venkat Krishna Srinivasan ⋅ Jiantao Jiao
[ OpenReview] 
Poster
None
A Tight Theory of Error Feedback Algorithms in Distributed Optimization
Daniel Thomsen ⋅ Adrien Taylor ⋅ Aymeric Dieuleveut
[ OpenReview] 
Poster
None
Patterning: The Dual of Interpretability
George Wang ⋅ Daniel Murfet
[ OpenReview] 
Poster
None
Geometric Conformal Prediction with Spatial Ranks and Multivariate Quantiles
Anton Conrad ⋅ Eric Moulines ⋅ julien perez
[ OpenReview] 
Poster
None
UMEM: Unified Memory Extraction and Management Framework for Generalizable Memory
Yongshi Ye ⋅ Hui Jiang ⋅ Feihu Jiang ⋅ Tian Lan ⋅ Yichao Du ⋅ Biao Fu ⋅ Xiaodong Shi ⋅ Qianghuai Jia ⋅ Longyue Wang ⋅ Weihua Luo
[ OpenReview] 
Poster
None
$\text{DT}^\text{2}$: Decision-Targeted Digital Twins
Harry Amad ⋅ Mihaela van der Schaar
[ OpenReview] 
Poster
None
DiLA: Disentangled Latent Action World Models
Tianqiu Zhang ⋅ Muyang Lyu ⋅ Yufan Zhang ⋅ Fang Fang ⋅ Si Wu
[ OpenReview] 
Poster
None
From Similarity to Vulnerability: Key Collision Attack on LLM Semantic Caching
ZHIXIANG ZHANG ⋅ Zesen Liu ⋅ Yuchong Xie ⋅ Quanfeng Huang ⋅ Dongdong She
[ OpenReview] 
Poster
None
Agentic Confidence Calibration
Jiaxin Zhang ⋅ Caiming Xiong ⋅ Chien-Sheng Wu
[ OpenReview] 
Poster
None
How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models
Parth Asawa ⋅ Alan Zhu ⋅ Abigail O'Neill ⋅ Matei Zaharia ⋅ Alex Dimakis ⋅ Joseph E Gonzalez
[ OpenReview] 
Poster
None
UrbanMLLM: Joint Learning of Cross-view Imagery for Urban Understanding
Xin Zhang ⋅ Tianjian Ouyang ⋅ Yu Shang ⋅ Qingmin Liao ⋅ Yong Li
[ OpenReview] 
Poster
None
Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization
Taesun Yeom ⋅ Taehyeok Ha ⋅ Jaeho Lee
[ OpenReview] 
Poster
None
AVTrack: Audio-Visual Speaker Tracking in Complex Scenes
Yaoting Wang ⋅ Yun Zhou ⋅ Zipei Zhang ⋅ Henghui Ding
[ OpenReview] 
Poster
None
Structure Abstraction and Generalization in a Hippocampus-Entorhinal Inspired World Model
Tianqiu Zhang ⋅ Muyang Lyu ⋅ Xiao Liu ⋅ Si Wu
[ OpenReview] 
Poster
None
Formal Concept Lattices are Good Semantic Scaffolds for Concept-Based Learning
Deepika Vemuri ⋅ Sayanta Adhikari ⋅ Ankit Saha ⋅ Krishn Kher ⋅ Vineeth N Balasubramanian
[ OpenReview] 
Poster
None
Calibrated Knowledge Aggregation in Bayesian Mixture-of-Experts for Continual VQA
Mahsa Mozaffari ⋅ Hitesh Sapkota ⋅ Yu Kong ⋅ Xumin Liu ⋅ Qi Yu
[ OpenReview] 
Poster
None
RDT2: Exploring the Scaling Limit of UMI Data Towards Zero-Shot Cross-Embodiment Generalization
LIU SONGMING ⋅ Bangguo Li ⋅ Kai Ma ⋅ Lingxuan Wu ⋅ Hengkai Tan ⋅ Xiao Ouyang ⋅ Hang Su ⋅ Jun Zhu
[ OpenReview] 
Poster
None
Resilient Coresets and Consistent Clustering
Ashkan Norouzi-Fard ⋅ Silvio Lattanzi ⋅ MohammadHossein Bateni ⋅ Morteza Monemizadeh
[ OpenReview] 
Poster
None
Understanding Behavior Cloning with Action Quantization
Haoqun Cao ⋅ Tengyang Xie
[ OpenReview] 
Poster
None
Detached Skip-Links and $R$-Probe: Decoupling Feature Aggregation from Gradient Propagation for MLLM OCR
Ziye Yuan ⋅ Ruchang Yao ⋅ Chengxin Zheng ⋅ Yusheng Zhao ⋅ Daxiang Dong ⋅ Ming Zhang
[ OpenReview] 
Poster
None
Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization
Junyi Li ⋅ Xiaowei Qian ⋅ Yingyi Zhang ⋅ Wenlin Zhang ⋅ Guojing Li ⋅ Sheng Zhang ⋅ Xiao Han ⋅ Yichao Wang ⋅ Xiangyu Zhao
[ OpenReview] 
Poster
None
Spherical Steering: Geometry-Aware Activation Rotation for Language Models
Zejia You ⋅ Deng ⋅ Hanjie Chen
[ OpenReview] 
Poster
None
GOCM: Single-Step Graph Outlier Synthesis via Origin Consistency Model
Yifan Li ⋅ Zhihui Wang ⋅ Changmiao Wang ⋅ Guangxiao Ma ⋅ Peng Zhang
[ OpenReview] 
Poster
None
New Bounds for Kernel Sums via Fast Spherical Embeddings
Tal Wagner
[ OpenReview] 
Poster
None
Correcting in Hindsight: Editing Past Key-Value States for Robust LLM Reasoning
Mengfei Zhang ⋅ Yu Mi ⋅ Leijing Zhou
[ OpenReview] 
Poster
None
Scaling Real-World Robot Policy Evaluation via Discrete Diffusion World Model
Yaxuan Li ⋅ Junjie Wen ⋅ Zhongyi Zhou ⋅ Yefei Chen ⋅ Chaomin Shen ⋅ Yaxin Peng ⋅ Yichen Zhu
[ OpenReview] 
Poster
None
AG-REPA: Causal Layer Selection for Representation Alignment in Audio Flow Matching
Pengfei Zhang ⋅ Tianxin Xie ⋅ Yang Minghao ⋅ Li Liu
[ OpenReview] 
Poster
None
Neural Thickets: Diverse Task Experts Are Dense Around Pretrained Weights
Yulu Gan ⋅ Phillip Isola
[ OpenReview] 
Poster
None
Anti-Backdoor Coreset Selection via Cumulative Entropy
Qi Zhao ⋅ Christian Wressnegger
[ OpenReview] 
Poster
None
Mixture Prototype Flow Matching for Open-Set Supervised Anomaly Detection
Fuyun Wang ⋅ Yuanzhi Wang ⋅ Xu Guo ⋅ Sujia Huang ⋅ Tong Zhang ⋅ Dan Wang ⋅ Hui Yan ⋅ Xin Liu ⋅ Zhen Cui
[ OpenReview] 
Poster
None
Executable Agentic Memory for GUI Agent
Zerui Qin ⋅ Sheng Yue ⋅ Xingyuan Hua ⋅ Yongjian Fu ⋅ Ju Ren
[ OpenReview] 
Poster
None
Retrieval-Aware Distillation for Transformer-SSM Hybrids
Aviv Bick ⋅ Eric Xing ⋅ Albert Gu
[ OpenReview] 
Poster
None
LiveNewsBench: Evaluating LLM Web Search Capabilities with Freshly Curated News
Yunfan Zhang ⋅ Kathleen McKeown ⋅ Smaranda Muresan
[ OpenReview] 
Poster
None
Directly Optimizing Natural Language Explanations for Behavioral Faithfulness: Simulatability and Recoverability
Advaith Malladi MALLADI ⋅ Shashank Srivastava
[ OpenReview] 
Poster
None
Judgment Operators: A Composition-Invariant Substrate for Multi-Agent Action Spaces
Jun Li
[ OpenReview] 
Poster
None
RTInfer: Exploiting Concurrency for Multiple Real-Time DNN Inference on Edge GPUs
Renjie Li ⋅ Tong Sun ⋅ Yi Gao ⋅ Wei Dong
[ OpenReview] 
Poster
None
CoLA: Cross-Modal Low-rank Adaptation for Multimodal Downstream Tasks
Wish Suharitdamrong ⋅ Tony Alex ⋅ Muhammad Awais ⋅ Sara Atito
[ OpenReview] 
Poster
None
Simple Policy Gradients for Reasoning with Diffusion Language Models
Anthony Zhan
[ OpenReview] 
Poster
None
Data-driven Mixed Integer Optimization through Probabilistic Multi-variable Branching
Yanguang Chen ⋅ Wenzhi Gao ⋅ Wanyu Zhang ⋅ Dongdong Ge ⋅ Huikang Liu ⋅ Yinyu Ye
[ OpenReview] 
Poster
None
PHALAR: Phasors for Learned Musical Audio Representations
Davide Marincione ⋅ Michele Mancusi ⋅ Giorgio Strano ⋅ Luca Cerovaz ⋅ Donato Crisostomi ⋅ Roberto Ribuoli ⋅ Emanuele Rodolà
[ OpenReview] 
Poster
None
Tucker Attention: A generalization of approximate attention mechanisms
Timon Klein ⋅ Jonas Kusch ⋅ Sebastian Sager ⋅ Stefan Schnake ⋅ Steffen Schotthöfer
[ OpenReview] 
Poster
None
Reading the Cell, Designing the Cure: Perturbation-Conditioned Molecular Diffusion for Function-Oriented Drug Design
ZIYU XU ⋅ zijian zhang ⋅ Liang Wang ⋅ Zhiyuan Liu ⋅ Qiang Liu ⋅ Shu Wu ⋅ Liang Wang
[ Poster]  [ OpenReview] 
Poster
None
An Algebraic View of the Expressivity of Recurrent Language Models
Franz Nowak ⋅ Reda Boumasmoud ⋅ Ryan Cotterell
[ OpenReview] 
Poster
None
Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
Zander Blasingame ⋅ Chen Liu
[ OpenReview] 
Poster
None
NAVIGATE: Evaluating Visual-Guided Search Decision-Making on the Open Web
YaoQi Fan ⋅ Zhe Chen ⋅ Wei Zhu ⋅ Kangxin Yin ⋅ Yangzhou Liu ⋅ Yue Cao ⋅ Zhi Zhu ⋅ Tong Lu
[ OpenReview] 
Poster
None
POLIA: Policy Optimization with Visual-Object-Level Intrinsic Advantage for Multimodal Reasoning
Yiran Zeng ⋅ Da Chen ⋅ Hangyu Mao ⋅ Yuanxing Zhang ⋅ Pengfei Wan ⋅ Mengchen Zhao
[ OpenReview] 
Poster
None
ASIR: Steganography for Diffusion Models via Antipodal Sampling and Iterative Recovery
Yaofei Wang ⋅ Yufeng Zheng ⋅ Han Fang ⋅ Wenzhao Cao ⋅ Donghui Hu
[ OpenReview] 
Poster
None
Breaking the Echo Chamber: A Dynamic Ensemble Pruning Perspective on MoE
Xinlai Kang ⋅ Dunyao Xue ⋅ Zhengbo Wang ⋅ Chengshuo Du ⋅ Cheng Meng ⋅ Hanting Chen ⋅ Hang Zhou ⋅ Xinghao Chen
[ OpenReview] 
Poster
None
Optimal Anytime Algorithms for Online Convex Optimization with Adversarial Constraints
Dhruv Sarkar ⋅ Abhishek Sinha
[ OpenReview] 
Poster
None
What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code
Yuze Zhao ⋅ JunpengFang ⋅ Lu Yu ⋅ Zhenya Huang ⋅ Kai Zhang ⋅ Qing Cui ⋅ Qi Liu ⋅ JUN ZHOU ⋅ Enhong Chen
[ OpenReview] 
Poster
None
Quantum Robust Inner Minimization for Reinforcement Learning with Quadratic Speed-Up in Query Complexity
Hyun Kyu Lee ⋅ Joongheon Kim ⋅ Sung Whan Yoon
[ OpenReview] 
Poster
None
RulePlanner: All-in-One Reinforcement Learner for Unifying Design Rules in 3D Floorplanning
Ruizhe Zhong ⋅ Xingbo Du ⋅ Junchi Yan
[ OpenReview] 
Poster
None
OpenSage: Self-programming Agent Generation Engine
Hongwei Li ⋅ Zhun Wang ⋅ Qinrun Dai ⋅ Yuzhou Nie ⋅ Jinjun Peng ⋅ Ruitong Liu ⋅ Jingyang Zhang ⋅ Kaijie Zhu ⋅ Jingxuan He ⋅ Lun Wang ⋅ Yangruibo Ding ⋅ Yueqi Chen ⋅ Wenbo Guo ⋅ Dawn Song
[ OpenReview] 
Poster
None
Fix the Mind, Not the Move: Interpretable AI Assistance via Knowledge-Gap Localization
Ayano Hiranaka ⋅ Ya-Chuan Hsu ⋅ Stefanos Nikolaidis ⋅ Erdem Biyik ⋅ Daniel Seita
[ OpenReview] 
Poster
None
INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
Javad Dogani ⋅ Devriş İşler ⋅ Nikolaos Laoutaris
[ OpenReview] 
Poster
None
Variance-Reduced $(\varepsilon, \delta)-$Unlearning using Forget Set Gradients
Martin Van Waerebeke ⋅ Giovanni Neglia ⋅ Kevin Scaman ⋅ Marco Lorenzi ⋅ El-Mahdi El-Mhamdi
[ OpenReview] 
Poster
None
Transformers Learn the Optimal DDPM Denoiser for Multi-Token GMMs
Hongkang Li ⋅ Hancheng Min ⋅ Rene Vidal
[ OpenReview] 
Poster
None
Calibrating Generative Models to Distributional Constraints
Henry Smith ⋅ Nathaniel Diamant ⋅ Brian Trippe
[ OpenReview] 
Poster
None
Theory of Minimal Weight Perturbations in Deep Networks and its Applications for Low-Rank Activated Backdoor Attacks
Bethan Evans ⋅ Jared Tanner
[ OpenReview] 
Poster
None
Parametrized Power-Iteration Clustering for Directed Graphs
Gwendal Debaussart-Joniec ⋅ Harry Sevi ⋅ Matthieu Jonckheere ⋅ Argyris Kalogeratos
[ OpenReview] 
Poster
None
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
Yuchen Xiao ⋅ lei yuan ⋅ Ruiqi Xue ⋅ Tieyue Yin ⋅ Yang Yu
[ OpenReview] 
Poster
None
TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting
Qizhuo Han ⋅ Xiangrui Cai ⋅ Sihan Xu ⋅ Ying Zhang ⋅ Zheli Liu
[ OpenReview] 
Poster
None
Ideal Attribution and Faithful Watermarks for Language Models
Min Jae Song ⋅ Kameron Shahabi
[ OpenReview] 
Poster
None
Adaptive Estimation and Inference in Semi-parametric Heterogeneous Clustered Multitask Learning via Neyman Orthogonality
Hanxiao Chen ⋅ Debarghya Mukherjee
[ OpenReview] 
Poster
None
Universal Skeleton Understanding via Differentiable Rendering and MLLMs
Ziyi Wang ⋅ Peiming Li ⋅ Xinshun Wang ⋅ Yang Tang ⋅ Kai-Kuang Ma ⋅ Mengyuan Liu
[ OpenReview] 
Poster
None
Midtraining Bridges Pretraining and Posttraining Distributions
Emmy Liu ⋅ Graham Neubig ⋅ Chenyan Xiong
[ OpenReview] 
Poster
None
Partitioning for Intrinsic Model Inversion Resistance in Collaborative Inference
Rongke Liu ⋅ Youwen Zhu ⋅ Lei Zhou ⋅ Zhang Xianglong ⋅ Dong Wang
[ Poster]  [ OpenReview] 
Poster
None
Biologically plausible heavy-tailed connectivity enhances generalizations on cognitive tasks in recurrent neural networks
Zhe Jiao ⋅ Xiaodong He ⋅ Shanglin Zhou
[ OpenReview] 
Poster
None
MIMO-LP: A Multi-Input Multi-Output Framework for Subgraph-based Link Prediction
Yixin Song ⋅ Guangchi Liu ⋅ Xiangyu Xu ⋅ Shaofeng Li ⋅ Zhen Ling ⋅ Yiwei Wang ⋅ Yujun Cai
[ OpenReview] 
Poster
None
Geodesic Calculus on Implicitly Defined Latent Manifolds
Florine Hartwig ⋅ Josua Sassen ⋅ Juliane Braunsmann ⋅ Martin Rumpf ⋅ Benedikt Wirth
[ OpenReview] 
Poster
None
Tracing the Emergence of Symbol Grounding in Multimodal Language Models
Shuyu Wu ⋅ Ziqiao Ma ⋅ Xiaoxi Luo ⋅ Yidong Huang ⋅ Josue Torres-Fonseca ⋅ Freda Shi ⋅ Joyce Chai
[ OpenReview] 
Poster
None
Rethinking Time-Series Imputation as Conditional Inference along Temporal Evolution
Yu Fan ⋅ Yang Yang ⋅ Yufan Guo ⋅ Huazhong Yang ⋅ pengjun wang
[ Slides]  [ OpenReview] 
Poster
None
KernelFoundry: Hardware-Aware Evolutionary GPU Kernel Optimization
Nina Wiedemann ⋅ Quentin Leboutet ⋅ Michael Paulitsch ⋅ Diana Wofk ⋅ Benjamin Ummenhofer
[ OpenReview] 
Poster
None
Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks
Tianyu Pang ⋅ Vignesh Kothapalli ⋅ Shenyang Deng ⋅ Haohui Wang ⋅ Dawei Zhou ⋅ Yaoqing Yang
[ OpenReview] 
Poster
None
MoshiRAG: Asynchronous Knowledge Retrieval for Full-Duplex Speech Language Models
Chung-Ming Chien ⋅ Manu Orsini ⋅ Eugene Kharitonov ⋅ Neil Zeghidour ⋅ Karen Livescu ⋅ Alexandre Défossez
[ OpenReview] 
Poster
None
Value Aggregation with Uncertainty in Online Decentralized MARL
Ziyue Chu ⋅ Leonardo Stella
[ OpenReview] 
Poster
None
Constrained Meta Reinforcement Learning with Provable Test-Time Safety
Tingting Ni ⋅ Maryam Kamgarpour
[ OpenReview] 
Poster
None
DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter
Xukun Li ⋅ Yu Sun ⋅ Lei Zhang ⋅ Bo-Sheng Huang ⋅ Yibo Peng ⋅ Yuan Meng ⋅ Haojun Jiang ⋅ Shaoxuan Xie ⋅ Guocai Yao ⋅ Alois Knoll ⋅ Zhenshan Bing ⋅ Xinlong Wang ⋅ Zhenguo Sun
[ OpenReview] 
Poster
None
Which Reasoning Traces Are Worth Generating Further? Data Curation for Training Reasoning Models
Hongyi Jin ⋅ Wenhan Yang ⋅ Meysam Ghaffari ⋅ Carlos Morato ⋅ Baharan Mirzasoleiman
[ OpenReview] 
Poster
None
Understanding Dynamics of Adam in Zero-Sum Games: An ODE Approach
Yi Feng ⋅ Weiming Ou ⋅ Xiao Wang
[ OpenReview] 
Poster
None
Singular Proxies for Adaptive Caching in Diffusion Language Models
Wenhao SUN ⋅ Rong-Cheng Tu ⋅ Yifu Ding ⋅ Zhao Jin ⋅ Jingyi Liao ⋅ Yongcheng Jing ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Just Y-Prediction: Enabling Historical Cumulative Inconsistency in Label Diffusion for Learning with Noisy Label
Senyu Hou ⋅ Gaoxia Jiang ⋅ Xinyi Zheng ⋅ Yaqing Guo ⋅ Shuna Liang ⋅ Wenjian Wang
[ OpenReview] 
Poster
None
Conformal Reliability: A New Evaluation Metric for Conditional Generation
Yachen Gao ⋅ Xinwei Sun ⋅ Yikai Wang ⋅ Ye Shi ⋅ Jingya Wang ⋅ Jianfeng Feng ⋅ Yanwei Fu
[ OpenReview] 
Poster
None
Independent Component Discovery in Temporal Count Data
Alexandre Chaussard ⋅ Anna Bonnet ⋅ Sylvain Le Corff
[ OpenReview] 
Poster
None
CSPO: Constraint-Sensitive Policy Optimization for Safe Reinforcement Learning
Ayoub Belouadah ⋅ Sylvain Kubler ⋅ YVES LE TRAON
[ OpenReview] 
Poster
None
GraphFlow: A Graph-Based Workflow Management for Efficient LLM-Agent Serving
Ao Li ⋅ Shangpeng Yang ⋅ Fahao Chen ⋅ Tianheng Xu ⋅ Peng Li ⋅ su zhou
[ OpenReview] 
Poster
None
Bias-Spectrum Neural Processes for Parametric PDEs: Architecture Priors Meet PDE Constraints
Hui Li ⋅ Huafeng Liu ⋅ Chenguang Li ⋅ Tianxiao Zhang ⋅ Yajun Yang ⋅ Liping Jing
[ OpenReview] 
Poster
None
Spike-HTR: Spiking Neural Transformer for Handwritten Text Recognition
Xiubo Liang ⋅ Jinxing Han ⋅ Yuke Li ⋅ Haoqi Zhu ⋅ Yu Zhao ⋅ Hongzhi Wang
[ OpenReview] 
Poster
None
Pressure Reveals Character: Behavioural Alignment Evaluation at Depth
Nora Petrova ⋅ John Burden
[ OpenReview] 
Poster
None
Language Generation in the Limit: Complexity Barriers and Implications for Learning
Marcelo Arenas ⋅ Pablo Barcelo ⋅ Luis Cofré ⋅ Alexander Kozachinskiy
[ OpenReview] 
Poster
None
Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization
Shiping Gao ⋅ Hongzhan Chen ⋅ Xiaojun Quan ⋅ Qifan Wang ⋅ Lifu Huang
[ OpenReview] 
Poster
None
REG: In-Sample RL via Regularizing the Evaluation Gap
Hanpu Shen ⋅ Weining Shen ⋅ Roy Fox
[ OpenReview] 
Poster
None
SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
Weilin Lin ⋅ Jianze Li ⋅ Hui Xiong ⋅ Li Liu
[ OpenReview] 
Poster
None
Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum
Gaotang Li ⋅ Ruizhong Qiu ⋅ Xiusi Chen ⋅ Heng Ji ⋅ Hanghang Tong
[ OpenReview] 
Poster
None
Rethinking KV Cache Eviction via a Unified Information-Theoretic Objective
Jiaming Yang ⋅ Chenwei Tang ⋅ Liangli Zhen ⋅ Jiancheng Lv
[ OpenReview] 
Poster
None
SMART: Scalable Mesh‑free Aerodynamic Simulations from Raw Geometries using a Transformer‑based Surrogate Model
Jan Hagnberger ⋅ Mathias Niepert
[ OpenReview] 
Poster
None
AC-ODM: Actor–Critic Online Data Mixing for Sample-Efficient LLM Pretraining
Jing Ma ⋅ Chenhao Dang ⋅ Mingjie Liao
[ OpenReview] 
Poster
None
AutoSizer: Automatic Sizing of Analog and Mixed-Signal Circuits via Large Language Model (LLM) Agents
Xi Yu ⋅ Dmitrii Torbunov ⋅ Soumyajit Mandal ⋅ Yihui Ren
[ OpenReview] 
Poster
None
Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training
Qihuang Zhong ⋅ Liang Ding ⋅ Wenjie Xuan ⋅ Juhua Liu ⋅ Bo Du ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Fair Dataset Distillation via Cross-Group Barycenter Alignment
Mohammad Hossein Moslemi ⋅ Nima Hosseini Dashtbayaz ⋅ Zhimin Mei ⋅ Boyu Wang ⋅ Bissan Ghaddar
[ OpenReview] 
Poster
None
Model-Dowser: Data-Free Importance Probing to Mitigate Catastrophic Forgetting in Multimodal Large Language Models
Hyeontaek Hwang ⋅ DINH SON NGUYEN ⋅ Daeyoung Kim
[ OpenReview] 
Poster
None
CAffNet: Hard Constraint-Affine Neural Networks
Yang Zhao ⋅ Jungeun Lee ⋅ Jeong hwan Jeon ⋅ Sze Zheng Yong
[ OpenReview] 
Poster
None
Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
Zhirui Chen ⋅ Ziwei Chen ⋅ Ling Shao
[ OpenReview] 
Poster
None
PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
Yunhe Han ⋅ Yunqi Gao ⋅ Bing Hu ⋅ Boloursaz Mashhadi ⋅ Yitong Duan ⋅ Pei Xiao ⋅ Yanfeng Zhang
[ OpenReview] 
Poster
None
On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching
Mohammad Rashed ⋅ Duarte Filipe Valoroso Madeira ⋅ Babak Gholami ⋅ Caglar Guerbuez ⋅ Yunjia Yang ⋅ Nils Thuerey
[ OpenReview] 
Poster
None
Less Is More in Federated Continual Learning: RieSelect for Conflict-Aware Layer Selection in LLMs
Wenqi Qiu ⋅ Yipeng Zhou ⋅ Lin Zhu ⋅ Laizhong Cui
[ OpenReview] 
Poster
None
Optimal Classical and Quantum Algorithms for Gradient Testing and Estimation by Comparisons
Xiwen Tao ⋅ Chenyi Zhang ⋅ Helin Wang ⋅ Yexin Zhang ⋅ Tongyang Li
[ OpenReview] 
Poster
None
Directional Neural Collapse for Self-Supervised Visual Representation Learning
Achleshwar Luthra ⋅ Yash Salunkhe ⋅ Tomer Galanti
[ OpenReview] 
Poster
None
Broadening the Backdoor Basin: Understanding LLM Backdoors Collapse and Making Backdoors Persistent
Xingyi Zhao ⋅ Tian Xie ⋅ Xiaojun Qi ⋅ Depeng Xu ⋅ Shuhan Yuan
[ OpenReview] 
Poster
None
Incomplete Multi-View Clustering via Neighborhood-Conditioned Diffusion
Qian Guo ⋅ Gaohui Zuo ⋅ Bingbing Jiang ⋅ Guangrui Fan ⋅ Zhihua Cui ⋅ Xinyan Liang ⋅ Jianjian Ding
[ OpenReview] 
Poster
None
Efficiently Solving Discounted MDPs via Predictions with Unknown Prediction Errors
Lixing Lyu ⋅ Jiashuo Jiang ⋅ Wang Chi Cheung
[ OpenReview] 
Poster
None
Learning to Approximate Uniform Facility Location via Graph Neural Networks
Chendi Qian ⋅ Christopher Morris ⋅ Stefanie Jegelka ⋅ Christian Sohler
[ OpenReview] 
Poster
None
SceneDirector: Bridging Explicit Geometry and Generative Priors for Unified Driving Scene Editing
Yiyuan Liang ⋅ Zhiying Yan ⋅ Tao Zhang ⋅ Shangke Liu ⋅ Kai Lin ⋅ Xu Zou ⋅ Nong Sang ⋅ Changxin Gao
[ OpenReview] 
Poster
None
FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation
Duc Nguyen ⋅ Nghiem Diep ⋅ Binh Nguyen Gia ⋅ Trong-Bao Ho ⋅ Doanh Le Thien ⋅ Quang Nguyen ⋅ Thien-Loc Ha ⋅ Tran Van Nhiem ⋅ Bao Thach ⋅ Tran Nhat ⋅ Tuan Tran ⋅ Artur Habuda ⋅ Philip Møller ⋅ Tran Nguyen Le ⋅ Daniel Sonntag ⋅ Mathias Niepert ⋅ Khoa Doan ⋅ Vu Duong ⋅ Hung Ngo ⋅ Minh VU ⋅ Duy Nguyen ⋅ An Thai Le ⋅ Vien Ngo
[ OpenReview] 
Poster
None
WinDeskGround: A Benchmark for Robust GUI Grounding in Complex Multi-Window Desktop Environments
Haoren Zhao ⋅ Tianyi Chen ⋅ Zhen Wang
[ OpenReview] 
Poster
None
SciAgentGym: Benchmarking Multi-Step Scientific Tool-Use in LLM Agents
Yujiong Shen ⋅ Yajie Yang ⋅ Zhiheng Xi ⋅ Binze Hu ⋅ Huayu Sha ⋅ Qiyuan Peng ⋅ Jiazheng Zhang ⋅ Junlin Shang ⋅ Jixuan Huang ⋅ Yutao Fan ⋅ Jingqi Tong ⋅ Shihan Dou ⋅ Ming Zhang ⋅ LEI BAI ⋅ Zhenfei Yin ⋅ Tao Gui ⋅ Xingjun Ma ⋅ Qi Zhang ⋅ Xuanjing Huang ⋅ Yu-Gang Jiang
[ OpenReview] 
Poster
None
AdverMCTS: Combating Pseudo-Correctness in Code Generation via Adversarial Monte Carlo Tree Search
Qingyao Li ⋅ Weiwen Liu ⋅ Weinan Zhang ⋅ Yong Yu ⋅ Bo An
[ OpenReview] 
Poster
None
Generative Modeling of Discrete Latent Structures via Dynamic Policy Gradients
Stefan Ivanovic ⋅ Ge Liu ⋅ Mohammed El-Kebir
[ OpenReview] 
Poster
None
The Tell-Tale Norm: $\ell_2$ Magnitude as a Signal for Reasoning Dynamics in Large Language Models
Jinyang Zhang ⋅ Hongxin Ding ⋅ Yue Fang ⋅ Weibin Liao ⋅ Muyang Ye ⋅ Junfeng Zhao ⋅ Yasha Wang
[ OpenReview] 
Poster
None
Low-Compute Watermark Removal via Dual-Domain Natural Projection
Pragati Meshram ⋅ Varun Chandrasekaran
[ OpenReview] 
Poster
None
UnMaskFork: Test-Time Scaling for Masked Diffusion via Deterministic Action Branching
Kou Misaki ⋅ Takuya Akiba
[ OpenReview] 
Poster
None
Position: Responsible AI for AI companions must actively combat violence toward intimate partners
Atmadeep Ghoshal ⋅ Anasmita Ghoshal ⋅ Volodymyr Shevchenko ⋅ Ashwini B ⋅ Arshia Dutta ⋅ Ruba Abu-Salma ⋅ Martim Brandao
[ OpenReview] 
Poster
None
Position: Verifiable Data Minimization is a Prerequisite for Responsible, Privacy-Preserving Industrial Vision
Sander De Coninck ⋅ Sam Leroux ⋅ Pieter Simoens
[ OpenReview] 
Poster
None
Position: Interestingness is an Inductive Heuristic for Future Compression Progress
Vincent Herrmann ⋅ Jürgen Schmidhuber
[ OpenReview] 
Poster
None
Position: Breaking the Dual Curse of Multilingual AI Requires Socio-Technical Guardrails, Not Post-Hoc Alignment
Jason Lucas ⋅ Pureheart Ogheneogaga Irikefe ⋅ Adaku Uchendu ⋅ Umniya Najaer ⋅ Cornelius Adejoro ⋅ Patrice Sterling ⋅ Dongwon Lee
[ OpenReview] 
Poster
None
Position: Multiplicity is an Inevitable and Inherent Challenge in Multimodal Learning
Sanghyuk Chun ⋅ Olga Russakovsky
[ OpenReview] 
Poster
None
Position: Profiling Game Worlds by Transition Complexity
Lele Cao
[ OpenReview] 
Poster
None
Position: When AI Decides Who Gets an Organ: Multi-Agentic AI Systems in Transplant Medicine Risk Amplifying Disparities Without Targeted Explainability and Deployment Strategies
Divya Sharma ⋅ Ghazal Azarfar ⋅ Bima Hasjim ⋅ Mamatha Bhat
[ OpenReview] 
Poster
None
Position: Benchmarks Do Not Measure Deployment Readiness in Clinical AI
Haoran Zhang ⋅ Hyewon Jeong ⋅ Olawale Salaudeen ⋅ Walter Gerych ⋅ Nigam Shah ⋅ Marzyeh Ghassemi
[ OpenReview] 
Poster
None
Position: Preregister Experiments with AI Agents
Michelle Vaccaro
[ OpenReview] 
Poster
None
Position: Every Ground Truth is a Human Construction, not an Objective Truth
Charlotte Högberg ⋅ Ericka Johnson ⋅ Kiri Wagstaff
[ OpenReview] 
Poster
None
Visual Persuasion: What Influences Decisions of Vision-Language Models?
Manuel Cherep ⋅ Pranav M R ⋅ Pattie Maes ⋅ Nikhil Singh
[ OpenReview] 
Poster
None
Position: AI Evaluation Should Work With Humans
Jan Kulveit ⋅ Gavin Leech ⋅ Tomáš Gavenčiak ⋅ Raymond Douglas
[ OpenReview] 
Poster
None
Position: Stop Using Culturally Biased Human Cognitive Benchmarks to Evaluate LLMs
Carla Troper
[ OpenReview] 
Poster
None
PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
Maosheng Su ⋅ Junlei Cao ⋅ Zhiyuan Wang ⋅ Shuo Wang ⋅ Ning Zhang ⋅ Jun Luo
[ OpenReview] 
Poster
None
Position: Agentic Systems Should be General
Elron Bandel ⋅ Asaf Yehudai ⋅ Alexandre Lacoste ⋅ Avijit Ghosh ⋅ Graham Neubig ⋅ Margaret Mitchell ⋅ Michal Shmueli-Scheuer ⋅ Leshem Choshen
[ OpenReview] 
Poster
None
Position: Time-Series Foundation Models Require Explicit Domain-Level Benchmarks
Md Asif Bin Syed ⋅ Md Younus Ahamed ⋅ Azmine Toushik Wasi
[ OpenReview] 
Poster
None
Position: Reframing Hallucination: Latent Space Geodesics as a Pathway for Generative Discovery
Zhihao Hao ⋅ Bob Zhang ⋅ LI Haisheng
[ OpenReview] 
Poster
None
Unraveling Syntax: Language Modeling and the Substructure of Grammars
Laura Ying Schulz ⋅ Daniel Mitropolsky ⋅ Tomaso A Poggio
[ OpenReview] 
Poster
None
Position: Predicting AI’s Impact on Labor Is a Core Machine Learning Problem
Yong Suk Lee
[ OpenReview] 
Poster
None
Position: Privacy Is a Claim, Not a Property of Synthetic Data
Jiachen Zhao ⋅ Antonia Januszewicz ⋅ Taeho Jung
[ OpenReview] 
Poster
None
Position: AI Leaderboards Are Underserving the Global South: A Case Study from India
Sourav Banerjee ⋅ Saikat Saha
[ OpenReview] 
Poster
None
Position: AI Must Become Planet-Centered, Not Human-Centered
Maria Perez-Ortiz
[ OpenReview] 
Poster
None
Position: Retire the "Positive Backdoor" Label—Secret Alignment Requires Strict and Systematic Evaluation
Jianwei Li ⋅ Jung-Eun Kim
[ OpenReview] 
Poster
None
Position: RL Researchers Need to Distinguish Between Solving Simulators and Using Simulators as a Proxy
Matthew Vandergrift ⋅ Esraa Elelimy ⋅ Martha White
[ OpenReview] 
Poster
None
Position: Generative Engine Optimization Creates Underexamined Risks, Governance Must Target Concentration, Disclosure, and Academic Blind Spots
Yizhu Wen ⋅ Nan Zhang ⋅ Haohan Yuan ⋅ Xun Chen ⋅ Haopeng Zhang ⋅ Hanqing Guo
[ OpenReview] 
Poster
None
Position: `AI Alignment' Encompasses Competing Technical Priorities
Tushita Jha ⋅ Rory Švarc ⋅ Mateusz Bagiński
[ OpenReview] 
Poster
None
Position: Adversarial ML for LLMs Is Not Making Any Progress
Javier Rando ⋅ Jie Zhang ⋅ Nicholas Carlini ⋅ Florian Tramer
[ OpenReview] 
Poster
None
Position: Prompting Intent Should Be Audited in LLM-Assisted Peer Review
Lijinghua Zhang ⋅ Michelle Bang ⋅ Hengrui Cai
[ OpenReview] 
Poster
None
Position: Early-Stage Quality Assurance in Annotation Pipelines Is More Cost-Effective Than Late-Stage Validation
Sunil Kothari ⋅ Sumukha Chandramouli ⋅ Naman Khandelwal ⋅ Praveen Kumar Gulipalli ⋅ Parth Kulshreshtha ⋅ Ashi Jain ⋅ Kriti Banka ⋅ Tanuja Chintada ⋅ Venkata Triveni ⋅ Manish Mehta ⋅ Tao Liu
[ OpenReview] 
Poster
None
Position: Machine Learning for Heart Transplant Allocation Policy Optimization Should Account for Incentives
Ioannis Anagnostides ⋅ Itai Zilberstein ⋅ Zachary Sollie ⋅ Arman Kilic ⋅ Tuomas Sandholm
[ OpenReview] 
Poster
None
Position: Metaphysical Concepts in AI Should Be Judged by Their Consequences
Paras Chopra
[ OpenReview] 
Poster
None
Position: Fairness Failure in Generative Models is an Evaluation Problem
Mariia Vladimirova ⋅ Jean-Yves Franceschi ⋅ Thibaut Issenhuth
[ OpenReview] 
Poster
None
Position: LLM-Based Social Simulations Require a Boundary
Zengqing Wu ⋅ Run Peng ⋅ Takayuki Ito ⋅ Makoto Onizuka ⋅ Chuan Xiao
[ OpenReview] 
Poster
None
Position: Deciphering the Functions of DNAs, RNAs, and Proteins Should Consider Multi-Modal Large Language Models
Pengtao Xie ⋅ Victor Nizet ⋅ Lei Wang ⋅ Ahmed Alaa ⋅ Daniel Zielinski ⋅ Trey Ideker ⋅ Bernhard Palsson
[ OpenReview] 
Poster
None
Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges
Usman A Khan ⋅ Joseph Durham
[ OpenReview] 
Poster
None
What Language is This? Ask Your Tokenizer.
Clara Meister ⋅ Ahmetcan Yavuz ⋅ Pietro Lesci ⋅ Tiago Pimentel
[ OpenReview] 
Poster
None
AOEPT: Breaking the Implicit Modality-Reduction Bottleneck in Modality Missing Prompt Tuning
Jian Lang ⋅ Hong ⋅ Ting Zhong ⋅ Fan Zhou
[ OpenReview] 
Poster
None
Debate2Create: Robot Co-design via Multi-Agent LLM Debate
Kevin Qiu ⋅ Marek Cygan
[ OpenReview] 
Poster
None
Provably Learning Attention with Queries
Satwik Bhattamishra ⋅ Kulin Shah ⋅ Michael Hahn ⋅ Varun Kanade
[ OpenReview] 
Poster
None
Causal Feature Learning via Generalized Rayleigh Quotients
Liang Cao ⋅ Jun Wan ⋅ Yan Qin ⋅ Weide Liu
[ OpenReview] 
Poster
None
Overthinking: Amplifying Reasoning Weights to Extract Learned Secrets
Jack Hopkins ⋅ Dipika Khullar ⋅ Fabien Roger
[ OpenReview] 
Poster
None
Non-Parametric Probabilistic Robustness: A Conservative Risk Estimator under Unknown Perturbation Distributions
Zheng Wang ⋅ Yi Zhang ⋅ Siddartha Khastgir ⋅ carsten maple ⋅ Xingyu Zhao
[ OpenReview] 
Poster
None
Expressive Graph Neural Networks via Equivariant Use of Noise
Xiyuan Wang ⋅ Muhan Zhang
[ OpenReview] 
Poster
None
Gradient-Aware Scheduling: Coupling Curriculum and Staleness for Async Reinforcement Learning
Xinyu Zhang
[ OpenReview] 
Poster
None
Self-Soupervision: Cooking Model Soups without Labels
Anthony Fuller ⋅ James Green ⋅ Evan Shelhamer
[ OpenReview] 
Poster
None
Adaptive Group Elicitation via Multi-Turn LLM Interactions
Ruomeng Ding ⋅ Tianwei Gao ⋅ Tom Zollo ⋅ Eitan Bachmat ⋅ Richard Zemel ⋅ Xinyu Yang
[ OpenReview] 
Poster
None
The surprising strength of weak classifiers for validating neural posterior estimates
Vansh Bansal ⋅ Tianyu Chen ⋅ James Scott
[ OpenReview] 
Poster
None
Predicting Large Model Test Losses with a Noisy Quadratic System
Chuning Li ⋅ Chris Maddison
[ OpenReview] 
Poster
None
Improved Scaling Laws via Weak-to-Strong Generalization in Random Features Ridge Regression
Diyuan Wu ⋅ Lehan Chen ⋅ Theodor Misiakiewicz ⋅ Marco Mondelli
[ OpenReview] 
Poster
None
(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
Maksim Zhdanov ⋅ Ana Lucic ⋅ Max Welling ⋅ Jan-Willem van de Meent
[ OpenReview] 
Poster
None
Mitigating Per-Sample Harm in Stochastic Optimization
Apostolos Avranas
[ OpenReview] 
Poster
None
Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review
Xinyu Zhao ⋅ Rana Khan ⋅ Zhen Xu ⋅ Zhen Tan ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
Think in Latent, Explain in Language: Self-Explainable Latent Reasoning
Dayuan Zhao ⋅ Shengcao Cao ⋅ Yu-Xiong Wang ⋅ Liang-Yan Gui
[ OpenReview] 
Poster
None
Explaining Concept Shift with Interpretable Feature Attribution
Ruiqi Lyu ⋅ Alistair Turcan ⋅ Bryan Wilder
[ OpenReview] 
Poster
None
Mean Flow Policy Optimization
Xiaoyi Dong ⋅ Xi Zhang ⋅ Jian Cheng
[ OpenReview] 
Poster
None
SURF: Separation via Unsupervised Remixing Flow
Henry Li ⋅ Robin Scheibler ⋅ Efthymios Tzinis ⋅ Matt Shannon ⋅ Arnaud Doucet ⋅ john hershey
[ OpenReview] 
Poster
None
Learning a Zeroth-Order Optimizer for Fine-Tuning LLMs
Kairun Zhang ⋅ Haoyu Li ⋅ Yanjun Zhao ⋅ Yifan Sun ⋅ Huan Zhang
[ OpenReview] 
Poster
None
Certifying Graph Neural Networks Against Label and Structure Poisoning
Lukas Gosch ⋅ Xichuan Chen ⋅ Yan Scholten ⋅ Stephan Günnemann
[ OpenReview] 
Poster
None
TabICooL: A better, faster, scalable, and open tabular foundation model
Jingang QU ⋅ David Holzmüller ⋅ Gael Varoquaux ⋅ Marine Le Morvan
[ OpenReview] 
Poster
None
Anytime-Valid Inference Under Outcome Delay: A Design-Based Approach
Michael Lindon ⋅ Nathan Kallus
[ OpenReview] 
Poster
None
Language Generation with Feedback: Queries and Mistakes
Steve Hanneke ⋅ Amin Karbasi ⋅ Anay Mehrotra ⋅ Grigorios Velegkas
[ OpenReview] 
Poster
None
Accuracy and Normalized Accuracy under Length Bias: Analysis, Guidelines, and a Bayesian Alternative
Koen Oostermeijer
[ OpenReview] 
Poster
None
Probing the Inductive Bias of Neural Networks through Learning Random Cellular Automata
Jan Disselhoff ⋅ Michael Wand
[ OpenReview] 
Poster
None
A Constrained Optimization Perspective of Unrolled Transformers
Javier Porras-Valenzuela ⋅ Samar Hadou ⋅ Alejandro Ribeiro
[ OpenReview] 
Poster
None
Generative Modeling with Probabilistic Constraints
Shishang Wu ⋅ Bingjing Tang ⋅ Vinayak A Rao
[ OpenReview] 
Poster
None
Adaptive Policy Backbone via Shared Network
Bumgeun Park ⋅ Donghwan Lee
[ OpenReview] 
Poster
None
You Can Learn Tokenization End-to-End with Reinforcement Learning
Sam Dauncey ⋅ Roger Wattenhofer
[ OpenReview] 
Poster
None
Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
Congrui Du ⋅ Yang Zhang ⋅ Kaizhi Qian ⋅ Shiyu Chang
[ OpenReview] 
Poster
None
When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
Lingxi Zhang ⋅ Guangtao Zheng ⋅ Hanjie Chen
[ OpenReview] 
Poster
None
G-RANS: Generalizable Residual-Aware Neural Solvers for Sparse Systems
Weixin Liao ⋅ Mingquan Feng ⋅ Zhizhou Zhang ⋅ Youjia Wu ⋅ Yifan Fu ⋅ Junchi Yan
[ OpenReview] 
Poster
None
Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization
Jiaxuan Cheng
[ OpenReview] 
Poster
None
Collaborative and Efficient Fine-tuning: Leveraging Task Similarity
Gagik Magakyan ⋅ Amirhossein Reisizadeh ⋅ Chanwoo Park ⋅ Pablo A. Parrilo ⋅ Asuman Ozdaglar
[ OpenReview] 
Poster
None
Dissecting Quantization Error: A Concentration-Alignment Perspective
Marco Federici ⋅ Boris van Breugel ⋅ Paul Whatmough ⋅ Markus Nagel
[ OpenReview] 
Poster
None
Stratified GRPO: Handling Structural Heterogeneity in Reinforcement Learning of LLM Search Agents
Mingkang Zhu ⋅ Xi Chen ⋅ Bei Yu ⋅ Hengshuang Zhao ⋅ Jiaya Jia
[ OpenReview] 
Poster
None
RapTB: Rooted Absorbed Trajectory Balance with Submodular Replay for Stable Autoregressive GFlowNet Training
Xi Wang ⋅ Wenbo Lu ⋅ Shenji Wan
[ OpenReview] 
Poster
None
PyVision-RL: Forging Open Agentic Vision Models via RL
Shitian Zhao ⋅ Shaoheng Lin ⋅ Ming Li ⋅ Haoquan Zhang ⋅ Wenshuo Peng ⋅ Kaipeng Zhang ⋅ Chen Wei
[ OpenReview] 
Poster
None
Towards Robust Human-AI Complementarity under Uncertainty
Yewon Byun ⋅ Bryan Wilder
[ OpenReview] 
Poster
None
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
Iván Arcuschin ⋅ David Chanin ⋅ Adrià Garriga-Alonso ⋅ Oana-Maria Camburu
[ OpenReview] 
Poster
None
A Factorized Low-Rank RNN Framework for Uncovering Independent Neural Latent Dynamics and Connectivity
Chengrui Li ⋅ Yunmiao Wang ⋅ Yule Wang ⋅ Weihan Li ⋅ Dieter Jaeger ⋅ Anqi Wu
[ OpenReview] 
Poster
None
Diamond Maps: Efficient Reward Alignment via Stochastic Flow Maps
Peter Holderrieth ⋅ Douglas Chen ⋅ Luca Eyring ⋅ Ishin Shah ⋅ Giri Anantharaman ⋅ Yutong He ⋅ Zeynep Akata ⋅ Tommi Jaakkola ⋅ Nicholas Boffi ⋅ Max Simchowitz
[ OpenReview] 
Poster
None
Online Continual Learning with Dynamic Label Hierarchies
Xinrui Wang ⋅ Shao-Yuan Li ⋅ Bartłomiej Twardowski ⋅ Alexandra Gomez-Villa ⋅ Songcan Chen
[ OpenReview] 
Poster
None
Decomposing Query-Key Feature Interactions Using Contrastive Covariances
Andrew Lee ⋅ Yonatan Belinkov ⋅ Fernanda Viégas ⋅ Martin Wattenberg
[ OpenReview] 
Poster
None
A Critical Look at Targeted Instruction Selection: Disentangling What Matters (and What Doesn’t)
Nihal Nayak ⋅ Paula Rodriguez-Diaz ⋅ Neha Hulkund ⋅ Sara Beery ⋅ David Alvarez-Melis
[ OpenReview] 
Poster
None
From Prior to Pro: Efficient Skill Mastering via Distribution Contractive RL Finetuning
Zhanyi Sun ⋅ shuran song
[ OpenReview] 
Poster
None
Betting on Equilibrium: Monitoring Strategic Behavior in Multi-Agent Systems
Etienne Gauthier ⋅ Francis Bach ⋅ Michael Jordan
[ OpenReview] 
Poster
None
Deep Networks Learn Deep Hierarchical Models
Amit Daniely
[ OpenReview] 
Poster
None
DexMachina: Functional Retargeting for Bimanual Dexterous Manipulation
Zhao Mandi ⋅ Yifan Hou ⋅ Dieter Fox ⋅ Yashraj Narang ⋅ Ajay Mandlekar ⋅ shuran song
[ OpenReview] 
Poster
None
CircuitPrint: Mechanistic Circuit Fingerprints for Large Language Models
Zhenxiong Yan ⋅ Suhang Yao ⋅ Yu Liu ⋅ Wenqiang Jin
[ OpenReview] 
Poster
None
Hybrid Reinforcement Learning in Adversarial Markov Decision Processes
Duo Cheng ⋅ Xingyu Zhou ⋅ Bo Ji
[ OpenReview] 
Poster
None
Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning
Simin Li ⋅ Zihao Mao ⋅ Zheng Yuwei ⋅ Linhao Wang ⋅ Ruixiao Xu ⋅ Chengdong Ma ⋅ Zhiqian Liu ⋅ Xin Yu ⋅ Yuqing Ma ⋅ Xin Wang ⋅ Jie Luo ⋅ Bo An ⋅ Yaodong Yang ⋅ Weifeng Lv ⋅ Xianglong Liu
[ OpenReview] 
Poster
None
Stochastic Gradient Methods under Heavy-Tailed Noises in Weakly Convex Optimization
Tianxi Zhu ⋅ Yi Xu ⋅ Cheems Wang ⋅ Xiangyang Ji
[ OpenReview] 
Poster
None
Spatial Conformal Inference through Localized Quantile Regression
Hanyang Jiang ⋅ Yao Xie
[ OpenReview] 
Poster
None
Scalable Bayesian Inference for Nonlinear Conservation Laws
Tim Weiland ⋅ Philipp Hennig
[ OpenReview] 
Poster
None
Differentiable Conformal Training for LLM Reasoning Factuality
Nathan Hittesdorf ⋅ Marco Salzetta ⋅ Lu Cheng
[ OpenReview] 
Poster
None
PGT: Procedurally Generated Tasks for improving fine-grained understanding in MLLMs
Rim Assouel ⋅ Amir Bar ⋅ Michal Drozdzal ⋅ Adriana Romero-Soriano
[ OpenReview] 
Poster
None
Simple yet Effective: Low-Rank Spatial Attention for Neural Operators
Zherui Yang ⋅ Haiyang Xin ⋅ Tao Du ⋅ Ligang Liu
[ OpenReview] 
Poster
None
One LR Doesn’t Fit All: Heavy-Tail Guided Layerwise Learning Rates for LLMs
Di He ⋅ Songjun Tu ⋅ Keyu Wang ⋅ Lu Yin ⋅ Shiwei Liu
[ OpenReview] 
Poster
None
Estimation of Treatment Effects Under Nonstationarity via the Truncated Policy Gradient Estimator
Ramesh Johari ⋅ Tianyi Peng ⋅ Wenqian Xing
[ OpenReview] 
Poster
None
End-to-End Autoregressive Image Generation with 1D Semantic Tokenizer
Wenda Chu ⋅ Bingliang Zhang ⋅ Jiaqi Han ⋅ Yizhuo Li ⋅ Linjie Yang ⋅ Yisong Yue ⋅ Qiushan Guo
[ OpenReview] 
Poster
None
NanoQuant: Efficient Sub-1-bit Quantization of Large Language Models
Hyochan Chong ⋅ Dongkyu Kim ⋅ Changdong Kim ⋅ Minseop choi
[ OpenReview] 
Poster
None
Ubiquity of Homeostatic Hebbian Dynamics in Regularized Learning
David Koplow ⋅ Tomaso A Poggio ⋅ Liu Ziyin
[ OpenReview] 
Poster
None
Measuring Intent Comprehension in LLMs
Nadav Kunievsky ⋅ James Evans
[ OpenReview] 
Poster
None
Instance-Level Costs for Nuanced Classifier Evaluation
Kabir Kang ⋅ Steve Mussmann
[ OpenReview] 
Poster
None
Particle Flow for Learning from Label Proportions
alain rakotomamonjy ⋅ Maxime Vono ⋅ Ralaivola Liva
[ OpenReview] 
Poster
None
Bayesian Tensor Decomposition with Diffusion Model Prior
Zerui Tao ⋅ Qibin Zhao
[ OpenReview] 
Poster
None
Content-Style Identification via Differential Independence
Subash Timilsina ⋅ Hoang-Son Nguyen ⋅ Sagar Shrestha ⋅ Xiao Fu
[ OpenReview] 
Poster
None
Generalization Bounds for Discrete Diffusion: Statistical Advantage of Masking
Zixuan Zhang ⋅ Hengyu Fu ⋅ Zhuoran Yang ⋅ Mengdi Wang ⋅ Tuo Zhao ⋅ Minshuo Chen
[ OpenReview] 
Poster
None
A Close Look at Negative Label Guided Out-of-distribution Detection in Pre-trained Vision-Language Models
Bo Peng ⋅ Jie Lu ⋅ Guangquan Zhang ⋅ zhen fang
[ OpenReview] 
Poster
None
Hyperbolic neural population geometry benefits computation
Dennis Wu ⋅ Yi-Chun Hung ⋅ Braden Yuille ⋅ James Fitzgerald ⋅ Han Liu
[ OpenReview] 
Poster
None
Negative Sampling From the Ground Up: A Redesign for Graph-based Recommendations
Yanbang Wang ⋅ Jon Kleinberg ⋅ Yanhong Wu
[ OpenReview] 
Poster
None
Turbo Connection: Reasoning as Information Flow from Higher to Lower Layers
Mohan Tang ⋅ Sidi Lu
[ OpenReview] 
Poster
None
ABSINT-AI: Agentic Heap Abstractions for Abstract Interpretation
Michael Wang ⋅ Kexin Pei ⋅ Armando Solar-Lezama
[ OpenReview] 
Poster
None
Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection
Sadegh Mahdavi ⋅ Branislav Kisacanin ⋅ Shubham Toshniwal ⋅ Wei Du ⋅ Ivan Moshkov ⋅ George Armstrong ⋅ Renjie Liao ⋅ Christos Thrampoulidis ⋅ Igor Gitman
[ OpenReview] 
Poster
None
Weight-sparse transformers have interpretable circuits
Leo Gao ⋅ Achyuta Rajaram ⋅ Jacob Coxon ⋅ Soham Govande ⋅ Bowen Baker ⋅ Daniel Mossing
[ OpenReview] 
Poster
None
When Is Symbolic Regression Tractable?
Adil Soubki ⋅ Miles Cranmer
[ OpenReview] 
Poster
None
On the Epistemic Uncertainty of Overparametrized Neural Networks
David Rügamer
[ OpenReview] 
Poster
None
Anatomy of Massive Activations and Attention Sinks
Shangwen Sun ⋅ Alfredo Canziani ⋅ Yann LeCun ⋅ Jiachen Zhu
[ OpenReview] 
Poster
None
Clipped Q-Learning: Your Value Clipping Is Secretly A Robust Operator
Zhishuai Liu ⋅ Pan Xu
[ OpenReview] 
Poster
None
From Prompts to Tokens: Internalizing Causal Supervision in Vision-Language Model for Multi-Image Causal Reasoning
Haoping Yu ⋅ Yuanxi Li ⋅ Jing Ma
[ OpenReview] 
Poster
None
Long-Context Modeling with Dynamic Hierarchical Sparse Attention for Memory-Constrained LLM Inference
Siheng Xiong ⋅ Joe Zou ⋅ Faramarz Fekri ⋅ Yae Jee Cho
[ OpenReview] 
Poster
None
LOCA-bench: Benchmarking Language Agents Under Controllable and Extreme Context Growth
Weihao Zeng ⋅ Yuzhen Huang ⋅ Junxian He
[ OpenReview] 
Poster
None
Asymmetric Prompt Weighting for Reinforcement Learning with Verifiable Rewards
Reinhard Heckel ⋅ Mahdi Soltanolkotabi ⋅ Christos Thrampoulidis
[ OpenReview] 
Poster
None
Corrigibility Transformation: Constructing Goals That Accept Updates
Rubi Hudson
[ OpenReview] 
Poster
None
Formalizing Learning from Language Feedback with Provable Guarantees
Wanqiao Xu ⋅ Allen Nie ⋅ Ruijie Zheng ⋅ Aditya Modi ⋅ Adith Swaminathan ⋅ Ching-An Cheng
[ OpenReview] 
Poster
None
Compact Conformal Subgraphs
Sreenivas Gollapudi ⋅ Kostas Kollias ⋅ Kamesh Munagala ⋅ Aravindan Vijayaraghavan
[ OpenReview] 
Poster
None
CoPE: A Framework for Optimizing Coordination between Planning and Execution in LLM-based Agents
Huanxi Liu ⋅ Kun Hu ⋅ Qiang Wang ⋅ Yuanzhao Zhai ⋅ Feng Dawei ⋅ Bo Ding ⋅ Huaimin Wang
[ OpenReview] 
Poster
None
Learning-Augmented Online Minimization with Dual Predictions
Christian Coester ⋅ Alexa Tudose ⋅ Alexander Turoczy
[ OpenReview] 
Poster
None
Geometric Convergence of Gauss–Newton for Neural Networks: Riemannian Geometry and Adaptive Damping
Semih Cayci
[ OpenReview] 
Poster
None
PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
Yuan Gao ⋅ Fan Xu ⋅ Hao Wu ⋅ Yuxu Lu ⋅ Penghao Zhao ⋅ Fan Zhang ⋅ Hao Jia ⋅ Yuxuan Liang ⋅ Ruijian Gou ⋅ Qingsong Wen ⋅ Xian Wu ⋅ Xiaomeng Huang
[ OpenReview] 
Poster
None
Text Generation as Continuous Latent Dynamics via Reinforcement Learning
Chen Jia
[ OpenReview] 
Poster
None
Efficiently Learning Drifting Halfspaces with Massart Noise
Mingchen Ma ⋅ Guyang Cao ⋅ Jelena Diakonikolas ⋅ Ilias Diakonikolas
[ OpenReview] 
Poster
None
Partial Ring Scan: Revisiting Scan Order in Vision State Space Models
Yi-Kuan Hsieh ⋅ Jun Hsieh ⋅ Xin Li ⋅ Ming-Ching Chang ⋅ Yu-Chee Tseng ⋅ Kuan-Chuan Peng
[ OpenReview] 
Poster
None
XSpecMesh: Quality-Preserving Auto-Regressive Mesh Generation Acceleration via Multi-Head Speculative Decoding
Dian Chen ⋅ Yansong Qu ⋅ Xinyang Li ⋅ Ming Li ⋅ Shengchuan Zhang
[ OpenReview] 
Poster
None
COPF: An Online Framework for Deployment-Stable Counterfactual Fairness in Evolving Graphs
Sheng'en Li ⋅ Dongmian Zou
[ OpenReview] 
Poster
None
The Convergent Representation of Vision-Language Contrastive Learning: Geometry, Modality Gap and Shared Space Alignment
Lingjie Yi ⋅ Raphael Douady ⋅ Chao Chen
[ OpenReview] 
Poster
None
Generation is Required for Data-Efficient Perception
Jack Brady ⋅ Bernhard Schölkopf ⋅ Thomas Kipf ⋅ Simon Buchholz ⋅ Wieland Brendel
[ OpenReview] 
Poster
None
StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning
Hao Wang ⋅ Lei Sha ⋅ Jie Zhang
[ OpenReview] 
Poster
None
Continual GUI Agents
Ziwei Liu ⋅ Borui Kang ⋅ Hangjie Yuan ⋅ Zixiang Zhao ⋅ Wei Li ⋅ Yifan Zhu ⋅ Tao Feng
[ OpenReview] 
Poster
None
Energy-based Compositional Diffusion Planning
Tao Sun ⋅ Utkarsh Mishra ⋅ Jiaxin Lu ⋅ Danfei Xu ⋅ Iro Armeni
[ OpenReview] 
Poster
None
PromptDyG: Test-Time Prompt Adaptation on Dynamic Graphs
GUOGUO AI ⋅ Chaoxi Niu ⋅ Hui Yan ⋅ Joey Tianyi Zhou ⋅ Yew Soon ONG ⋅ Guansong Pang
[ OpenReview] 
Poster
None
When Do Diffusion Models learn to Generate Multiple Objects?
Yujin Jeong ⋅ Arnas Uselis ⋅ Iro Laina ⋅ Seong Joon Oh ⋅ Anna Rohrbach
[ OpenReview] 
Poster
None
Security–Fidelity Tradeoffs: No Universal Defense Against Prompt Injection
Mitchell Hermon ⋅ Rahul Gupta ⋅ Weitong Ruan ⋅ Ekraam Sabir ⋅ Haohan Wang
[ OpenReview] 
Poster
None
Rethinking LLM Ensembling from the Perspective of Mixture Models
Jiale Fu ⋅ Yuchu Jiang ⋅ PeiJun Wu ⋅ Chonghan Liu ⋅ Joey Tianyi Zhou ⋅ Xu Yang
[ OpenReview] 
Poster
None
Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
Yuanzhe Hu ⋅ Xiaopeng Wang ⋅ Yuxin Wang ⋅ Xiaokun Zhong ⋅ Haiquan Lu ⋅ Tianyu Pang ⋅ Michael Mahoney ⋅ Yujun Yan ⋅ Pu Ren ⋅ Yaoqing Yang
[ OpenReview] 
Poster
None
Position: Quantum Kernel Machines Should Move Beyond Scalar-Valued Kernels to Realize Their Potential
Hachem Kadri ⋅ Joachim Tomasi ⋅ Yuka Hashimoto ⋅ Sandrine Anthoine
[ OpenReview] 
Poster
None
Find, Fix, Reason: Context Repair for Video Reasoning
Haojian Huang ⋅ Chuanyu Qin ⋅ Yinchuan Li ⋅ YINGCONG CHEN
[ OpenReview] 
Poster
None
TokenSwap: Backdoor Attack on the Compositional Understanding of Large Vision-Language Models
Zhifang Zhang ⋅ Qiqi Tao ⋅ JIAQI LYU ⋅ Na Zhao ⋅ Lei Feng ⋅ Joey Tianyi Zhou
[ OpenReview] 
Poster
None
Error Propagation in Dynamic Programming: From Stochastic Control to American Option Pricing
Andrea Della Vecchia ⋅ Damir Filipovic
[ OpenReview] 
Poster
None
HGMem: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling
Chulun Zhou ⋅ Chunkang Zhang ⋅ Guoxin Yu ⋅ Fandong Meng ⋅ Jie Zhou ⋅ Wai Lam ⋅ Mo Yu
[ OpenReview] 
Poster
None
VDW-GNNs: Vector diffusion wavelets for geometric graph neural networks
David R Johnson ⋅ Alexander Sietsema ⋅ Rishabh Anand ⋅ Deanna Needell ⋅ Smita Krishnaswamy ⋅ Michael Perlmutter
[ OpenReview] 
Poster
None
Evolving Quantitative Reasoning through Self-Play in Digital Twin Markets
Tianmi Ma ⋅ Wenxin Huang ⋅ jiawei du ⋅ Lin Li ⋅ Xian Zhong ⋅ Joey Tianyi Zhou
[ OpenReview] 
Poster
None
Harmful Overfitting in Sobolev Spaces
Kedar Karhadkar ⋅ Alexander Sietsema ⋅ Deanna Needell ⋅ Guido Montufar
[ OpenReview] 
Poster
None
The Fisher Dimension: Instance-Dependent Complexity for Causal Discovery
Luong Doan ⋅ Khanh Quoc ⋅ Duc Nguyen ⋅ Mai Hung ⋅ Phong Ho ⋅ Nhung Duong ⋅ Tuan Do
[ OpenReview] 
Poster
None
Discovering Differences in Strategic Behavior between Humans and LLMs
Caroline L Wang ⋅ Daniel Kasenberg ⋅ Kimberly Stachenfeld ⋅ Pablo Samuel Castro
[ OpenReview] 
Poster
None
Learning High-Frequency Continuous Action Chunks in Latent Space
Kunyun Wang ⋅ Yuhang Zheng ⋅ Jieru Zhao ⋅ Yupeng Zheng ⋅ Wenchao Ding
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
SEPS: Semantic-Enhanced Patch Slimming Framework for Fine-Grained Cross-Modal Alignment
Xinyu Mao ⋅ Junsi Li ⋅ Haoji Zhang ⋅ Yu Liang ⋅ Ming Sun
[ OpenReview] 
Poster
None
EDCO: Dynamic Curriculum Orchestration for Domain-specific Large Language Model Fine-tuning
Jing-Cheng Pang ⋅ Sun Liu ⋅ Zhouchang ⋅ txan ⋅ Haichuan Ma ⋅ KUN JIANG ⋅ Jianlong Wang ⋅ Kai Zhang ⋅ Sijie Wu ⋅ Haoran Cai ⋅ Chenwei Wu ⋅ Xubin Li ⋅ Xin Chen
[ OpenReview] 
Poster
None
ReLAM: Learning Anticipation Model for Rewarding Visual Robotic Manipulation
Nan Tang ⋅ Jing-Cheng Pang ⋅ Guanlin Li ⋅ Chao Qian ⋅ Yang Yu
[ OpenReview] 
Poster
None
Accelerated Multiple Wasserstein Gradient Flows for Multi-objective Distributional Optimization
DaiHai Nguyen ⋅ Duc-Dung NGUYEN ⋅ Atsuyoshi Nakamura ⋅ Hiroshi Mamitsuka
[ OpenReview] 
Poster
None
Frequency-Aware Perceptual Optimization for Low-Complexity Implicit Image Compression
Haotian Wu ⋅ Gen Li ⋅ Di You ⋅ Pier Luigi Dragotti ⋅ Deniz Gunduz
[ OpenReview] 
Poster
None
Lottery Prior: Randomized Neural Compression for Zero-Shot Inverse Problems
Haotian Wu ⋅ Di You ⋅ Pier Luigi Dragotti ⋅ Deniz Gunduz
[ OpenReview] 
Poster
None
SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
Zihan Chen ⋅ Chengshuai Shi ⋅ Song Wang ⋅ Jundong Li ⋅ Cong Shen
[ OpenReview] 
Poster
None
Incorporating Importance Weighting in Optimal Transport Based Domain Alignment
Okan Koç ⋅ Alexander Soen ⋅ Shanglin Li ⋅ Masashi Sugiyama
[ OpenReview] 
Poster
None
Hierarchical Goal Abstractions via Learned Subset Relations
Fabian Wurzberger ⋅ Sebastian Gottwald ⋅ Zeqiang Zhang ⋅ Daniel A Braun
[ OpenReview] 
Poster
None
SPARC: Separating Perception And Reasoning Circuits for Test-time Scaling of VLMs
Niccolò Avogaro ⋅ Nayanika Debnath ⋅ Li Mi ⋅ Thomas Frick ⋅ Junling Wang ⋅ Zexue He ⋅ Hang Hua ⋅ Konrad Schindler ⋅ Mattia Rigotti
[ OpenReview] 
Poster
None
Discovering Interpretable Algorithms by Decompiling Transformers to RASP
Xinting Huang ⋅ Aleksandra Bakalova ⋅ Satwik Bhattamishra ⋅ William Merrill ⋅ Michael Hahn
[ OpenReview] 
Poster
None
Chiral Symmetry Breaking in Transformers: A Group-Equivariant Framework for Solving the Reversal Curse via Adjoint Manifold Mappings
Hanji Du
[ OpenReview] 
Poster
None
SafeSpec: Fast and Safe LLM via Dynamic Reflective Sampling
HAOTIAN XU ⋅ Zeyang Zhang ⋅ Linbao Li ⋅ Huadi Zheng ⋅ YU LI ⋅ Cheng Zhuo
[ OpenReview] 
Poster
None
FIPN: Forward Self-Organizing Interpretable Polynomial Networks for Time Series Forecasting
YiZhen Wang ⋅ Zheng Wang ⋅ EUN-HU KIM ⋅ Zunwei Fu
[ OpenReview] 
Poster
None
Escaping the Verifier: Learning to Reason via Demonstrations
Locke Cai ⋅ Max Ryabinin ⋅ Ivan Provilkov
[ OpenReview] 
Poster
None
Shuffling-Aware Optimization for Private Vector Mean Estimation
Shun Takagi ⋅ Seng Pei Liew
[ OpenReview] 
Poster
None
See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling
Longlong Xu ⋅ Zeyan Li ⋅ Xiao He ⋅ Zhaoyang Yu ⋅ Dazhong Wen ⋅ Mingze Sun ⋅ Changhua Pei ⋅ Dan Pei
[ OpenReview] 
Poster
None
Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
Qianyue Wang ⋅ Jinwu Hu ⋅ Zhiquan Wen ⋅ Bailin Chen ⋅ Huanxiang Lin ⋅ Yufeng Wang ⋅ Yaofo Chen ⋅ Yu Rong ⋅ Yuanqing Li ⋅ Mingkui Tan
[ OpenReview] 
Poster
None
LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining
Zimo Liu ⋅ Qiuwu Chen ⋅ Yuchen Li ⋅ Ying Sun ⋅ Yifan Zhang ⋅ Zhijie Qiu ⋅ Zeng You ⋅ Ryan Dong ⋅ Simeng Ma ⋅ Yaofo Chen ⋅ Mingkui Tan
[ OpenReview] 
Poster
None
Fast kernel methods: Sobolev, physics-informed, and additive models
Nathan Doumèche ⋅ Francis Bach ⋅ Gérard Biau ⋅ Claire Boyer
[ OpenReview] 
Poster
None
A Geometric Lens on Physics-Aligned Data Compression
Aleix Segui ⋅ Wesley Armour
[ OpenReview] 
Poster
None
A unified theory of feature learning in RNNs and DNNs
Jan Bauer ⋅ Kirsten Fischer ⋅ Moritz Helias ⋅ Agostina Palmigiano
[ OpenReview] 
Poster
None
Intrinsic Task Symmetry Drives Generalization in Algorithmic Tasks
Hyeonbin Hwang ⋅ Yeachan Park
[ OpenReview] 
Poster
None
Noise Tectonics: Measuring the Stability of AI Benchmark Ecosystems
Michael Hardy ⋅ Sang Truong ⋅ Anka Reuel ⋅ Lijin Zhang ⋅ Jodi Casabianca ⋅ Yash Dave ⋅ Hansol Lee ⋅ Ben Domingue ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
PASO: Step Parallel Stochastic Optimization
Jianrong Lu ⋅ Zhuoya Gu ⋅ Haobo Li ⋅ Zhiyu Zhu ⋅ Yechao Zhang ⋅ Jianhai Chen ⋅ Minghui Yang ⋅ Junwei Liu ⋅ Jian Wang ⋅ Qinming He ⋅ Hui LIU ⋅ Junhui Hou
[ OpenReview] 
Poster
None
Accelerated and Stable Convergence with Anchored Generalized Optimistic Method
Motahareh Sohrabi ⋅ Jianxin You ⋅ Simon Lacoste-Julien ⋅ Eduard Gorbunov ⋅ Gauthier Gidel
[ OpenReview] 
Poster
None
A Statistical Framework for Analyzing Specification Resistance to Learnware-Inversion Risks
Hao-Yi Lei ⋅ Zhi-Hao Tan ⋅ Zhi-Hua Zhou
[ OpenReview] 
Poster
None
GFedCL: Graph-Based Federated Continual Learning with Spatial and Temporal Awareness
Qingyang Yu ⋅ Yang Hua ⋅ Qizhen Zhang ⋅ Hao Wang
[ OpenReview] 
Poster
None
Multimodal Latent Language Modeling with Next-Token Diffusion
Yutao Sun ⋅ Hangbo Bao ⋅ Wenhui Wang ⋅ Zhiliang Peng ⋅ Li Dong ⋅ Shaohan Huang ⋅ Yaoyao Chang ⋅ Jianyong Wang ⋅ Furu Wei
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Blending Neural Control Density Functions for Stabilization and Safety
Sahil Chaudhary ⋅ Chaitanya Murti ⋅ Chiranjib Bhattacharyya
[ OpenReview] 
Poster
None
Benchmarking the Scientific Mind: Toward Evaluation of Complex-Reasoning Biomedical VQA
Ziyu Zhao ⋅ Yiyang Liu ⋅ Yajiao Wang ⋅ Xiaotao Wang ⋅ Yang Li ⋅ Yuyang Peng ⋅ Jiaheng Zhou ⋅ Jinqiao Wang ⋅ Yingying Chen ⋅ Ge Yang ⋅ Haixin Wang
[ OpenReview] 
Poster
None
Efficient Online Variational Estimation via Monte Carlo Sampling
Mathis Chagneux ⋅ Mathias Müller ⋅ Pierre Gloaguen ⋅ Sylvain Le Corff ⋅ Jimmy Olsson
[ OpenReview] 
Poster
None
Multilingual Unlearning in LLMs: Transfer, Dynamics, and Reversibility
Chaoyi Xiang ⋅ Olga Ohrimenko ⋅ Benjamin Rubinstein ⋅ Lea Frermann
[ OpenReview] 
Poster
None
When Iteration Helps and Hurts in Self-Training: Denoising vs. Signal Forgetting
Mingqi Wu ⋅ Archer Yang ⋅ Qiang Sun
[ OpenReview] 
Poster
None
Geometry-Aware Dataset Condensation for Diffusion Model Training
Xiao Cui ⋅ Yulei Qin ⋅ Mo Zhu ⋅ Wengang Zhou ⋅ Hongsheng Li ⋅ Houqiang Li
[ OpenReview] 
Poster
None
Learning in the Fisher Subspace: A Guided Initialization for LoRA Fine-Tuning
Zhi-Quan Feng ⋅ Ying-Jia Lin ⋅ Hung-Yu Kao
[ OpenReview] 
Poster
None
Prompt Reinjection: Alleviating Prompt Forgetting in Multimodal Diffusion Transformers
Yuxuan Yao ⋅ Yuxuan Chen ⋅ Hui Li ⋅ Kaihui Cheng ⋅ Qipeng Guo ⋅ Yuwei Sun ⋅ Zilong Dong ⋅ Jingdong Wang ⋅ Siyu Zhu
[ OpenReview] 
Poster
None
Meta Context Engineering via Agentic Skill Evolution
Haoran Ye ⋅ Xuning He ⋅ Vincent Arak ⋅ Haonan Dong ⋅ Guojie Song
[ OpenReview] 
Poster
None
TFTF: Training-Free Targeted Flow for Conditional Sampling
Qianqian Qu ⋅ Jun Liu
[ OpenReview] 
Poster
None
Understanding the Gaps in Satisficing Bandits
Chloé Rouyer ⋅ Ronald Ortner ⋅ Peter Auer
[ OpenReview] 
Poster
None
Non-Uniform Noise-to-Signal Ratio in the REINFORCE Policy-Gradient Estimator
Haoyu Han ⋅ Heng Yang
[ OpenReview] 
Poster
None
Selective Disclosure Watermarking for Large Language Models
Xuyang Chen ⋅ Xiang Li ⋅ Yangxinyu Xie ⋅ Qi Long
[ OpenReview] 
Poster
None
Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring
Shaoqing Duan ⋅ Haofei Song ⋅ Xintian Mao ⋅ Qingli Li ⋅ Yan Wang
[ OpenReview] 
Poster
None
Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretrain and Adaptation
Wenzheng Pan ⋅ Jiale Ma ⋅ Nuoyan Chen ⋅ Yang Li ⋅ Junchi Yan
[ OpenReview] 
Poster
None
Multimodal Scaling Laws for Task & Data-Optimized Models of Visual Cortex
Abdülkadir Gökce ⋅ Yingtian Tang ⋅ Martin Schrimpf
[ OpenReview] 
Poster
None
MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audio
Harshit Rajgarhia ⋅ Shuubham Ojha ⋅ Asif Shaik ⋅ Akhil Pothanapalli ⋅ Rachuri Lokesh ⋅ Abhishek Mukherji ⋅ Prasanna Desikan
[ OpenReview] 
Poster
None
Learning Protein Structure-Function Relationships through Knowledge-guided Representation Decomposition
Mingqing Wang ⋅ Zhiwei Nie ⋅ ATHANASIOS VASILAKOS ⋅ Yonghong He ⋅ Zhixiang Ren
[ OpenReview] 
Poster
None
Seeing Symbols, Missing Structure: A Real-World Handwritten Mathematical Expression Recognition Benchmark for Large Models
Sheng Jiang ⋅ Lin Zhu ⋅ Runrui Li ⋅ Mei Wang ⋅ Qiannan Zhu ⋅ Yaoyao Zhong ⋅ Hua Huang
[ OpenReview] 
Poster
None
Moment Matching Q-Learning
Yiyan Edgar ⋅ Sifei Liu ⋅ Weitong Zhang
[ OpenReview] 
Poster
None
Provably Convergent Actor-Critic in Risk-averse MARL
Yizhou Zhang ⋅ Eric Mazumdar
[ OpenReview] 
Poster
None
Flatland: The Adventures of Gradient Descent with Large Step Sizes
Leonardo Galli ⋅ Curtis Fox ⋅ Wiebke Bartolomaeus ⋅ Mark Schmidt ⋅ Holger Rauhut
[ OpenReview] 
Poster
None
CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
Xuanyi Liu ⋅ Deyi Ji ⋅ Liqun Liu ⋅ Lanyun Zhu ⋅ Xuhang Chen ⋅ Qianxiong Xu ⋅ Peng Shu ⋅ Huan Yu ⋅ Jie Jiang ⋅ Feng Gao ⋅ Siwei Ma
[ OpenReview] 
Poster
None
INFER: Learning Implicit Neural Frequency Response Fields for Confined Acoustic Environments
Harshvardhan Takawale ⋅ Nirupam Roy ⋅ C. Phillip Brown
[ OpenReview] 
Poster
None
Learning High-Dimensional Parity Functions with Product Networks using Gradient Descent
Guillaume Larue ⋅ Louis-Adrien Dufrène ⋅ Quentin Lampin ⋅ Hadi Ghauch ⋅ Ghaya Rekaya-Ben Othman
[ OpenReview] 
Poster
None
Overcoming the Modality Gap in Context-Aided Forecasting
Vincent Zhihao Zheng ⋅ Étienne Marcotte ⋅ Arjun Ashok ⋅ Andrew Williams ⋅ Lijun Sun ⋅ Alexandre Drouin ⋅ Valentina Zantedeschi
[ OpenReview] 
Poster
None
Variational Bayesian Flow Network for Graph Generation
Yida Xiong ⋅ Jiameng Chen ⋅ Xiuwen Gong ⋅ Jia Wu ⋅ Shirui Pan ⋅ wenbin Hu
[ OpenReview] 
Poster
None
Turning Stale Gradients into Stable Gradients: Coherent Coordinate Descent with Implicit Landscape Smoothing for Lightweight Zeroth-Order Optimization
Chen Liang ⋅ Xiatao Sun ⋅ Qian Wang ⋅ Daniel Rakita
[ OpenReview] 
Poster
None
GePBench: Evaluating Fundamental Geometric Perception for Multimodal Large Language Models
Shangyu Xing ⋅ Changhao Xiang ⋅ Xinyu Liu ⋅ Zhangtai Wu ⋅ Zhen Wu ⋅ Yue YIfan ⋅ Yuteng Han ⋅ Fei Zhao ⋅ Xinyu Dai
[ OpenReview] 
Poster
None
Censoring with Plausible Deniability: Asymmetric Local Privacy for Multi-Category CDF Estimation
Qirui Hu ⋅ Yi Liu
[ OpenReview] 
Poster
None
Detecting Contextual Hallucinations in Large Language Models with Frequency-Aware Attention
Siya Qi ⋅ Yudong Chen ⋅ Runcong Zhao ⋅ Qinglin Zhu ⋅ Zhanghao Hu ⋅ Wei Liu ⋅ Yulan He ⋅ Zheng Yuan ⋅ Lin Gui
[ OpenReview] 
Poster
None
Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs
Zhihao Wu ⋅ Gracia Gong ⋅ Qinglin Zhu ⋅ Yudong Chen ⋅ Runcong Zhao
[ OpenReview] 
Poster
None
SABER: Continual Learning with Representation Conflict Management
Xuandi Luo ⋅ Huaidong Zhang ⋅ Yi Xie ⋅ Shengfeng He
[ OpenReview] 
Poster
None
Syntax vs. Semantics: How Transformers Learn Deep Dependencies
Jiangrui Zhao ⋅ Xiaoting Du
[ OpenReview] 
Poster
None
HybridFlow: Resource-Adaptive Subtask Routing for Efficient Edge-Cloud LLM Inference
Jiangwen Dong ⋅ Jiayu Li ⋅ Tianhang Zheng ⋅ Wanyu LIN
[ OpenReview] 
Poster
None
Attention Implements the Fisher Geometry of Exponential Families
Bodie Rubacher
[ OpenReview] 
Poster
None
Last-iterate Convergence of ADMM on Multi-affine Quadratic Equality Constrained Problem
Yutong Chao ⋅ Michal Ciebielski ⋅ Jalal Etesami ⋅ Majid Khadiv
[ OpenReview] 
Poster
None
Softmax as Linear Attention in the Large-Prompt Regime: a Measure-based Perspective
Etienne Boursier ⋅ Claire Boyer
[ OpenReview] 
Poster
None
MobileFusion: Mobile-Friendly Infrared and Visible Image Fusion via Structural Re-parameterization
Yufa Duan ⋅ Jialing Huang ⋅ Yingying Wang ⋅ Weimin Cai ⋅ Xinghao Ding ⋅ Xiaotong Tu
[ OpenReview] 
Poster
None
SafeHarbor: Defining Precise Decision Boundaries via Hierarchical Memory-Augmented Guardrail for LLM Agent Safety
Zhe Liu ⋅ Zhe Liu ⋅ Wenxin Zhang ⋅ Quanchen Zou ⋅ Deyue Zhang ⋅ Dongdong Yang ⋅ Xiangzheng Zhang ⋅ Hao Peng
[ OpenReview] 
Poster
None
Linguistic Nepotism: Trading-off Quality for Language Preference in Multilingual RAG
Dayeon Ki ⋅ Marine Carpuat ⋅ Paul McNamee ⋅ Daniel Khashabi ⋅ Eugene Yang ⋅ Dawn Lawrie ⋅ Kevin Duh
[ OpenReview] 
Poster
None
When Distance Distracts: Representation Distance Bias in BT-Loss for Reward Models
Tong Xie ⋅ Ching-Yuan Bai ⋅ Yuanhao Ban ⋅ Yunqi Hong ⋅ Haoyu Li ⋅ Cho-Jui Hsieh
[ OpenReview] 
Poster
None
LazyAttention: Efficient Retrieval-Augmented Generation with Deferred Positional Encoding
Haocheng Xia ⋅ Mihir Pamnani ⋅ Hanxi Fang ⋅ Supawit Chockchowwat ⋅ Yongjoo Park
[ OpenReview] 
Poster
None
A Unified Density Operator View of Flow Control and Merging
Riccardo De Santi ⋅ Malte Franke ⋅ Ya-Ping Hsieh ⋅ Andreas Krause
[ OpenReview] 
Poster
None
Online Fair Division with Additional Information
Tzeh Neoh ⋅ Jannik Peters ⋅ Nicholas Teh
[ OpenReview] 
Poster
None
Policy Search via Bayesian Optimization with Temporal Difference Gaussian Processes
Armin Lederer ⋅ Anuj Srivastava ⋅ Marco Bagatella ⋅ Andreas Krause
[ OpenReview] 
Poster
None
Semantic Tube Prediction: Beating LLM Data Efficiency with JEPA
Hai Huang ⋅ Yann LeCun ⋅ Randall Balestriero
[ OpenReview] 
Poster
None
Protein Design with Agent Rosetta: A Case Study for Specialized Scientific Agents
Jacopo Teneggi ⋅ SM Turzo ⋅ Tanya Marwah ⋅ Alberto Bietti ⋅ P. Douglas Renfrew ⋅ Vikram Mulligan ⋅ Siavash Golkar
[ OpenReview] 
Poster
None
Attacking Gray-Box Large Vision-Language Models with Adaptive SVD-Structured Adversarial Alignment
Daizong Liu ⋅ Xiaowen Cai ⋅ Junhao Dong ⋅ Zhongliang Guo ⋅ Xiaoye Qu ⋅ Runwei Guan ⋅ Xiang Fang ⋅ Dengpan Ye
[ OpenReview] 
Poster
None
Constrained Flow Optimization via Sequential Fine-Tuning for Molecular Design
Sven Gutjahr ⋅ Riccardo De Santi ⋅ Luca Schaufelberger ⋅ Kjell Jorner ⋅ Andreas Krause
[ OpenReview] 
Poster
None
Diversity-aware Weight Perturbation Promotes Robust Adaptation
Zibo Chen ⋅ Ruxin Li ⋅ Zilu Wang
[ OpenReview] 
Poster
None
FlowPET: Physics-Informed Symplectic Flow Matching for Low-Count PET Reconstruction
Zheng Zhang ⋅ Hao Tang ⋅ Yingying Hu ⋅ zhanli hu ⋅ Jing Qin
[ OpenReview] 
Poster
None
Multi-marginal temporal Schrödinger Bridge Matching from unpaired data
Thomas Gravier ⋅ Thomas Boyer ⋅ Auguste Genovesio
[ OpenReview] 
Poster
None
Prompt Injection as Role Confusion
Charles Ye ⋅ Jasmine Cui ⋅ Dylan Hadfield-Menell
[ OpenReview] 
Poster
None
One Coin Has Two Sides: Single Poistive Multi Label Learning from Salient Annotations
Xiaoyu Wang ⋅ Zhuoming Li ⋅ Bo Han ⋅ Hui LIU ⋅ Junhui Hou ⋅ Yuheng Jia
[ OpenReview] 
Poster
None
Accurate Evaluation of Quickest Changepoint Detectors via Non-parametric Survival Analysis
Taiki Miyagawa ⋅ Akinori F. Ebihara
[ OpenReview] 
Poster
None
Differentially Private Cross-Silo Recommendation from Implicit Feedback
Xun Ran ⋅ Qingqing Ye ⋅ Xin Huang ⋅ Jianliang Xu ⋅ Haibo Hu
[ OpenReview] 
Poster
None
STARE: Step-wise Temporal Alignment and Red-teaming Engine for Multi-modal Toxicity Attack
Xutao Mao ⋅ Liangjie Zhao ⋅ Liutao ⋅ Xiang Zheng ⋅ Hongying Zan ⋅ Cong Wang
[ OpenReview] 
Poster
None
Unlearning Isn't Deletion: Investigating Reversibility of Machine Unlearning in LLMs
Xiaoyu Xu ⋅ Xiang Yue ⋅ Yang Liu ⋅ Qingqing Ye ⋅ Huadi Zheng ⋅ Peizhao Hu ⋅ Minxin Du ⋅ Haibo Hu
[ OpenReview] 
Poster
None
Dynamic Fractal Mamba: A Neural Renormalization Group Flow for Scale-Invariant Sequence Modeling
Shenglei Fang ⋅ Xianfang Sun ⋅ You Zhou
[ OpenReview] 
Poster
None
Polyphonia: Training-Free Context-Aware Music Editing with Acoustic-Informed Attention Calibration
Haowen Li ⋅ Tianxiang Li ⋅ Yi Yang ⋅ Boyu Cao ⋅ Qi Liu
[ OpenReview] 
Poster
None
A Hypertoroidal Covering for Perfect Color Equivariance
Yulong Yang ⋅ Zhikun Xu ⋅ Yaojun Li ⋅ Christine Allen-Blanchette
[ OpenReview] 
Poster
None
Why Tree-Style Branching Matters for Thought Advantage Estimation in GRPO
Hongcheng Wang ⋅ Yinuo Huang ⋅ Sukai Wang ⋅ Guanghui Ren ⋅ Hao Dong
[ OpenReview] 
Poster
None
Towards Generalizable EEG-to-fMRI Synthesis via a Unified, Context-Aware Prompting Framework
Yamin Li ⋅ Shiyu Wang ⋅ Chang Li ⋅ Ange Lou ⋅ Haatef Pourmotabbed ⋅ Sarah Goodale ⋅ Dario Englot ⋅ Daniel Moyer ⋅ Roza G Bayrak ⋅ Catie Chang
[ OpenReview] 
Poster
None
Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Autonomous Machine Learning Engineering
Xinyu Zhu ⋅ Yuzhu Cai ⋅ Zexi Liu ⋅ Bingyang Zheng ⋅ Cheng Wang ⋅ Rui Ye ⋅ Jiaao Chen ⋅ Hanrui Wang ⋅ Wei-Chen Wang ⋅ Yuzhi Zhang ⋅ Linfeng Zhang ⋅ Weinan E ⋅ Di Jin ⋅ Siheng Chen
[ OpenReview] 
Poster
None
WS-GRPO: Weakly-Supervised Group-Relative Policy Optimization for Rollout-Efficient Reasoning
Gagan Mundada ⋅ Zihan Huang ⋅ Rohan Surana ⋅ Sheldon Yu ⋅ Jennifer Zhang ⋅ Xintong Li ⋅ Tong Yu ⋅ Lina Yao ⋅ Jingbo Shang ⋅ Julian McAuley ⋅ Junda Wu
[ OpenReview] 
Poster
None
BroRL: Scaling Reinforcement Learning via Broadened Exploration
Jian Hu ⋅ Mingjie Liu ⋅ Ximing Lu ⋅ Fang Wu ⋅ Zaid Harchaoui ⋅ Shizhe Diao ⋅ Yejin Choi ⋅ Pavlo Molchanov ⋅ Jun Yang ⋅ Jan Kautz ⋅ Yi Dong
[ OpenReview] 
Poster
None
Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning
Jiusong Ge ⋅ Yingkang Zhan ⋅ Wenjie Zhao ⋅ Di Zhang ⋅ Ke Wang ⋅ Jiashuai Liu ⋅ Chunze Yang ⋅ Chengzu Li ⋅ Jian Zhang ⋅ Yuxin Dong ⋅ Ni Zhang ⋅ Qidong Liu ⋅ Mireia Crispin-Ortuzar ⋅ Huazhu Fu ⋅ Chen Li ⋅ Zeyu Gao
[ OpenReview] 
Poster
None
Learn from A Rationalist: Distilling Intermediate Interpretable Rationales
Jiayi Dai ⋅ Randy Goebel
[ OpenReview] 
Poster
None
Probing RLVR Training Instability through the Lens of Objective-Level Hacking
Yiming Dong ⋅ Kun Fu ⋅ Haoyu Li ⋅ Xinyuan Zhu ⋅ Yurou Liu ⋅ Lijing Shao ⋅ Jieping Ye ⋅ Zheng Wang
[ OpenReview] 
Poster
None
Combinatorial Sparse PCA Beyond the Spiked Identity Model
Peiyuan Zhang ⋅ Syamantak Kumar ⋅ Kevin Tian ⋅ Purnamrita Sarkar
[ OpenReview] 
Poster
None
Fully Zero-Shot Image Dehazing
Shuocheng Wang ⋅ Ruoxi Zhu ⋅ Jiaming Liu ⋅ Zhengyang Cao ⋅ Kun Wang ⋅ Chengkang Huang ⋅ Lizhuo Liu ⋅ Shichen Peng ⋅ Minge Jing ⋅ Yibo Fan
[ OpenReview] 
Poster
None
Amortized Variational Inference for Partial-Label Learning: A Probabilistic Approach to Label Disambiguation
Tobias Fuchs ⋅ Nadja Klein
[ OpenReview] 
Poster
None
TadABench-1M: A Large-Scale Wet-Lab Protein Benchmark For Rigorous OOD Evaluation
Jin Gao ⋅ Juntu Zhao ⋅ Zirui Zeng ⋅ Jiaqi Shen ⋅ Junhao Shi ⋅ Dukun Zhao ⋅ Yuming Lu ⋅ Dequan Wang
[ OpenReview] 
Poster
None
The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order
John Sweeney
[ OpenReview] 
Poster
None
FIRE: Multi-fidelity Regression with Distribution-conditioned In-context Learning using Tabular Foundation Models
Rosen Yu ⋅ Nicholas Sung ⋅ Faez Ahmed
[ OpenReview] 
Poster
None
Unsupervised Process-Aware Coreset Selection for In-Context Learning
Wei Zheng ⋅ Zijie Wang ⋅ Xin Li ⋅ Bin Gong ⋅ Yuqing Sun
[ OpenReview] 
Poster
None
Envisioning Beyond the Few: Disentangled Semantics and Primitives for Few-Shot Atypical Layout-to-Image Generation
Nan Bao ⋅ Yifan Zhao ⋅ Wenzhuang Wang ⋅ Jia Li
[ OpenReview] 
Poster
None
Instruction Decomposition and Action Alignment for Vision-Language Navigation
Zihao Xin ⋅ Wentong Li ⋅ Yixuan Jiang ⋅ Bin Wang ⋅ Piji Li ⋅ Jianke Zhu ⋅ Jie Qin ⋅ Sheng-Jun Huang
[ OpenReview] 
Poster
None
SONAR: Spectral‑Contrastive Audio Residuals for Generalizable Deepfake Detection
Ido Nitzan Hidekel ⋅ Gal Lifshitz ⋅ Khen Cohen ⋅ Dan Raviv
[ OpenReview] 
Poster
None
Can LLM Agents Stick to the Script? Modeling Commitment in Interactive Narratives
Yingpeng Ma ⋅ Jianhao Yan ⋅ Bei Shi ⋅ Ka Hou Kam ⋅ Runnan Wang ⋅ Xuebo Liu ⋅ Yulong Chen ⋅ Yue Zhang ⋅ Derek F. Wong
[ OpenReview] 
Poster
None
PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting
Yangyou Liu ⋅ Zezhi Shao ⋅ Xinyu Chen ⋅ Hu Chen ⋅ Fei Wang ⋅ Yuankai Wu
[ OpenReview] 
Poster
None
Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
Jiyeon Kim ⋅ Byungju Lee ⋅ Won-Yong Shin
[ OpenReview] 
Poster
None
Parallel Stochastic Gradient-Based Planning for World Models
Michael Psenka ⋅ Michael Rabbat ⋅ Aditi Krishnapriyan ⋅ Yann LeCun ⋅ Amir Bar
[ OpenReview] 
Poster
None
Mind the Gap: Structure-Aware Consistency in Preference Learning
Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview] 
Poster
None
Adaptive Testing for LLM Evaluation: A Psychometric Alternative to Static Benchmarks
Peiyu Li ⋅ Xiuxiu Tang ⋅ Si Chen ⋅ Cheng ⋅ Ronald Metoyer ⋅ Ting Hua ⋅ Nitesh Chawla
[ OpenReview] 
Poster
None
DMCO: Budget-Aware Co-Optimization of Data Cleaning and AutoML
Xiaoou Ding ⋅ Siying Chen ⋅ Zekai Qian ⋅ Hongbin Hu ⋅ Chen Wang ⋅ Hongzhi Wang ⋅ Jianmin Wang
[ OpenReview] 
Poster
None
Biased Generalization in Diffusion Models
Luca Saglietti ⋅ Luca Biggio ⋅ Jerome Garnier-Brun ⋅ Davide Beltrame ⋅ Marc Mezard
[ OpenReview] 
Poster
None
TextMesh4D: Zero-shot Text-to-4D Mesh Generation
Sisi Dai ⋅ Xinxin Su ⋅ Kai Xu
[ OpenReview] 
Poster
None
StitchCUDA: An Automated Multi-Agents End-to-End GPU Programing Framework with Rubric-based Agentic Reinforcement Learning
Shiyang Li ⋅ Zijian Zhang ⋅ Winson Chen ⋅ Yuebo Luo ⋅ Mingyi Hong ⋅ Caiwen Ding
[ OpenReview] 
Poster
None
Understanding the Ability of LLMs to Handle Character-Level Perturbation
Anyuan Zhuo ⋅ Xuefei Ning ⋅ Ningyuan Li ⋅ Jingyi Zhu ⋅ Yu Wang ⋅ Pinyan Lu
[ OpenReview] 
Poster
None
TopoDistill: Distilling Global System Topology for Causal Discovery in Multivariate Time Series
Zehao Liu ⋅ Pengfei Jiao ⋅ Yuhan Wu ⋅ Jianqi Yang ⋅ Yuyu Yin
[ OpenReview] 
Poster
None
DITING: A Weak Degradation Listener for Battery Lifetime Early Prediction
Hao Miao ⋅ Ni Zhang ⋅ Zefei Ning ⋅ Li Wang
[ OpenReview] 
Poster
None
Training-Free Coverless Multi-Image Steganography with Access Control
Minyeol Bae ⋅ Si-Hyeon Lee
[ OpenReview] 
Poster
None
Verifiable Multimodal Reasoning: Fact-level Attribution with Multimodal Sources
David Wan ⋅ Han Wang ⋅ Ziyang Wang ⋅ Elias Stengel-Eskin ⋅ Hyunji Lee ⋅ Mohit Bansal
[ OpenReview] 
Poster
None
Bridging the Grounding Gap in VideoQA via Typed Memory for Language-based Belief-State Reasoning
Saman Forouzandeh ⋅ Wei Peng ⋅ Xinghuo Yu ⋅ Mahdi Jalili
[ OpenReview] 
Poster
None
GradPower: Powering Gradients for Faster Language Model Pre-Training
Jinbo Wang ⋅ Mingze Wang ⋅ Jiaqi Zhang ⋅ Peng Pei ⋅ Wei Wang ⋅ Xunliang Cai ⋅ Weinan E ⋅ Lei Wu
[ OpenReview] 
Poster
None
The Hippocampal Place Field Gradient: A Bio-inspired Framework Building Multiscale Representation for Better Sample Efficiency
Shujun Zhou ⋅ Junrong Qi ⋅ Guozhang Chen
[ OpenReview] 
Poster
None
Counterfactual Occlusion-Aware Learning via Visibility Intervention for LiDAR Anomaly Detection
Longyu Yang ⋅ Jun Liu ⋅ Yap-Peng Tan ⋅ Fumin Shen ⋅ Heng Tao Shen ⋅ Xiaofeng Zhu ⋅ Ping Hu
[ OpenReview] 
Poster
None
Adaptive Multi-Round Allocation with Stochastic Arrivals
Yuqi Pan ⋅ Davin Choo ⋅ Haichuan Wang ⋅ Milind Tambe ⋅ Alastair van Heerden ⋅ Cheryl Johnson
[ OpenReview] 
Poster
None
Beyond First-order Asymptotics in Sequential Mean Testing
VIKAS DEEP ⋅ Shubhada Agrawal
[ OpenReview] 
Poster
None
On Computation and Reinforcement Learning
Raj Ghugare ⋅ Michał Bortkiewicz ⋅ Alicja Ziarko ⋅ Benjamin Eysenbach
[ OpenReview] 
Poster
None
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
Haolin Yang ⋅ Jipeng Zhang ⋅ Zhitao He ⋅ Alexander Zhou ⋅ Yi Fung
[ OpenReview] 
Poster
None
Gecko: A Simulation Environment with Stateful Feedback for Refining Agent Tool Calls
Zeyu Zhang ⋅ Guohao Li ⋅ Zhenchang Xing ⋅ Alexandros Apostolopoulos ⋅ Yu Lin Lee ⋅ Liang Zheng
[ OpenReview] 
Poster
None
Task-Aware Preference Calibration for Direct Preference Optimization
Mengyang Li ⋅ Zhong Zhang ⋅ pinlong zhao
[ OpenReview] 
Poster
None
Emergent Analogical Reasoning in Transformers
Gouki Minegishi ⋅ Jingyuan Feng ⋅ Hiroki Furuta ⋅ Takeshi Kojima ⋅ Yusuke Iwasawa ⋅ Yutaka Matsuo
[ OpenReview] 
Poster
None
Entropic Mirror Monte Carlo
Anas CHERRADI ⋅ Yazid Janati ⋅ Sylvain Le Corff ⋅ Julien Stoehr ⋅ Alain Oliviero Durmus ⋅ Yohan Petetin
[ OpenReview] 
Poster
None
Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning
Valia Efthymiou ⋅ Ekaterina Fedorova ⋅ Chara Podimata
[ OpenReview] 
Poster
None
An analytic theory of convolutional neural network inverse problems solvers
Minh Hai Nguyen ⋅ Quoc Bao ⋅ Edouard Pauwels ⋅ Pierre Weiss
[ OpenReview] 
Poster
None
Learning Transferable Interaction Primitives from Game Videos for Humanoids
Xiangming Zhu ⋅ Huayu Deng ⋅ Haoran Zhao ⋅ Yiwei Hao ⋅ Yunbo Wang
[ OpenReview] 
Poster
None
GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval
Zhaohua Zhang ⋅ Jianhuan Zhuo ⋅ Muxi Chen ⋅ Chenchen Zhao ⋅ Wenyu Jiang ⋅ Tianwen Jiang ⋅ Mingyang Chen ⋅ Yutang ⋅ Jihong Zhang ⋅ Qiuyong Xiao ⋅ Zhixun Su
[ Poster]  [ OpenReview] 
Poster
None
VideoTrace-R1: Long Video-based Retrieval-Augmented Generation via Temporal Path Graph Understanding
Zongsheng Cao ⋅ Anran Liu ⋅ Jun Xie ⋅ Jing Li ⋅ Lang Chen ⋅ Feng Chen ⋅ zhepeng Wang ⋅ Zigan Wang
[ OpenReview] 
Poster
None
Failure-Driven Workflow Refinement
Jusheng Zhang ⋅ Jing Yang ⋅ Kaitong Cai ⋅ Ziliang Chen ⋅ Yongsen Zheng ⋅ Kwok Yan Lam ⋅ Liang Lin ⋅ Keze Wang
[ OpenReview] 
Poster
None
An Information-Theoretic Criterion for Efficient Data Synthesis
Zhengqi Sun ⋅ Hanyu Li ⋅ Xiaotie Deng
[ OpenReview] 
Poster
None
Persistent Backdoor Attacks in Class-Incremental Learning via Structural Invariant Anchoring
Junhuang Huang ⋅ Linshan Hou ⋅ Jianting Ning ⋅ Yanjun Zhang ⋅ Zhongyun Hua ⋅ Leo Yu Zhang
[ OpenReview] 
Poster
None
Row-stochastic matrices can provably outperform doubly stochastic matrices in decentralized learning
Bing Liu ⋅ Boao Kong ⋅ Limin Lu ⋅ Kun Yuan ⋅ Chengcheng Zhao
[ OpenReview] 
Poster
None
DREAM: A Unified Framework for Drift-Corrected Federated Multi-Objective Learning
Yuan Zhou ⋅ Yidan Ou ⋅ Xinli Shi
[ OpenReview] 
Poster
None
Convex Basins in Single-Index Model Loss Landscapes: Applications to Robust Recovery under Strong Adversarial Corruption
SANTANU DAS ⋅ Sagnik Chatterjee ⋅ jatin batra
[ OpenReview] 
Poster
None
IEC: When Information-Driven Exploration Meets Spectral Consensus via Primal–Dual Reward Regularization in Decentralized Multi-Agent RL
Jiajun Wu ⋅ Xuefeng Du ⋅ Yuduo Zheng ⋅ Fengqi Li
[ OpenReview] 
Poster
None
From Growing to Looping: A Unified View of Iterative Computation in LLMs
Ferdinand Kapl ⋅ Emmanouil Angelis ⋅ Kaitlin Maile ⋅ Johannes von Oswald ⋅ Stefan Bauer
[ OpenReview] 
Poster
None
HE-SNR: Uncovering Latent Logic via Entropy for Guiding Mid-Training on SWE-bench
Yueyang Wang ⋅ Jiawei Fu ⋅ Baolong Bi ⋅ Xili Wang ⋅ Xiaoqing Liu
[ OpenReview] 
Poster
None
Dropout Universality: Scaling Laws and Optimal Scheduling at the Edge-of-Chaos
Lucas Fernandez-Sarmiento
[ OpenReview] 
Poster
None
Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
LUOYU CHEN ⋅ Weiqi Wang ⋅ Zhiyi Tian ⋅ Chenhan Zhang ⋅ Feng Wu ⋅ Jianhuan Huang ⋅ Ahmed Asiri ⋅ Shui Yu
[ OpenReview] 
Poster
None
MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
QuanWei Gao ⋅ Shuqi Zhao ⋅ Ruyu Wang ⋅ Shuyin Zhang ⋅ Cong Liu ⋅ Zirui Luo
[ OpenReview] 
Poster
None
E-mem: Multi-Agent Based Episodic Context Reconstruction for LLM Agent Memory
Kaixiang Wang ⋅ Yidan Lin ⋅ Jiong Lou ⋅ Zihan Wang ⋅ Bunyod Suvonov ⋅ Zhaojiacheng Zhou ⋅ Yuxiang Zheng ⋅ Jiaxi Cao ⋅ Zhiheng Dong ⋅ Chentao Wu ⋅ Jie Li
[ OpenReview] 
Poster
None
Around the World in Eighty Ratings? Quantifying the Salience of Geo-Cultural Values for Pluralistic Alignment
Arkadiy Saakyan ⋅ Charvi Rastogi ⋅ Lora Aroyo
[ OpenReview] 
Poster
None
DenseMLLM: Standard Multimodal LLMs are Intrinsic Dense Predictors
Yi Li ⋅ Hongze Shen ⋅ Lexiang Tang ⋅ Xin Li ⋅ Xinpeng Ding ⋅ Yinsong Liu ⋅ Deqiang Jiang ⋅ Xing Sun ⋅ Xiaomeng Li
[ OpenReview] 
Poster
None
Unleashing the Representational Power of Fourier Shapes for Attacking Infrared Object Detection
Yixing Yong ⋅ Jian Wang ⋅ Ming Lei ⋅ Lijun He ⋅ Fan Li
[ OpenReview] 
Poster
None
Unified Multimodal Visual Tracking with Dual Mixture-of-Experts
Lingyi Hong ⋅ Jinglun Li ⋅ Xinyu Zhou ⋅ Kaixun Jiang ⋅ Pinxue Guo ⋅ Zhaoyu Chen ⋅ Runze Li ⋅ Xingdong Sheng ⋅ Wenqiang Zhang
[ OpenReview] 
Poster
None
RESIDUAL-GUIDED MULTI-RESOLUTION REFINEMENT OF FOUNDATION MODELS - A CASE STUDY IN DROUGHT FORECASTING
Wentao Gao ⋅ Jiuyong Li ⋅ Lin Liu ⋅ Thuc Le ⋅ Jixue Liu ⋅ Yanchang Zhao ⋅ Yun Chen
[ OpenReview] 
Poster
None
Bandit Social Leaning Dynamics with Exploration Episodes
Kiarash Banihashem ⋅ Collina ⋅ Alex Slivkins
[ OpenReview] 
Poster
None
Prototype Transformer: Towards Language Model Architectures Interpretable by Design
Yordan Yordanov ⋅ Matteo Forasassi ⋅ Bayar Menzat ⋅ Tommaso Salvatori ⋅ Ruizhi Wang ⋅ Markus Kaltenberger ⋅ Amine M'Charrak ⋅ Chang Qi ⋅ Thomas Lukasiewicz
[ OpenReview] 
Poster
None
Online Conformal Prediction via Universal Portfolio Algorithms
Tuo Liu ⋅ Edgar Dobriban ⋅ Francesco Orabona
[ OpenReview] 
Poster
None
AIR: Improving Agent Safety through Incident Response
Zibo Xiao ⋅ Jun Sun ⋅ Junjie Chen
[ OpenReview] 
Poster
None
GHOST: Geometry-Guided Hallucination of Opaque Surface Textures
Langxu Zhao ⋅ Zuan Gu ⋅ Tianhan Gao
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Epistemic Uncertainty Quantification for Pre-trained VLMs via Riemannian Flow Matching
Li Ju ⋅ Mayank Nautiyal ⋅ Andreas Hellander ⋅ Ekta Vats ⋅ Prashant Singh
[ OpenReview] 
Poster
None
ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models
Yuqi Liu ⋅ Liangyu Chen ⋅ Jiazhen Liu ⋅ Mingkang Zhu ⋅ Zhisheng Zhong ⋅ Bei Yu ⋅ Jiaya Jia
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution
Francesco Ferrini ⋅ Veronica Lachi ⋅ Antonio Longa ⋅ Bruno Lepri ⋅ Akiyoshi Matono ⋅ Andrea Passerini ⋅ Xin Liu ⋅ Manfred Jaeger
[ OpenReview] 
Poster
None
Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
Sepehr Mousavi ⋅ Siddhartha Mishra ⋅ Laura De Lorenzis
[ OpenReview] 
Poster
None
WarmServe: Enabling One-for-Many GPU Prewarming for Multi-LLM Serving
Chiheng Lou ⋅ Sheng Qi ⋅ Rui Kang ⋅ Yong Zhang ⋅ Chen Sun ⋅ pengcheng wang ⋅ Xuanzhe Liu ⋅ Xin Jin
[ OpenReview] 
Poster
None
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
Yeyao Ma ⋅ Chen Li ⋅ Xiaosong Zhang ⋅ Han Hu ⋅ Weidi Xie
[ OpenReview] 
Poster
None
UniFast-HGR: Scalable and Efficient Maximal Correlation for Multimodal Models
Hongkang Zhang ⋅ Shao-Lun Huang ⋅ Yanlong Wang ⋅ Ercan KURUOGLU
[ OpenReview] 
Poster
None
On Structured State-Space Duality
Jerry Yao-Chieh Hu ⋅ Xiwen Zhang ⋅ Ali ElSheikh ⋅ Weimin Wu ⋅ Han Liu
[ OpenReview] 
Poster
None
Sparse and Faithful Local Explanations with Piecewise Linear Surrogates
Yixin Wang ⋅ Yucheng Dong
[ OpenReview] 
Poster
None
Clover: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
Andrei Panferov ⋅ Erik Schultheis ⋅ Rush Tabesh ⋅ Dan Alistarh
[ OpenReview] 
Poster
None
Spatiotemporal Imputation with Graph-Informed Flow Matching
Zepeng Zhang ⋅ Aref Einizade ⋅ Jhony H. Giraldo ⋅ Olga Fink
[ OpenReview] 
Poster
None
Normalization Equivariance for Arbitrary Backbones, with Application to Image Denoising
Youssef Saied ⋅ François Fleuret
[ OpenReview] 
Poster
None
SpatioLM: Towards General Physical Spatial Intelligence in Vision-Language Models
jing wu ⋅ Jianhua Wu ⋅ Jiayi Guan ⋅ Jiahong Chen ⋅ Jinghui Lu ⋅ Hangjun Ye ⋅ Bingzhao Gao ⋅ Long Chen
[ OpenReview] 
Poster
None
Shared Semantics, Divergent Mechanisms: Unsupervised Feature Discovery by Aligning Semantics and Mechanisms
Hyunjin Cho ⋅ Youngji Roh ⋅ Jaehyung Kim
[ OpenReview] 
Poster
None
A Machine-Learned Comorbidity Index
Suleman Baloch ⋅ Kishlay Jha ⋅ Alberto Segre ⋅ Philip Polgreen ⋅ Bijaya Adhikari
[ OpenReview] 
Poster
None
Optimal Transport with Symmetry Groups
Jiechao Zhang ⋅ Huichun Zhang ⋅ Jian Sun ⋅ Wei Zeng
[ OpenReview] 
Poster
None
How Can Mamba Learn In Context with Outliers and Generalize Provably?
Hongkang Li ⋅ Songtao Lu ⋅ Xiaodong Cui ⋅ Pin-Yu Chen ⋅ Meng Wang
[ OpenReview] 
Poster
None
UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations
Dominik J. Mühlematter ⋅ Lin Che ⋅ Ye Hong ⋅ Martin Raubal ⋅ Nina Wiedemann
[ OpenReview] 
Poster
None
CONGA:Confidence-and-Gradient-Aware Learning Rate Schedule for Test Time Adaptation
Shaoran Lv ⋅ Xinyao Li ⋅ Jingjing Li
[ OpenReview] 
Poster
None
Fine-grained Analysis of Brain-LLM Alignment through Input Attribution
Michela Proietti ⋅ Roberto Capobianco ⋅ Mariya Toneva
[ OpenReview] 
Poster
None
AgentLAB: Benchmarking LLM Agents against Long-Horizon Attacks
Tanqiu Jiang ⋅ Yuhui Wang ⋅ Jiacheng Liang ⋅ Ting Wang
[ OpenReview] 
Poster
None
From Interactions to Principles: Experience-Driven Self-Distillation for Evolving LLM Agents
Rong Wu ⋅ Xiaoman Wang ⋅ Jianbiao Mei ⋅ Pinlong Cai ⋅ Daocheng Fu ⋅ Cheng Yang ⋅ Licheng Wen ⋅ Xuemeng Yang ⋅ Yufan Shen ⋅ Yuxin Wang ⋅ Botian Shi
[ OpenReview] 
Poster
None
Joint-Embedding Predictive Learning of Latent Market States in U.S. Equities
Simon Mahns ⋅ Randall Balestriero ⋅ Mahmoud Assran
[ OpenReview] 
Poster
None
SEMIR: Semantic Minor-Induced Representation Learning on Graphs for Visual Segmentation
Luke Miller ⋅ Yugyung Lee
[ Poster]  [ OpenReview] 
Poster
None
Sparse Tokens Suffice: Jailbreaking Audio Language Models via Token-Aware Gradient Optimization
Zheng Fang ⋅ Xiaosen Wang ⋅ Shenyi Zhang ⋅ Shaokang Wang ⋅ Zhijin Ge
[ OpenReview] 
Poster
None
Expert-guided Clinical Text Augmentation via Query-Based Model Collaboration
Dongkyu Cho ⋅ Miao Zhang ⋅ Gregory Lyng ⋅ Rumi Chunara
[ OpenReview] 
Poster
None
From Content to Knowledge: Lightning Fast Long-Video Understanding with Neural Knowledge Representations
Yuchen Guan ⋅ Xiao Li ⋅ Zongyu Guo ⋅ Xiaoyi Zhang ⋅ Xiulian Peng ⋅ Chun Yuan ⋅ Yan Lu
[ OpenReview] 
Poster
None
GPan-LoRA: Gaussian Process Amortized Networks for Bayesian Low-Rank Adaptation in Large Language Models
Weifeng Zhang ⋅ Wenyuan Zhao ⋅ Amir Hossein Rahmati ⋅ Yucheng Wang ⋅ Zhiyuan Wang ⋅ Chao Tian ⋅ Xiaoning Qian
[ OpenReview] 
Poster
None
How to Price Data: A Market Equilibrium Based Approach
Pooja Kulkarni ⋅ Parnian Shahkar ⋅ Ruta Mehta
[ OpenReview] 
Poster
None
Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling
Indranil Halder ⋅ Cengiz Pehlevan
[ OpenReview] 
Poster
None
IACW: Intent-Aware Controllable Watermarking for Scalable Authorial Intent Attribution
hao huang ⋅ JiaTang Luo ⋅ Ruihua Zhou ⋅ Yunpeng Li ⋅ Yuling Liu
[ OpenReview] 
Poster
None
IdEst: Assessing Self-Supervised Learning Representations via Intrinsic Dimension
Julie Mordacq ⋅ Vicky Kalogeiton ⋅ Steve Oudot
[ OpenReview] 
Poster
None
Batched First-Order Methods for Parallel LP Solving in MIP
Nicolas Blin ⋅ Stefano Gualandi ⋅ Christopher Maes ⋅ Andrea Lodi ⋅ Bartolomeo Stellato
[ OpenReview] 
Poster
None
Provably Label-Efficient Conformal Prediction
Andrew Ilyas ⋅ Joonhyuk Ko ⋅ Jingwu Tang ⋅ Steven Wu ⋅ Jiahao Zhang
[ OpenReview] 
Poster
None
Approximation Preserving Coresets
Milind Prabhu ⋅ Chris Schwiegelshohn ⋅ Sudarshan Shyam
[ OpenReview] 
Poster
None
ScenePilot: Controllable Boundary-Driven Critical Scenario Generation for Autonomous Driving
Qiyu Ruan ⋅ YUXUAN WANG ⋅ He Li ⋅ Zhenning Li ⋅ Cheng-Zhong Xu
[ OpenReview] 
Poster
None
GAM-RAG: Gain-Adaptive Memory for Evolving Retrieval in Retrieval-Augmented Generation
Yifan Wang ⋅ Mingxuan Jiang ⋅ Zhihao Sun ⋅ Yixin Cao ⋅ Yicun Liu ⋅ Keyang Chen ⋅ Guangnan Ye ⋅ Hongfeng Chai
[ OpenReview] 
Poster
None
Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories
Tianlong Wang ⋅ Yuhang Wang ⋅ Weibin Liao ⋅ Xin Gao ⋅ Xinyu Ma ⋅ Yang Lin ⋅ Yasha Wang ⋅ Liantao Ma
[ OpenReview] 
Poster
None
Maximizing the Spectral Energy Gain in Sub-1-Bit LLMs via Latent Geometry Alignment
Banseok Lee ⋅ Youngmin Kim
[ OpenReview] 
Poster
None
S$^3$GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning
Dai Shi ⋅ Linhan Luo ⋅ Luke Thompson ⋅ Lequan Lin ⋅ Andi Han ⋅ Junbin Gao ⋅ Jose Miguel Hernandez-Lobato
[ OpenReview] 
Poster
None
Gateways to Tractability for Satisfiability in Pearl’s Causal Hierarchy
Robert Ganian ⋅ Marlene Gründel ⋅ Simon Wietheger
[ OpenReview] 
Poster
None
Unlearning in Diffusion Models: A Unified Framework with KL Divergence and Likelihood Constraints
Shervin Khalafi ⋅ Alejandro Ribeiro ⋅ Dongsheng Ding
[ OpenReview] 
Poster
None
Learning to Discover at Test Time
Mert Yuksekgonul ⋅ Daniel Koceja ⋅ Xinhao Li ⋅ Federico Bianchi ⋅ Jed McCaleb ⋅ Xiaolong Wang ⋅ Jan Kautz ⋅ Yejin Choi ⋅ James Zou ⋅ Carlos Guestrin ⋅ Yu Sun
[ OpenReview] 
Poster
None
Geometric Rate–Distortion Invariance for Domain Generalization
Tong Liu ⋅ Sen Liang ⋅ Shuo Bai
[ OpenReview] 
Poster
None
Beyond Model Base Retrieval: Weaving Knowledge to Master Fine-grained Neural Network Design
Jialiang Wang ⋅ Hanmo Liu ⋅ Shimin Di ⋅ Zhili Wang ⋅ Jiachuan Wang ⋅ Lei Chen ⋅ Xiaofang Zhou
[ OpenReview] 
Poster
None
The Geometry of Updates: Fisher Alignment at Vocabulary Scale
John Sweeney
[ OpenReview] 
Poster
None
Bayes-inspired Integration of Pretrained Priors and Few-Shot Evidence for Few-Shot Classification
Gang Liu ⋅ Xiaoxuan Zhang ⋅ Yuhong Feng ⋅ Mingyang Zhou ⋅ Xiaoqun Wu ⋅ Hao Liao ⋅ Rui Mao
[ OpenReview] 
Poster
None
Forward-Chaining Temporal Point Process
Chao Yang ⋅ Wendi Ren ⋅ Shuang Li
[ OpenReview] 
Poster
None
General and Efficient Steering of Unconditional Diffusion Models
Qingsong Wang ⋅ Misha Belkin ⋅ Yusu Wang
[ OpenReview] 
Poster
None
Strategy Executability in Mathematical Reasoning: Leveraging Human–Model Differences for Effective Guidance
Weida Liang ⋅ Yiyou Sun ⋅ Shuyuan Nan ⋅ Chuang Li ⋅ Dawn Song ⋅ Kenji Kawaguchi
[ OpenReview] 
Poster
None
EGG: An Expert-Guided Agent Framework for Kernel Generation
Yaochen Han ⋅ Ke Fan ⋅ Hongxu Jiang ⋅ Wanqi Xu ⋅ Weiyu Xie ⋅ Runhua Zhang ⋅ Chenhui Zhu ⋅ Yixiang Zhang
[ OpenReview] 
Poster
None
Large-Scale Notification Dispatch with Bundle Treatments and Multi-Outcome Uplift Optimization
Jiajing Xu ⋅ Yanyun Li ⋅ Songyongbao ⋅ Minqin Zhu ⋅ Huxiao Ji ⋅ Linchuan Li ⋅ Cunyi Zhang ⋅ lixuanping ⋅ Kaiqiao Zhan ⋅ Yanan Niu
[ OpenReview] 
Poster
None
WF-Bench: A Benchmark for Neural-Network WaveFunction Expressivity and Scaling Laws
Lixing Zhang ⋅ Guijing Duan ⋅ Di Luo
[ OpenReview] 
Poster
None
How Language Models Process Negation
Zhejian Zhou ⋅ Tianyi Zhou ⋅ Robin Jia ⋅ Jonathan May
[ OpenReview] 
Poster
None
SEDRAS: Symbolically Evaluated Deep Research And Science
Fredrik Carlsson ⋅ Dan Ward ⋅ Joseph Ortiz ⋅ Fangyu Liu ⋅ Joakim Nivre
[ OpenReview] 
Poster
None
Variational Speculative Decoding: Rethinking Draft Training from Token Likelihood to Sequence Acceptance
Xiandong Zou ⋅ Jianshu Li ⋅ Jing Huang ⋅ Pan Zhou
[ Poster]  [ OpenReview] 
Poster
None
SVD as a Fast Interpretability Method for Transformers
Min Xue ⋅ Artur Andrzejak
[ OpenReview] 
Poster
None
ChartE$^{3}$: A Comprehensive Benchmark for End-to-End Chart Editing
Shuo Li ⋅ Jiajun Sun ⋅ Zhekai Wang ⋅ Xiaoran Fan ⋅ Hui Li ⋅ Dingwen Yang ⋅ Zhiheng Xi ⋅ Yijun Wang ⋅ Zifei Shan ⋅ Tao Gui ⋅ Qi Zhang ⋅ Xuanjing Huang
[ OpenReview] 
Poster
None
FaPS: A General and Fast Training Method for Diffusion Models
Xianglu Wang ⋅ Bangxian Han ⋅ Hu Ding
[ OpenReview] 
Poster
None
$\mathbb{R}^{2k}$ is Theoretically Large Enough for Embedding-based Top-$k$ Retrieval
Zihao Wang ⋅ Hang Yin ⋅ Lihui Liu ⋅ Hanghang Tong ⋅ Yangqiu Song ⋅ Ginny Wong ⋅ Simon See
[ OpenReview] 
Poster
None
V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning
Zhiwei Ning ⋅ Xuanang Gao ⋅ Jiaxi Cao ⋅ Gengming Zhang ⋅ Shengnan Ma ⋅ Wenwen Tong ⋅ Hanming Deng ⋅ JIE YANG ⋅ Wei Liu
[ OpenReview] 
Poster
None
Temper-Then-Tilt: Principled Unlearning for Generative Models through Tempering and Classifier Guidance
Jacob L. Block ⋅ Mehryar Mohri ⋅ Aryan Mokhtari ⋅ Sanjay Shakkottai
[ OpenReview] 
Poster
None
Agent JIT Compilation for Latency-Optimizing Computer-Use Agent Planning and Scheduling
Caleb Winston ⋅ Ron Yifeng Wang ⋅ Azalia Mirhoseini ⋅ Christoforos Kozyrakis
[ OpenReview] 
Poster
None
Partial Fusion of Neural Networks: Efficient Tradeoffs Between Ensembles and Weight Aggregation
Fabian Morelli ⋅ Stephan Eckstein
[ OpenReview] 
Poster
None
A Diagnostic Study of Multi-Agent LLMs for Real-World Debates
Priya Pitre ⋅ Gaurav Srivastava ⋅ Lu Zhang ⋅ Le Wang ⋅ Naren Ramakrishnan ⋅ Xuan Wang
[ OpenReview] 
Poster
None
FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs
Qian Chen ⋅ Jinlan Fu ⋅ Changsong Li ⋅ Min zhang ⋅ See-Kiong Ng ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
Dynamic High-Dimensional Facility Location with Low Recourse
Sayan Bhattacharya ⋅ Martín Costa ⋅ Silvio Lattanzi ⋅ Jakub Łącki ⋅ Nikos Parotsidis
[ OpenReview] 
Poster
None
GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance
Francisco Giral ⋅ Álvaro Sevillano ⋅ Ignacio Perez ⋅ Ricardo Vinuesa ⋅ Soledad Le Clainche
[ OpenReview] 
Poster
None
Trust Functions: Near Lossless Weak-to-Strong Generalization by Learning to Trust the Weak Teacher
Arda Uzunoglu ⋅ Alvin Zhang ⋅ Daniel Khashabi
[ OpenReview] 
Poster
None
Tailoring the Training: Difficulty-Aware Learning Strategy Allocation for Large Language Models
Xiaoling Zhou ⋅ Shuaiyu Zhou ⋅ Zhemg Lee ⋅ Tao Chen ⋅ Xirui Li ⋅ Peng Chen ⋅ Jie Jiang ⋅ Wei Ye ⋅ Shikun Zhang
[ OpenReview] 
Poster
None
Variable-Length Tokenization via Learnable Global Merging for Diffusion Transformers
Dong Hoon Lee ⋅ Seunghoon Hong
[ OpenReview] 
Poster
None
1-Bit Wonder: Improving QAT Performance in the Low-Bit Regime through K-Means Quantization
Sohir Maskey ⋅ Constantin Eichenberg ⋅ Johannes Messner ⋅ Douglas Orr
[ OpenReview] 
Poster
None
Reward-Preserving Counterfactual State Editing for Offline Reinforcement Learning
Siyu Wang ⋅ Xiaocong Chen ⋅ Mingming Gong ⋅ Yong Li ⋅ Quan Sheng ⋅ Lina Yao
[ OpenReview] 
Poster
None
Reasoning as an Attack Surface: Adaptive Evolutionary CoT Jailbreaks for LLMs
Jianan Li ⋅ Simeng Qin ⋅ Xiaojun Jia ⋅ Lionel WANG ⋅ Tianhang Zheng ⋅ Xiaoshuang Jia ⋅ Yang Liu ⋅ Xiaochun Cao
[ OpenReview] 
Poster
None
Personalized Policy Learning through Discrete Experimentation
Zhiqi Zhang ⋅ Zhiyu Zeng ⋅ Ruohan Zhan ⋅ Dennis Zhang
[ OpenReview] 
Poster
None
Understanding Generalization and Forgetting in In-Context Continual Learning
Guangyu Li ⋅ Meng Ding ⋅ Lijie Hu
[ OpenReview] 
Poster
None
ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs
Xianlin Zeng ⋅ Fan Xia ⋅ Xiangyu Chen
[ OpenReview] 
Poster
None
Designing noise schedules for diffusion models with spectral analysis
Carlos Esteves ⋅ Ameesh Makadia
[ OpenReview] 
Poster
None
ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
Mingyu Wang ⋅ Wei Jiang
[ OpenReview] 
Poster
None
What Preferences Can—and Cannot—Predict in Multi-Agent Online Learning
Omar Abbadi ⋅ Rida Laraki ⋅ Panayotis Mertikopoulos
[ OpenReview] 
Poster
None
Adaptively Robust Resettable Streaming
Edith Cohen ⋅ Elena Gribelyuk ⋅ Jelani Nelson ⋅ Uri Stemmer
[ OpenReview] 
Poster
None
Equilibrium Propagation for Non-Conservative Systems
Antonino Emanuele Scurria ⋅ Dimitri Vanden Abeele ⋅ Bortolo Matteo Mognetti ⋅ Serge Massar
[ OpenReview] 
Poster
None
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations
Buyun Liang ⋅ Jinqi Luo ⋅ Liangzu Peng ⋅ Kwan Ho Ryan Chan ⋅ Darshan Thaker ⋅ Kaleab Kinfu ⋅ Fengrui Tian ⋅ Hamed Hassani ⋅ Rene Vidal
[ OpenReview] 
Poster
None
Focus-Then-Contact: Speeding Up Robotic Contact-Rich Task Learning with Affordance-Guided Real-World Residual Reinforcement Learning
Guanren Qiao ⋅ Ruixiang Ouyang ⋅ Sheng Xu ⋅ Ruixing Jin ⋅ Yueci Deng ⋅ Yunxin Tai ⋅ Kui Jia ⋅ Guiliang Liu
[ OpenReview] 
Poster
None
FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion
Zhuokun Chen ⋅ Jianfei Cai ⋅ Bohan Zhuang
[ OpenReview] 
Poster
None
Less Token, More Signal: MoE Expert Pruning via Critical Token Selection
Zeliang Zong ⋅ Kai Zhang ⋅ Yarong Wang ⋅ wenming tan ⋅ Ye Ren ⋅ Jilin Hu
[ OpenReview] 
Poster
None
Improving Video Sparse Attention with Fine-grained Router and Sparse Rebasing
Peiyuan Zhang ⋅ Guoqiang Wei ⋅ Yilong Zhao ⋅ Zixiang Zhang ⋅ Wei Zhou ⋅ Will Lin ⋅ Heng Zhang ⋅ Xiaonan Nie ⋅ Yan Zeng ⋅ Hao Zhang
[ OpenReview] 
Poster
None
Beyond Single-View Indexing: Structure-Aware Multi-View Retrieval for Knowledge-Based VQA
Hao Wang ⋅ Xujia Li ⋅ Lei Chen
[ OpenReview] 
Poster
None
REAR: Test-time Preference Realignment through Reward Decomposition
Fuxiang Zhang ⋅ Pengcheng Wang ⋅ Chenran Li ⋅ Yi-Chen Li ⋅ Yuxin Chen ⋅ Lang Feng ⋅ Chenfeng Xu ⋅ Masayoshi Tomizuka ⋅ Bo An
[ OpenReview] 
Poster
None
Towards a Science of AI Agent Reliability
Stephan Rabanser ⋅ Sayash Kapoor ⋅ Peter Kirgis ⋅ Kangheng Liu ⋅ Saiteja Utpala ⋅ Arvind Narayanan
[ OpenReview] 
Poster
None
VecMol: Vector-Field Representations for 3D Molecule Generation
Yuchen Hua ⋅ Xingang Peng ⋅ Jianzhu Ma ⋅ Muhan Zhang
[ OpenReview] 
Poster
None
Stochastic Gradient Variational Inference with Price's Gradient Estimator from Bures-Wasserstein to Parameter Space
Kyurae Kim ⋅ Qiang Fu ⋅ Yian Ma ⋅ Jacob Gardner ⋅ Trevor Campbell
[ OpenReview] 
Poster
None
ERGeoBench: A Comprehensive Benchmark for Embodied Reasoning and Geo-localization in Multimodal Large Language Models
Kaiwen Xue ⋅ Tao Wei ⋅ Zhonghong Ou ⋅ Guoxin Zhang ⋅ Kaoyan Lu ⋅ Yu Feng ⋅ Yifan Zhu ⋅ Haoran Luo
[ OpenReview] 
Poster
None
Resolution as a Direction: Vector-Panning Feature Alignment for Cross-Resolution Re-Identification
Zanwu Liu ⋅ Chao Yuan ⋅ Bo Li ⋅ Xiaowei Zhang ⋅ Guanglin Niu
[ OpenReview] 
Poster
None
Discovering Symmetry Groups with Flow Matching
Yuxuan Chen ⋅ Jung Yeon Park ⋅ Floor Eijkelboom ⋅ Jianke Yang ⋅ Jan-Willem van de Meent ⋅ Lawson Wong ⋅ Robin Walters
[ OpenReview] 
Poster
None
Toward Cybersecurity-Expert Small Language Models
Matan Levi ⋅ Daniel Ohayon ⋅ Ariel Blobstein ⋅ Ravid Sa ⋅ Ian Molloy ⋅ Yair Allouche
[ OpenReview] 
Poster
None
Curriculum Reinforcement Learning for Black-Box Prompt Tuning via Large Language Models
Shuai Gong ⋅ Chaoran Cui ⋅ Xiaolin Dong ⋅ Chunyun Zhang ⋅ Linwei Fan
[ OpenReview] 
Poster
None
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox
Yuanyang Li ⋅ Xue Yang ⋅ Longyue Wang ⋅ Weihua Luo ⋅ Hongyang Chen
[ OpenReview] 
Poster
None
Genome-Factory: A Library for Tuning, Deploying, and Interpreting Genomic Foundation Models
Weimin Wu ⋅ Xuefeng Song ⋅ Yibo Wen ⋅ Qinjie Lin ⋅ Zhihan Zhou ⋅ Jerry Yao-Chieh Hu ⋅ Zhong Wang ⋅ Han Liu
[ OpenReview] 
Poster
None
Draft-and-Audit Reinforcement Learning for Optimization Modeling
Zeping Min ⋅ Weihang Xu ⋅ Zhengzhong You ⋅ Wotao Yin ⋅ Xinshang Wang
[ Slides]  [ OpenReview] 
Poster
None
HDFlow: Hierarchical Diffusion-Flow Planning for Long-horizon Tasks
Gireesh Nandiraju ⋅ Yuanliang(Avery) Ju ⋅ Chaoyi Xu ⋅ Weiheng Liu ⋅ Yuxuan Wan ⋅ He Wang
[ OpenReview] 
Poster
None
Beyond Reactivity: Proactive Adaptive Conformal Inference for Online LLM Factuality
Xinyu Liu ⋅ Jun Wu
[ OpenReview] 
Poster
None
CalPro: Prior-Aware Evidential Conformal Prediction with Structure-Aware Sensitivity Bounds for Protein Structures
Ibne Farabi Shihab ⋅ SANJEDA AKTER ⋅ Anuj Sharma
[ OpenReview] 
Poster
None
Inner-layer Token Self-Modulation as Another Scaling Axis for LLMs
Yebin Yang ⋅ Debing Zhang ⋅ Huaijin Wu ⋅ Jingtao Han ⋅ Lin Yao ⋅ Xiaohan Qin ⋅ Jingzhi Wang ⋅ Junchi Yan
[ OpenReview] 
Poster
None
AutoVSR: Automatic Visual-to-Symbolic Reasoning for Symbolic Expression Generation from Circuit Schematic
Zhe Xiao ⋅ Longfei Li ⋅ Xu He ⋅ Haoying Wu ⋅ Zixing Zhang ⋅ Mingyu Liu
[ OpenReview] 
Poster
None
Ekka: Automated Diagnosis of Silent Errors in LLM Inference
Yile Gu ⋅ Zhen Zhang ⋅ Shaowei Zhu ⋅ Xinwei Fu ⋅ Jun Wu ⋅ Yida Wang ⋅ Baris Kasikci
[ OpenReview] 
Poster
None
Variance Driven Exploration: A Provable and Efficient Methodology for Pure Exploration in Highly Stochastic Environments
Khang Luong ⋅ Nam Nguyen ⋅ Hoang Ta ⋅ Hung Tran-The ⋅ Tuan Dam
[ OpenReview] 
Poster
None
Exploring and Exploiting Stability in Latent Flow Matching
Rania Briq ⋅ Michael Kamp ⋅ Ohad Fried ⋅ Sarel Cohen ⋅ Stefan Kesselheim
[ OpenReview] 
Poster
None
Identifiable Equivariant Networks are Layerwise Equivariant
Vahid Shahverdi ⋅ Giovanni Luca Marchetti ⋅ Georg Bökman ⋅ Kathlén Kohn
[ OpenReview] 
Poster
None
Transformer Circuits Can Realize Clustering Algorithms
Kenneth Clarkson ⋅ Lior Horesh ⋅ Takuya Ito ⋅ Charlotte Park ⋅ Parikshit Ram
[ OpenReview] 
Poster
None
The Abstraction Gap in Vision-Language Causal Reasoning
Chinh Hoang ⋅ Mohammad Hasan
[ OpenReview] 
Poster
None
Heterogeneous Customizable Personalized Federated Fine-Tuning Approach for Large Language Models
xin tong ⋅ Baojiang cui
[ OpenReview] 
Poster
None
A Penalty Approach For Differentiation Through Black-box Quadratic Programming Solvers
Yuxuan Linghu ⋅ Zhiyuan Liu ⋅ Qi Deng
[ OpenReview] 
Poster
None
Restoring Exploration after Post-Training: Latent Exploration Decoding for Large Reasoning Models
Wenhui Tan ⋅ Fiorenzo Parascandolo ⋅ Enver Sangineto ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Qian Cao ⋅ Rita Cucchiara ⋅ Ruihua Song ⋅ Jian Luan
[ OpenReview] 
Poster
None
DR-MMSearchAgent: Deepening Reasoning in Multimodal Search Agents
Shengqin Wang ⋅ Wentao Yan ⋅ Huichi Zhou ⋅ Yihang Chen ⋅ Kun Shao ⋅ zhizhong zhang ⋅ Yuan Xie
[ OpenReview] 
Poster
None
DiscoForcing: A Unified Framework for Real-Time Audio-Driven Character Control with Diffusion Forcing
Kaiyang Ji ⋅ Bingsheng Qian ⋅ Binghuan Wu ⋅ Kangyi Chen ⋅ Ye Shi ⋅ Jingya Wang
[ OpenReview] 
Poster
None
Robust Bayesian Optimisation with Unbounded Corruptions
Abdelhamid Ezzerg ⋅ Ilija Bogunovic ⋅ Jeremias Knoblauch
[ OpenReview] 
Poster
None
Vector Quantization using Gaussian Variational Autoencoder
Tongda Xu ⋅ Wendi Zheng ⋅ Jiajun He ⋅ Jose Miguel Hernandez-Lobato ⋅ Yan Wang ⋅ Ya-Qin Zhang ⋅ Jie Tang
[ OpenReview] 
Poster
None
Prototype-Grounded Concept Models for Verifiable Concept Alignment
Stefano Colamonaco ⋅ David Debot ⋅ Pietro Barbiero ⋅ Giuseppe Marra
[ OpenReview] 
Poster
None
On the Fragility of Data Attribution When Learning Is Distributed
Xian Gao ⋅ Bo Hui ⋅ MIN-TE SUN ⋅ Wei-Shinn Ku
[ OpenReview] 
Poster
None
An Interactive Paradigm for Deep Research
Lin Ai ⋅ Victor Bursztyn ⋅ Xiang Chen ⋅ Julia Hirschberg ⋅ Saayan Mitra
[ OpenReview] 
Poster
None
MemIncept: Steering LLM Agents via Cooperative Stealthy Memory Injections
Nan Yan ⋅ Qian Lou ⋅ Jiarong Xing
[ OpenReview] 
Poster
None
When Model Merging Breaks Routing: Training-Free Calibration for MoE
Canbin Huang ⋅ Tianyuan Shi ⋅ Xiaojun Quan ⋅ Jingang Wang ⋅ Jianfei Zhang ⋅ Qifan Wang
[ OpenReview] 
Poster
None
FedRGL: Robust Federated Graph Learning under Label Noise
De Li ⋅ Zhou Tan ⋅ Qiyu Li ⋅ Zeming Gan ⋅ Tiange Xia ⋅ Chunpei Li ⋅ Xianxian Li
[ OpenReview] 
Poster
None
TACTIC: Task-Aware Sparse Coordination Graphs for Multi-Task Multi-agent Reinforcement Learning
Kexing Peng ⋅ Pengyi Li ⋅ tinghuai ma ⋅ Jianye Hao
[ OpenReview] 
Poster
None
Feature-aware (Hyper)graph Generation via Next-Scale Prediction
Dorian Gailhard ⋅ Enzo Tartaglione ⋅ Lirida Naviner ⋅ Jhony H. Giraldo
[ OpenReview] 
Poster
None
Structure-Induced Information for Rerooting Levin Tree Search
Jake Tuero ⋅ Michael Buro ⋅ Levi Lelis ⋅ Laurent Orseau
[ OpenReview] 
Poster
None
ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education
Zhitao He ⋅ Haolin Yang ⋅ Zeyu Qin ⋅ Yi Fung
[ OpenReview] 
Poster
None
Safe Reinforcement Learning with Preference-based Constraint Inference
Chenglin Li ⋅ Grant Ruan ⋅ Hua Geng
[ OpenReview] 
Poster
None
Computational Arbitrage in AI Model Markets
Ricardo Dominguez-Olmedo ⋅ Bernhard Schölkopf ⋅ Moritz Hardt
[ OpenReview] 
Poster
None
Explicitly Modeling Censoring Produces Superior Survival Predictors
Shi-ang Qi ⋅ Yakun Yu ⋅ Russell Greiner
[ OpenReview] 
Poster
None
VideoSEG-O3: A Multi-turn Reinforcement Learning Framework for Reasoning Video Object Segmentation
Ming Dai ⋅ Sen Yang ⋅ Boqiang Duan ⋅ Boyuan Tong ⋅ Jiedong Zhuang ⋅ Wankou Yang ⋅ Jingdong Wang
[ Poster]  [ OpenReview] 
Poster
None
Can local learning match self-supervised backpropagation?
Zihan Wu ⋅ Ariane Delrocq ⋅ Wulfram Gerstner ⋅ Guillaume Bellec
[ OpenReview] 
Poster
None
Constructing Industrial-Scale Optimization Modeling Benchmark
Zhong Li ⋅ Hongliang Lu ⋅ Tao Wei ⋅ Wenyu Liu ⋅ Yuxuan Chen ⋅ Yuan LAN ⋅ Fan Zhang ⋅ Zaiwen Wen
[ OpenReview] 
Poster
None
MPFM: Cross Multi-Domain Prototype Flow Matching for Log Anomaly Detection
Jing Zhang ⋅ Chao Luo
[ OpenReview] 
Poster
None
The Consistency Trap in LLMs: Generator-Evaluator Agreement and Vulnerability to Mistakes
Marina Mancoridis ⋅ Zoe Hitzig
[ OpenReview] 
Poster
None
Learning Permutation from Structure Without Supervision
Ran Eisenberg ⋅ Ofir Lindenbaum
[ OpenReview] 
Poster
None
Position: Prompts for Public-Sector LLMs Should Be Governed as Commons
Rashid Mushkani
[ OpenReview] 
Poster
None
Position: Weight Space Should Be a First-Class Generative AI Modality
Zhangyang “Atlas” Wang ⋅ Kai Wang ⋅ Peihao Wang
[ OpenReview] 
Poster
None
Position: Federated Learning is a Lens towards a Democratized Future for the Scaling Law Era
Harry Jiang ⋅ Baris Askin ⋅ Gauri Joshi ⋅ Carlee Joe-Wong
[ OpenReview] 
Poster
None
Position: Benchmarks for Vision–Language Models in Urban Perception Should Be Reliability-Aware and Negotiated
Rashid Mushkani
[ OpenReview] 
Poster
None
Position: Peer Review in ML/AI Conferences Should Separate Publication from Presentation and Offer Non-Anonymous Review Tracks
Nihar Shah
[ OpenReview] 
Poster
None
Position: Irresponsible AI: big tech’s influence on AI research and associated impacts
Alex Hernandez-Garcia ⋅ Alexandra Volokhova ⋅ Ezekiel Williams ⋅ Dounia Shaaban Kabakibo ⋅ Mélisande Teng
[ OpenReview] 
Poster
None
Position: Assistive AI requires Personalized Specialists, not Generalists
Homanga Bharadhwaj
[ OpenReview] 
Poster
None
Position: ICML Should Treat Hosted LLM APIs as Versioned Dependencies and Require Drift-Audit Artifacts
Utsav Gupta
[ OpenReview] 
Poster
None
Position: Carbon Footprint Reporting Should Be Routine in Machine Learning Research
Guan-Ming Chiu
[ OpenReview] 
Poster
None
Position: Video LLMs Must Not Ignore the Pixel Dynamics in Plain Sight
Shayda Moezzi ⋅ Umer Saleem ⋅ Andong Deng ⋅ Chen Chen ⋅ Sarah Ostadabbas
[ OpenReview] 
Poster
None
Position: Creating High-Fidelity Synthetic Training Data Should Employ Multi-level Optimization
Pengtao Xie ⋅ Li Zhang ⋅ Ruiyi Zhang
[ OpenReview] 
Poster
None
Position: Ideas Should be the Center of Machine Learning Research
Jairo Diaz-Rodriguez
[ OpenReview] 
Poster
None
Position: Age Estimation Models Do Not Process Biometric Data
Nikita Marshalkin
[ OpenReview] 
Poster
None
Position: Embodied AI Requires a Privacy-Utility Tradeoff
Xiaoliang Fan ⋅ jiarui chen ⋅ Zhuodong Liu ⋅ Ziqi Yang ⋅ Peixuan Xu ⋅ Ruimin Shen ⋅ Junhui Liu ⋅ Jianzhong Qi ⋅ Cheng Wang
[ OpenReview] 
Poster
None
Position: VLM Causal Reasoning Benchmarks Should Probe Temporal Understanding, Not Presume It
Chinh Hoang ⋅ Mohammad Hasan
[ OpenReview] 
Poster
None
Position: The Inevitable Transition to Machine Learning in Quantum Chemistry
Karen Sargsyan ⋅ Chao-Ping Hsu
[ OpenReview] 
Poster
None
Position: Robust AI Personalization Will Require a Human Context Protocol
Anand Shah ⋅ Tobin South ⋅ Talfan Evans ⋅ Hannah Kirk ⋅ Jiaxin Pei ⋅ Andrew Trask ⋅ Glen Weyl ⋅ Michiel Bakker
[ OpenReview] 
Poster
None
Position: Natural Language Should Not Fully Replace Formal Languages
Eitan Wagner ⋅ Elisha Rosensweig ⋅ Omri Abend
[ OpenReview] 
Poster
None
Position: AI Capabilities Are Not Increasing Exponentially
Haosen Ge ⋅ Hamsa Bastani ⋅ Osbert Bastani
[ OpenReview] 
Poster
None
Position: Enabling Fair Revenue Sharing for Data Providers in GenAI Systems
Gengrui (Edward) Zhang
[ OpenReview] 
Poster
None
Distributional Active Inference
Abdullah Akgül ⋅ Gulcin Baykal ⋅ Manuel Haussmann ⋅ Mustafa Mert Çelikok ⋅ Melih Kandemir
[ OpenReview] 
Poster
None
Position: Agent Evaluation Should Be Agentified for Openness, Standardization, and Reproducibility
Xiaoyuan Liu ⋅ Tianneng Shi ⋅ Wenbo Guo ⋅ Dawn Song
[ OpenReview] 
Poster
None
Position: The Case for Theory-Level Autoformalization
Marcus Min ⋅ Deyuan Mike He ⋅ Zhaoyu Li ⋅ Zixuan Yi ⋅ Sharad Malik ⋅ Aarti Gupta ⋅ Xujie Si ⋅ Osbert Bastani
[ OpenReview] 
Poster
None
Position: Agentic Safety is an Epistemic Property, Not a Behavioral One
Charles Wang ⋅ Keir Dorchen ⋅ Peter Jin
[ OpenReview] 
Poster
None
Position: Current XAI Methods Cannot Satisfy Financial AI Explainability Requirements
Dongxin Guo ⋅ Jikun Wu ⋅ Siu Ming Yiu
[ OpenReview] 
Poster
None
Position: World Models as an Intermediary between Agents and the Real World
Sherry Yang
[ OpenReview] 
Poster
None
Position: Make Planning Research Rigorous Again!
Michael Katz ⋅ Harsha Kokel ⋅ Christian Muise ⋅ Shirin Sohrabi ⋅ Sarath Sreedharan
[ OpenReview] 
Poster
None
Riemannian Neural Optimal Transport
Alessandro Micheli ⋅ Yueqi Cao ⋅ Anthea Monod ⋅ Samir Bhatt
[ OpenReview] 
Poster
None
Look on Demand: A Cognitive Scheduling Framework for Visual Evidence Acquisition in Multimodal Reasoning
Yang Zhang ⋅ Xiaoshuai Sun ⋅ Rui Zhao ⋅ Wujin Sun ⋅ Yidong Chen ⋅ Jiayi Ji ⋅ Qian Chen ⋅ Rongrong Ji
[ OpenReview] 
Poster
None
Unpaired Visual Editing with Self-Consistent Flow Matching
Yoad Tewel ⋅ Yuval Atzmon ⋅ Gal Chechik ⋅ Lior Wolf
[ OpenReview] 
Poster
None
Multiview Self-Representation Learning across Heterogeneous Views
Jie Chen ⋅ Zhu Wang ⋅ Chuanbin Liu ⋅ Xi Peng
[ OpenReview] 
Poster
None
PS-PPO : Prefix-Sampling PPO for Critic-Free RLHF
Doo Hwan Hwang ⋅ Kee-Eung Kim
[ OpenReview] 
Poster
None
Backward Oversmoothing: why is it hard to train deep Graph Neural Networks?
Nicolas Keriven
[ OpenReview] 
Poster
None
Skewness-Robust Causal Discovery in Location-Scale Noise Models
Daniel Klippert ⋅ Alexander Marx
[ OpenReview] 
Poster
None
RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System
Yinjie Wang ⋅ Tianbao Xie ⋅ Ke Shen ⋅ Mengdi Wang ⋅ Ling Yang
[ OpenReview] 
Poster
None
Token-Efficient Change Detection in LLM APIs
Timothee Chauvin ⋅ Clément Lalanne ⋅ Erwan Le Merrer ⋅ Jean-Michel Loubes ⋅ Francois Taiani ⋅ Gilles Tredan
[ OpenReview] 
Poster
None
Transfer Learning in High-dimensional Ising Models
Joonho Kim ⋅ Seyoung Park
[ OpenReview] 
Poster
None
What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies
Fan Zhang ⋅ Shiming Fan ⋅ Hua Wang
[ OpenReview] 
Poster
None
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
Zhenyu Zhang ⋅ Shujian Zhang ⋅ John Lambert ⋅ Wenxuan Zhou ⋅ Zhangyang “Atlas” Wang ⋅ Mingqing Chen ⋅ Andrew Hard ⋅ Rajiv Mathews ⋅ Lun Wang
[ OpenReview] 
Poster
None
Richer Bayesian Last Layers with Subsampled NTK Features
Sergio Calvo Ordoñez ⋅ Jonathan Plenk ⋅ Richard Bergna ⋅ Alvaro Cartea ⋅ Yarin Gal ⋅ Jose Miguel Hernandez-Lobato ⋅ Kamil Ciosek
[ OpenReview] 
Poster
None
G$^2$TAM: Geometry Grounded Track Anything Model
Chenming Zhu ⋅ Peizhou Cao ⋅ Jingli Lin ⋅ Wenbo Hu ⋅ Yunlong Ran ⋅ Tai Wang ⋅ Jiangmiao Pang ⋅ Xihui Liu
[ OpenReview] 
Poster
None
Sinkhorn Treatment Effects
Medha Agarwal ⋅ Alex Luedtke
[ OpenReview] 
Poster
None
Learning Latent Action World Models In The Wild
Quentin Garrido ⋅ Tushar Nagarajan ⋅ Basile Terver ⋅ Nicolas Ballas ⋅ Yann LeCun ⋅ Michael Rabbat
[ OpenReview] 
Poster
None
Lightweight and Interpretable Transformer via Unrolling of Mixed Graph Algorithms for Traffic Forecast
Ji Qi ⋅ Mingxiao Liu ⋅ VIET THUC ⋅ Yuzhe Li ⋅ Zhuoshi Pan ⋅ Gene Cheung ⋅ Hong Zhao
[ OpenReview] 
Poster
None
Causal Identification from Counterfactual Data: Completeness and Bounding Results
Arvind Raghavan
[ OpenReview] 
Poster
None
TMS: Trajectory-Mixed Supervision for Reward-Free, On-Policy SFT
Rana Khan ⋅ Zijie Liu ⋅ Zhen Tan ⋅ Charles Fleming ⋅ Tianlong Chen
[ OpenReview] 
Poster
None
NorMuon: Making Muon more efficient and scalable
Zichong Li ⋅ Liming Liu ⋅ Chen Liang ⋅ Weizhu Chen ⋅ Tuo Zhao
[ OpenReview] 
Poster
None
ProEval: Proactive Failure Discovery and Efficient Performance Estimation for Generative AI Evaluation
Yizheng Huang ⋅ Wenjun Zeng ⋅ Aditi Kumaresan ⋅ Zi Wang
[ OpenReview] 
Poster
None
Re-FORC: Adaptive Reward Prediction for Efficient Chain-of-Thought Reasoning
Renos Zabounidis ⋅ Aditya Golatkar ⋅ Michael Kleinman ⋅ Alessandro Achille ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview] 
Poster
None
On Minimum Depth and Width of Floating-Point Neural Networks for Representing Floating-Point Functions
Sejun Park ⋅ Yeachan Park ⋅ Geonho Hwang
[ OpenReview] 
Poster
None
Securing Multimodal AI through Internal Information Decomposition
Jehyeok Yeon ⋅ Hyeonjeong Ha ⋅ Qiusi Zhan ⋅ Heng Ji
[ OpenReview] 
Poster
None
RiskZero: Plan More to Risk Less with a Learned Model
Yousef Yassin ⋅ Junfeng Wen
[ OpenReview] 
Poster
None
From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion
Liang Zhu ⋅ Haolin Chen ⋅ Lidong Zhao ⋅ Xian Wu
[ OpenReview] 
Poster
None
Expanding the AI Evaluation Toolbox with Statistical Models
Drew Keller ⋅ Kweku Kwegyir-Aggrey ⋅ Ryan Steed ⋅ Anita Rao ⋅ Julia Sharp ⋅ A. Bergman
[ OpenReview] 
Poster
None
Asymptotic Optimality of the High-Dimensional Gaussian Mechanism and Improved Low-Dimensional Mechanisms for Differential Privacy
Alexander Bienstock ⋅ Antigoni Polychroniadou ⋅ Yu Wei
[ OpenReview] 
Poster
None
INDUCTION: Finite-Structure Concept Synthesis in First-Order Logic
Serafim Batzoglou
[ OpenReview] 
Poster
None
Human-AI Collaborative Uncertainty Quantification
Sima Noorani ⋅ Shayan Kiyani ⋅ George Pappas ⋅ Hamed Hassani
[ OpenReview] 
Poster
None
ProtDBench: A Unified Benchmark of Protein Binder Design and Evaluation
Cong Liu ⋅ Milong Ren ⋅ Jiaqi Guan ⋅ Chengyue Gong ⋅ Jinyuan Sun ⋅ Xinshi Chen ⋅ Wenzhi Xiao
[ OpenReview] 
Poster
None
Alleviating Observation Bias via Causal-Invariant Meta-Learning for Unbalanced Incomplete Multi-view Clustering
Jiaqi Jin ⋅ Siwei Wang ⋅ Taichun Zhou ⋅ Dong Zhibin ⋅ Siqi Wang ⋅ Miaomiao Li ⋅ Xinwang Liu ⋅ En Zhu
[ OpenReview] 
Poster
None
A Bi-metric Framework for Efficient Nearest Neighbor Search
Haike Xu ⋅ Sandeep Silwal ⋅ Piotr Indyk
[ OpenReview] 
Poster
None
On the Convergence of Steepest Descent and Adaptive Gradient Methods under Non-Uniform Smoothness
Sharan Vaswani ⋅ Yifan Sun ⋅ Reza Babanezhad
[ OpenReview] 
Poster
None
Learning-Augmented Online Covering Problems
Afrouz Ameli ⋅ Laura Sanità ⋅ Moritz Venzin
[ OpenReview] 
Poster
None
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
Sacha Morin ⋅ Moonsub Byeon ⋅ Alexia Jolicoeur-Martineau ⋅ Sebastien Lachapelle
[ OpenReview] 
Poster
None
Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention Models
Chungpa Lee ⋅ Jy-yong Sohn ⋅ Kangwook Lee
[ OpenReview] 
Poster
None
Interpreting Physics in Video World Models
Sonia Joseph ⋅ Quentin Garrido ⋅ Randall Balestriero ⋅ Matthew Kowal ⋅ Thomas Fel ⋅ Shahab Bakhtiari ⋅ Blake Richards ⋅ Michael Rabbat
[ OpenReview] 
Poster
None
Symbal: Detecting Systematic Misalignments in Model-Generated Captions
Maya Varma ⋅ Jean-Benoit Delbrouck ⋅ Sophie Ostmeier ⋅ Akshay Chaudhari ⋅ Curtis Langlotz
[ OpenReview] 
Poster
None
Success-Conditioning as Policy Improvement: The Optimization Problem Solved by Imitating Success
Daniel Russo
[ OpenReview] 
Poster
None
Protein Fold Classification at Scale: Benchmarking and Pretraining
Dexiong Chen ⋅ Andrei Manolache ⋅ Mathias Niepert ⋅ Karsten Borgwardt
[ OpenReview] 
Poster
None
Set-Preserving Calibration from Conformal P-Values to E-Values
Nabil Alami ⋅ Jad Zakharia ⋅ Souhaib Ben Taieb
[ OpenReview] 
Poster
None
Learning Adaptive Perturbation-Conditioned Contexts for Robust Transcriptional Response Prediction
Yinhua Piao ⋅ Hyomin Kim ⋅ SEONGHWAN KIM ⋅ Yunhak Oh ⋅ Junhyeok Jeon ⋅ Sang-Yeon Hwang ⋅ Jaechang Lim ⋅ Woo Youn Kim ⋅ Chanyoung Park ⋅ Sungsoo Ahn
[ OpenReview] 
Poster
None
STAR-VAE: Structured Topology-Aware Regularization for Audio Reconstruction and Generation
Huadai Liu ⋅ Wen Wang ⋅ Kaicheng Luo ⋅ Qian Chen ⋅ Xiangang Li ⋅ Wei Xue
[ OpenReview] 
Poster
None
Breaking the Computational Barrier: Provably Efficient Actor–Critic for Low-Rank MDPs
Ruiquan Huang ⋅ Donghao Li ⋅ Yingbin LIANG ⋅ Jing Yang
[ OpenReview] 
Poster
None
Even Faster Kernel Matrix Linear Algebra via Density Estimation
Rikhav Shah ⋅ Sandeep Silwal ⋅ Haike Xu
[ OpenReview] 
Poster
None
Proximal-IMH: Proximal Posterior Proposals for Independent Metropolis–Hastings with Approximate Operators
Youguang Chen ⋅ George Biros
[ OpenReview] 
Poster
None
Learning Anisotropic Value Geometry with Finsler Reinforcement Learning
Jumman Hossain ⋅ Nirmalya Roy
[ OpenReview] 
Poster
None
Influence-Disentangled Federated Training: Learning Models That Are Easy to Unlearn
Canran Xiao ⋅ Qianyu Chen ⋅ Liwei Hou
[ OpenReview] 
Poster
None
RECTOR: Masked Region-Channel-Temporal Modeling for Affective and Cognitive Representation Learning
Jinhan Liu ⋅ Mahsa Shoaran
[ OpenReview] 
Poster
None
Taming I2V models for Image HOI Editing: A Cognitive Benchmark and Agentic Self-Correcting Framework
Jiayi Gao ⋅ Qingchao Chen ⋅ Yuxin Peng ⋅ Yang Liu
[ OpenReview] 
Poster
None
SurrogateSHAP: Training-Free Contributor Attribution for Text-to-Image (T2I) Models
MingYu Lu ⋅ Soham Gadgil ⋅ Chris Lin ⋅ Chanwoo Kim ⋅ Su-In Lee
[ OpenReview] 
Poster
None
BLIPs: Bayesian Learned Interatomic Potentials
Dario Coscia ⋅ Pim de Haan ⋅ Max Welling
[ OpenReview] 
Poster
None
PlotCraft: Pushing the Limits of LLMs for Complex and Interactive Data Visualization
Jiajun Zhang ⋅ Jianke Zhang ⋅ Zeyu Cui ⋅ Jiaxi Yang ⋅ Lei Zhang ⋅ Zilei Wang ⋅ Qiang Liu ⋅ Liang Wang ⋅ Binyuan Hui ⋅ Junyang Lin
[ OpenReview] 
Poster
None
MaxSAT-Based Compression for Tsetlin Machines
Stefan Szeider
[ OpenReview] 
Poster
None
Continuous Variable Hamiltonian Learning at Heisenberg Limit via Displacement-Random Unitary Transformation
Xi Huang ⋅ Lixing Zhang ⋅ Di Luo
[ OpenReview] 
Poster
None
Dynamic Linear Attention
Xin Wang ⋅ Hui Shen ⋅ Boyuan Zheng ⋅ Xueshen Liu ⋅ Minkyoung Cho ⋅ Zhongwei Wan ⋅ Zesen Zhao ⋅ Zhuoqing Morley Mao ⋅ Mi Zhang ⋅ Shen Yan
[ OpenReview] 
Poster
None
Ensembling Sparse Autoencoders
Soham Gadgil ⋅ Chris Lin ⋅ Su-In Lee
[ OpenReview] 
Poster
None
PGS: Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback
Lehan He ⋅ Zeren Chen ⋅ Zhe Zhang ⋅ Xiang Gao ⋅ Lu Sheng
[ OpenReview] 
Poster
None
Streaming Sliced Optimal Transport
Khai Nguyen
[ OpenReview] 
Poster
None
How do LLMs Compute Verbal Confidence?
Dharshan Kumaran ⋅ Arthur Conmy ⋅ Federico Barbero ⋅ Simon Osindero ⋅ Viorica Patraucean ⋅ Petar Veličković
[ OpenReview] 
Poster
None
ANCHOR: Automated Alignment Auditing for CLI Agents on Real-World Harm
Kefan Song ⋅ Yanjun Qi
[ OpenReview] 
Poster
None
SymSpectra: Symmetric Information Bottleneck Framework for Molecular Structure Recognition under Imbalanced Settings
Xiaohan Qin ⋅ Wenjie Du ⋅ Yang Wang
[ OpenReview] 
Poster
None
MiniX: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
Yuanrui Wang ⋅ Xingxuan Zhang ⋅ Han Yu ⋅ Mingchao Hao ⋅ Gang Ren ⋅ hao yuan ⋅ Li Mao ⋅ Yunjia Zhang ⋅ Chun Yuan ⋅ Peng Cui
[ OpenReview] 
Poster
None
PRISM: Perception Reasoning Interleaved for Sequential Decision Making.
Mohamed AISSI ⋅ Clémence ⋅ Clément Romac ⋅ Laure Soulier ⋅ Mohamed Chetouani ⋅ Olivier Sigaud ⋅ Nicolas THOME
[ OpenReview] 
Poster
None
Unitary Convolutions for Message-passing and Positional Encodings on Directed Graphs
Lukas Fesser ⋅ Bobak Kiani ⋅ Melanie Weber
[ OpenReview] 
Poster
None
SAQNN: Spectral Adaptive Quantum Neural Network as a Universal Approximator
Jialiang Tang ⋅ Jialin Zhang ⋅ Xiaoming Sun
[ OpenReview] 
Poster
None
RN-D: Discretized Categorical Actors with Regularized Networks for On-Policy Reinforcement Learning
Yuexin Bian ⋅ Jie Feng ⋅ Tao Wang ⋅ Yijiang Li ⋅ Sicun Gao ⋅ Yuanyuan Shi
[ OpenReview] 
Poster
None
Spectral Flow Matching: Stabilizing Stochastic GFlowNets via Frequency-Domain Regularization
Nadhir Hassen ⋅ Johan Verjans
[ OpenReview] 
Poster
None
Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio
Georgios Milis ⋅ Yubin Qin ⋅ Yihan Wu ⋅ Heng Huang
[ OpenReview] 
Poster
None
Curriculum-Guided Layer Scaling for Language Model Pretraining
Karanpartap Singh ⋅ Neil Band ⋅ Ehsan Adeli
[ OpenReview] 
Poster
None
Detecting Perspective Shifts in Multi-Agent Systems
Eric Bridgeford ⋅ Hayden Helm
[ OpenReview] 
Poster
None
Robust and Consistent Ski Rental with Distributional Advice
Jihwan Kim ⋅ Chenglin Fan
[ OpenReview] 
Poster
None
BEAT: Tokenizing and Generating Symbolic Music by Uniform Temporal Steps
Lekai Qian ⋅ Haoyu Gu ⋅ Jingwei Zhao ⋅ Ziyu Wang
[ OpenReview] 
Poster
None
Geometry-Preserving Orthonormal Initialization for Low-Rank Adaptation in Reinforcement Learning
Ruijia Zhang ⋅ Jiacheng Zhu ⋅ Hanqing Zhu ⋅ Laixi Shi
[ OpenReview] 
Poster
None
Multi-Agent Teams Hold Experts Back
Aneesh Pappu ⋅ Batu El ⋅ Hancheng Cao ⋅ Carmelo di Nolfo ⋅ Yanchao Sun ⋅ Meng Cao ⋅ James Zou
[ OpenReview] 
Poster
None
Online Packet Scheduling with Deadlines and Learning
Gianmarco Genalti ⋅ Achraf Azize ⋅ Vianney Perchet
[ OpenReview] 
Poster
None
Consistent Diffusion Language Models
Hasan Amin ⋅ Yuan Gao ⋅ Yaser Souri ⋅ Subhojit Som ⋅ Ming Yin ⋅ Rajiv Khanna ⋅ Xia Song
[ OpenReview] 
Poster
None
X-EviProbe: Post-hoc Parameter-free Evidential Uncertainty Quantification for Frozen Graph Neural Networks
Chenghua Guo ⋅ Sihong Xie ⋅ Xi Zhang
[ OpenReview] 
Poster
None
Sponge Tool Attack: Stealthy Denial-of-Efficiency against Tool-Augmented Agentic Reasoning
Qi Li ⋅ Xinchao Wang
[ OpenReview] 
Poster
None
Can Adaptive Gradient Methods Converge under Heavy-Tailed Noise? A Case Study of AdaGrad
Zijian Liu
[ OpenReview] 
Poster
None
Overclocking Electrostatic Generative Models
Daniil Shlenskii ⋅ Aleksandr Korotin
[ OpenReview] 
Poster
None
Bring My Cup! Personalizing Vision-Language-Action Models with Visual Attentive Prompting
Sangoh Lee ⋅ Sangwoo Mo ⋅ Wook-Shin Han
[ OpenReview] 
Poster
None
MoLoRA: Composable Specialization via Per-Token Adapter Routing
Shrey Shah ⋅ Justin Wagle
[ OpenReview] 
Poster
None
Evaluating Language Models in Realistic Conversational Contexts
Ilija Subasic ⋅ Andrew Rabinovich ⋅ Zhao Chen
[ OpenReview] 
Poster
None
CoCoEdit: Content-Consistent Image Editing via Region Regularized Reinforcement Learning
Yuhui WU ⋅ Chenxi Xie ⋅ Ruibin Li ⋅ Liyi Chen ⋅ Qiaosi Yi ⋅ Lei Zhang
[ OpenReview] 
Poster
None
Transformers Efficiently Perform In-Context Logistic Regression via Normalized Gradient Descent
Chenyang Zhang ⋅ Yuan Cao
[ OpenReview] 
Poster
None
CCLRec: Consensus-driven Contrastive Learning for LLM-enhanced Graph Recommendation
Ting Guo ⋅ Dongyu Pei ⋅ Litiao Qiu ⋅ Xiaoying Liao ⋅ KE LIANG ⋅ Peng Song ⋅ Pinle Qin
[ OpenReview] 
Poster
None
Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning
Chaofan Ma ⋅ Zhenjie Mao ⋅ Yuhuan Yang ⋅ Fanqin Zeng ⋅ Yue Shi ⋅ Yingjie Zhou ⋅ Xiaofeng Cao ⋅ Jiangchao Yao
[ OpenReview] 
Poster
None
Scaling Inference-Time Computation via Opponent Simulation: Enabling Online Strategic Adaptation in Repeated Negotiation
Xiangyu Liu ⋅ Di Wang ⋅ Zhe Feng ⋅ Aranyak Mehta
[ OpenReview] 
Poster
None
Empirical Gaussian Processes
Jihao Andreas Lin ⋅ Sebastian Ament ⋅ Louis Tiao ⋅ David Eriksson ⋅ Maximilian Balandat ⋅ Eytan Bakshy
[ OpenReview] 
Poster
None
RL4RLA: Teaching ML to Discover Randomized Linear Algebra Algorithms through Curriculum Design and Graph-based Search
Jinglong Xiong ⋅ Xiaotian Liu ⋅ Ruoxin Wang ⋅ Zihang Liu ⋅ Yefan Zhou ⋅ Yujun Yan ⋅ Yaoqing Yang
[ OpenReview] 
Poster
None
PolicyGuard: Towards Test-time and Step-level Backdoor Defense for Reinforcement Learning Agent
Junfeng Guo ⋅ Heng Huang
[ OpenReview] 
Poster
None
FUSE: Quantifying Uncertainty in Multimodal LLMs by Bayesian Fusing Epistemic and Aleatoric Uncertainty
Harry Zhang ⋅ Luca Carlone
[ OpenReview] 
Poster
None
Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
Xiangdong Wu ⋅ Rongye Shi ⋅ Ziyu Wei ⋅ Bingrun Chen ⋅ Zhenbo Song ⋅ wenjun wu
[ OpenReview] 
Poster
None
Robust Parallel Diffusion Sampling via Dynamic Jacobian Bandwidth
Zile Huang ⋅ Ser-Nam Lim
[ OpenReview] 
Poster
None
FOVI: A biologically-inspired foveated interface for deep vision models
Nicholas Blauch ⋅ George Alvarez ⋅ Talia Konkle
[ OpenReview] 
Poster
None
MINT: Minimal Information Neuro-Symbolic Tree for Objective-Driven Knowledge-Gap Reasoning and Active Elicitation
Zeyu Fang ⋅ Mahdi Imani ⋅ Tian Lan
[ OpenReview] 
Poster
None
When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning
Zhengqi Pei ⋅ Qingming Huang ⋅ Shuhui Wang
[ OpenReview] 
Poster
None
LORD-GoF: A Robust Online Detection Approach for LLM Watermarks in Sparse and Mixed Streams
Jiade Xu ⋅ Zhouping Li
[ OpenReview] 
Poster
None
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful
Iván Arcuschin ⋅ Jett Janiak ⋅ Robert Krzyzanowski ⋅ Senthooran Rajamanoharan ⋅ Neel Nanda ⋅ Arthur Conmy
[ OpenReview] 
Poster
None
Deriving Neural Scaling Laws from the Statistics of Natural Language
Francesco Cagnetta ⋅ Allan Raventos ⋅ Surya Ganguli ⋅ Matthieu Wyart
[ OpenReview] 
Poster
None
Causal-JEPA: Learning World Models through Object-Level Latent Interventions
Heejeong Nam ⋅ Quentin Le Lidec ⋅ Lucas Maes ⋅ Yann LeCun ⋅ Randall Balestriero
[ OpenReview] 
Poster
None
Cooperative variance estimation and Bayesian neural networks disentangle aleatoric and epistemic uncertainties
Jiaxiang Yi ⋅ Miguel Bessa
[ OpenReview] 
Poster
None
Quantized Maximum Likelihood Estimation under Normal Mean-Variance Mixture Model
Chenyu Gao ⋅ Zhexian Yang ⋅ Ziping Zhao
[ OpenReview] 
Poster
None
Dependence-Aware Label Aggregation for LLM-as-a-Judge via Ising Models
Krishna Balasubramanian ⋅ Aleksandr Podkopaev ⋅ Shiva Kasiviswanathan
[ OpenReview] 
Poster
None
SEAgent: Self-Evolving Computer Use Agent with Autonomous Learning from Experience
ZEYI SUN ⋅ Ziyu Liu ⋅ Yuhang Zang ⋅ Yuhang Cao ⋅ Xiaoyi Dong ⋅ Tong Wu ⋅ Dahua Lin ⋅ Jiaqi Wang
[ OpenReview] 
Poster
None
UniSparse: Combining Weight Pruning and Spike Sparsification in Spiking Neural Networks
Xinyu Shi ⋅ Tong Bu ⋅ Zhaofei Yu
[ OpenReview] 
Poster
None
Optimal Unconstrained Self-Distillation in Ridge Regression: Strict Improvements, Precise Asymptotics, and One-Shot Tuning
Hien Dang ⋅ Pratik Patil ⋅ Alessandro Rinaldo
[ OpenReview] 
Poster
None
Covariance estimation using Markov chain Monte Carlo
Yunbum Kook ⋅ Shunshi Zhang
[ OpenReview] 
Poster
None
Do-Prompt: Causal Interventions Meet Variational Prompt Bottlenecks
Xueting Chen ⋅ Jun-Jie Huang ⋅ Yan Yan ⋅ Long Lan ⋅ Yuhua Tang ⋅ Wenjing Yang
[ OpenReview] 
Poster
None
Trajectory-Level Data Augmentation for Offline Reinforcement Learning
Tobias Schmähling ⋅ Matthias Burkhardt ⋅ Tobias Windisch
[ OpenReview] 
Poster
None
Query-efficient model evaluation using cached responses
Hayden Helm ⋅ Ben Johnson ⋅ Carey Priebe
[ OpenReview] 
Poster
None
PPDL: LLM-Based Flows as Probabilistic Programs
Louis Mandel ⋅ Guillaume Baudart ⋅ Mandana Vaziri ⋅ Martin Hirzel
[ OpenReview] 
Poster
None
Very Efficient Listwise Multimodal Reranking for Long Documents
Yiqun Sun ⋅ Pengfei Wei ⋅ Lawrence Hsieh
[ OpenReview] 
Poster
None
Removing Sandbagging in LLMs by Training with Weak Supervision
Emil Ryd ⋅ Henning Bartsch ⋅ Julian Stastny ⋅ Joe Benton ⋅ Vivek Hebbar
[ OpenReview] 
Poster
None
Convergence of Two-Timescale Stochastic Approximation with Markovian Samples and Applications in Reinforcement Learning
Vagul Mahadevan ⋅ Claire Chen ⋅ Shuze Liu ⋅ Shangtong Zhang
[ OpenReview] 
Poster
None
Reasoning Models Are Test Exploiters: Rethinking Multiple Choice
Narun Raman ⋅ Taylor Lundy ⋅ Kevin Leyton-Brown
[ OpenReview] 
Poster
None
Hamiltonian Asymmetric Fusion: One-Way Safe Directed Refinement under Modality Imbalance
Bingbing Chen ⋅ Congcong Liu ⋅ Dong Liang ⋅ Zhuo-Xu Cui
[ OpenReview] 
Poster
None
Temporal Straightening for Latent Planning
Ying Wang ⋅ Oumayma Bounou ⋅ Gaoyue Zhou ⋅ Randall Balestriero ⋅ Tim G. J. Rudner ⋅ Yann LeCun ⋅ Mengye Ren
[ OpenReview] 
Poster
None
Learn to change the world: Multi-level reinforcement learning with model-changing actions
Ziqing Lu ⋅ Babak Hassibi ⋅ Lifeng Lai ⋅ Weiyu Xu
[ OpenReview] 
Poster
None
Predicting the Emergence of Induction Heads in Language Model Pretraining
Tatsuya Aoyama ⋅ Ethan Wilcox ⋅ Nathan Schneider
[ OpenReview] 
Poster
None
On Contraction of Sequential and Offset Rademacher Complexities
Adam Block ⋅ Alexander Rakhlin ⋅ Mark Sellke
[ OpenReview] 
Poster
None
The Viscosity of Logic: Phase Transitions and Hysteresis in DPO Alignment
Marco Pollanen
[ OpenReview] 
Poster
None
Beyond Scalar Rewards: Learning from Text Feedback in LLM Post-Training
Yuda Song ⋅ Lili Chen ⋅ Fahim Tajwar ⋅ REMI MUNOS ⋅ Deepak Pathak ⋅ J. Bagnell ⋅ Aarti Singh ⋅ Andrea Zanette
[ OpenReview] 
Poster
None
FOCUS & RePAIR: Mitigating Text Degeneration via Token-Level Guidance For Pruned Large Language Models
Junyoung Lee ⋅ Sehyeon Park ⋅ Shinhyoung Jang ⋅ Seonha Ryu ⋅ Hojeong Kim ⋅ Hyunsei Lee ⋅ Il Suh ⋅ Yeseong Kim
[ OpenReview] 
Poster
None
Multipole Semantic Attention: A Fast Approximation of Softmax Attention for Pretraining
Rupert Mitchell ⋅ Kristian Kersting
[ OpenReview] 
Poster
None
Learning to Correct: Reinforcement Learning for Multi-Attempt Chain-of-Thought
Muhammed Emrullah Ildiz ⋅ Halil Alperen Gozeten ⋅ Ege Onur Taga ⋅ Samet Oymak
[ OpenReview] 
Poster
None
POLCA: Stochastic Generative Optimization with LLM
Xuanfei Ren ⋅ Allen Nie ⋅ Tengyang Xie ⋅ Ching-An Cheng
[ OpenReview] 
Poster
None
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
Wenxuan Huang ⋅ Yu Zeng ⋅ Qiuchen Wang ⋅ Zhen Fang ⋅ Shaosheng Cao ⋅ Zheng Chu ⋅ Qingyu Yin ⋅ Shuang Chen ⋅ Zhenfei Yin ⋅ Lin Chen ⋅ Zehui Chen ⋅ Yao Hu ⋅ Phil Torr ⋅ Feng Zhao ⋅ Wanli Ouyang
[ OpenReview] 
Poster
None
Base Models Know How to Reason, Thinking Models Learn When
Constantin Venhoff ⋅ Iván Arcuschin ⋅ Phil Torr ⋅ Arthur Conmy ⋅ Neel Nanda
[ OpenReview] 
Poster
None
Markovian Projection of Star-Shaped Diffusion for Exponential Family Distributions
François Bertholom ⋅ Khalid Oublal
[ OpenReview] 
Poster
None
TriAttention: Efficient Long Reasoning with Trigonometric KV Compression
Weian Mao ⋅ Xi Lin ⋅ Wei Huang ⋅ Yuxin Xie ⋅ Tianfu Fu ⋅ Bohan Zhuang ⋅ Song Han ⋅ Yukang Chen
[ OpenReview] 
Poster
None
Masked Multi-path Contrast with Confidence-Gated Semantic Imputation for Incomplete Multi-view Clustering
Fan Yang ⋅ Haikun Xu
[ OpenReview] 
Poster
None
Towards Foundation Models for Zero-Shot Time Series Anomaly Detection: Leveraging Synthetic Data and Relative Context Discrepancy
Tian Lan ⋅ Hao Le ⋅ Jinbo Li ⋅ Wenjun He ⋅ Meng Wang ⋅ Chenghao Liu ⋅ Chen Zhang
[ OpenReview] 
Poster
None
Beyond Correctness: Distance-Based Social Dynamics of Multi-Agent Debate
Seungwoong Ha ⋅ Melanie Mitchell
[ OpenReview] 
Poster
None
AdLift: Lifting Adversarial Perturbations to Safeguard 3D Gaussian Splatting Assets Against Instruction-Driven Editing
Ziming Hong ⋅ Tianyu Huang ⋅ Runnan Chen ⋅ Shanshan Ye ⋅ Mingming Gong ⋅ Bo Han ⋅ Tongliang Liu
[ Poster]  [ OpenReview] 
Poster
None
MAnchors: Memorization-Based Acceleration of Anchors via Rule Reuse and Transformation
Haonan Yu ⋅ Junhao Liu ⋅ Xin Zhang
[ OpenReview] 
Poster
None
Locally Coherent Parallel Decoding in Diffusion Language Models
Michael Hersche ⋅ Nicolas Menet ⋅ Ronan Tanios ⋅ Abbas Rahimi
[ OpenReview] 
Poster
None
Uncovering Grounding IDs: How External Cues Shape Multi-Modal Binding
Amirmohammad Izadi ⋅ Hosein Hasani ⋅ Fatemeh Askari ⋅ Mobin Bagherian ⋅ Sadegh Mohammadian ⋅ Mohammad Izadi ⋅ Mahdieh Baghshah
[ OpenReview] 
Poster
None
Dynamics Reveals Structure: Challenging the Linear Propagation Assumption
Hoyeon Chang ⋅ Bálint Mucsányi ⋅ Seong Joon Oh
[ OpenReview] 
Poster
None
Generative Augmented Inference
Cheng Lu ⋅ Mengxin Wang ⋅ Dennis Zhang ⋅ Heng Zhang
[ OpenReview] 
Poster
None
Steering at the Source: Style Modulation Heads for Robust Persona Control
Yoshihiro Izawa ⋅ Gouki Minegishi ⋅ Koshi Eguchi ⋅ Sosuke Hosokawa ⋅ Kenjiro Taura
[ OpenReview] 
Poster
None
Fractional is Better: Learnable Derivative Orders in Neural Operator Learning
Fares Mehouachi ⋅ Saif Jabari
[ OpenReview] 
Poster
None
Necessary Conditions for Compositional Generalization of Embedding Models
Arnas Uselis ⋅ Andrea Dittadi ⋅ Seong Joon Oh
[ OpenReview] 
Poster
None
OBJVanish: Prompt-Driven Generation of Physically Realizable 3D LiDAR-Invisible Objects
Bing Li ⋅ Wuqi Wang ⋅ Yanan Zhang ⋅ Jingzheng Li ⋅ Haigen Min ⋅ Wei Feng ⋅ Xingyu Zhao ⋅ Jie Zhang ⋅ Qing Guo
[ OpenReview] 
Poster
None
Momentum Further Constrains Sharpness at the Edge of Stochastic Stability
Arseniy Andreyev ⋅ Advikar Ananthkumar ⋅ Marc Walden ⋅ Tomaso A Poggio ⋅ Pierfrancesco Beneventano
[ OpenReview] 
Poster
None
Non-Monotonic Autoregressive Sequence Model
Tianyi MA ⋅ Yiyue Qian ⋅ Yiyang Li ⋅ Zehong Wang ⋅ Yifan Ding ⋅ Zheyuan Zhang ⋅ Yan Liang ⋅ Chuxu Zhang ⋅ Yanfang Ye
[ OpenReview] 
Poster
None
Generative Visual Code Mobile World Models
Woosung (Reiss) Koh ⋅ Sungjun Han ⋅ Segyu Lee ⋅ Se-Young Yun ⋅ Jamin Shin
[ OpenReview] 
Poster
None
Structure-Aware Consistency Priors for Shape from Polarization in Complex Media
Kaimin Yu ⋅ Puyun Wang ⋅ Huayang He ⋅ Xianyu Wu
[ OpenReview] 
Poster
None
Physics-Informed Residual Flows
Jephte Abijuru ⋅ Mayank Kumar Nagda ⋅ Phil Sidney Ostheimer ⋅ Sebastian Vollmer ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview] 
Poster
None
One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception
Yang Li ⋅ Weize Li ⋅ Quan Yuan ⋅ Guiyang Luo ⋅ Shao Congzhang ⋅ Yunqi Ba ⋅ Xuanhan Zhu ⋅ Xinyuan Ding ⋅ Xiaoyuan Fu ⋅ Jinglin Li
[ OpenReview] 
Poster
None
On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs
Rosie Zhao ⋅ Anshul Shah ⋅ Xiaoyu Zhu ⋅ Xinke Deng ⋅ Zhongyu Jiang ⋅ Yang Yang ⋅ Joerg Liebelt ⋅ Arnab Kumar Mondal
[ OpenReview] 
Poster
None
A General Framework for Fair and Robust Regression
WENHAI CUI ⋅ Xiaoting Ji ⋅ Wen Su ⋅ Xingqiu Zhao
[ OpenReview] 
Poster
None
HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
Himanshu Dutta ⋅ Lokesh Nagalapatti ⋅ Yashoteja Prabhu
[ OpenReview] 
Poster
None
DeltaEvolve: Accelerating Scientific Discovery through Momentum-Driven Evolution
Jiachen Jiang ⋅ Tianyu Ding ⋅ Zhihui Zhu
[ OpenReview] 
Poster
None
EvoGM: Learning to Merge LLMs via Evolutionary Generative Optimization
Tao Jiang ⋅ Xinmeng Yu ⋅ Chenhao Yi ⋅ Yiling Wu ⋅ Yan Li ⋅ Ran Cheng ⋅ Dongmei Jiang ⋅ Jianguo Zhang
[ OpenReview] 
Poster
None
Evaluating the Representation Space of Diffusion Models via Self-Supervised Principles
Xiao Li ⋅ Yixuan Jia ⋅ Zekai Zhang ⋅ Xiang Li ⋅ Lianghe Shi ⋅ Jinxin Zhou ⋅ Zhihui Zhu ⋅ Liyue Shen ⋅ Qing Qu
[ OpenReview] 
Poster
None
DRL-STAF: A DRL Framework for State-aware Forecasting of Complex Multivariate Hidden Markov Process
Manrui Jiang ⋅ Jingru Huang ⋅ Yong Chen ⋅ Chen Zhang
[ Poster]  [ OpenReview] 
Poster
None
On the Separability of Information in Diffusion Models
Akhil Premkumar
[ OpenReview] 
Poster
None
Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective
Puwei Lian ⋅ Yujun Cai ⋅ Songze Li ⋅ Bingkun BAO
[ OpenReview] 
Poster
None
API: Adaptive Prototype Imputation for Incomplete Multimodal Sentiment Analysis
Xiaotao Wang ⋅ Yiyang Fang ⋅ Wenke Huang ⋅ Bin Yang ⋅ Guancheng Wan ⋅ Mang Ye
[ OpenReview] 
Poster
None
Bulk-Calibrated Credal Ambiguity Sets: Fast, Tractable Decision Making under Out-of-Sample Contamination
Mengqi Chen ⋅ Thomas Berrett ⋅ Theodoros Damoulas ⋅ Michele Caprio
[ Poster]  [ OpenReview] 
Poster
None
Learning in Bayesian Stackelberg Games With Unknown Follower's Types
Matteo Bollini ⋅ Francesco Bacchiocchi ⋅ Samuel Coutts ⋅ Matteo Castiglioni ⋅ Alberto Marchesi
[ OpenReview] 
Poster
None
Interactive Person Retrieval via Multi-Turn Multimodal Conversation
Yang Bai ⋅ Tingfeng Wang ⋅ Bin Yang ⋅ Min Cao ⋅ Jinqiao Wang ⋅ Mang Ye
[ OpenReview] 
Poster
None
Online Contract Design With Unknown Technology
Matteo Bollini ⋅ Matteo Castiglioni ⋅ Alberto Marchesi
[ OpenReview] 
Poster
None
Rethinking Federated Prompt Learning for Medical Images: From Textual Tuning to Visual Manifold Anchoring
Yipan Wei ⋅ Wenke Huang ⋅ Yapeng Li ⋅ He Li ⋅ Qixin Zhang ⋅ Mang Ye ⋅ Bo Du
[ OpenReview] 
Poster
None
Divergence Decoding: Targeted Unlearning via Auxiliary Models
Humzah Merchant ⋅ Bradford Levy
[ OpenReview] 
Poster
None
The Geometry of Reasoning: Self-Evaluation via Layerwise Trajectory Evolution
Jinhe Bi ⋅ Danqi Yan ⋅ Yifan Wang ⋅ Wenke Huang ⋅ Haokun Chen ⋅ Guancheng Wan ⋅ Mang Ye ⋅ Xun Xiao ⋅ Hinrich Schuetze ⋅ Volker Tresp ⋅ Yunpu Ma
[ OpenReview] 
Poster
None
Phase-Type Variational Autoencoders for Heavy-Tailed Data
Abdelhakim Ziani ⋅ Andras Horvath ⋅ Paolo Ballarini
[ OpenReview] 
Poster
None
FedPissa: Towards Federated Personalized Adaptation of Foundation Models via LoRA Subspace Mapping
Wenwen He ⋅ Wenke Huang ⋅ Yi Liu ⋅ Jian Liang ⋅ Xirui Li ⋅ Guansong Pang ⋅ Mang Ye
[ OpenReview] 
Poster
None
Online Robust Reinforcement Learning with General Function Approximation
Debamita Ghosh ⋅ George Atia ⋅ Yue Wang
[ OpenReview] 
Poster
None
Distributionally Robust Markov Games with Average Reward
Zachary Roch ⋅ Yue Wang
[ OpenReview] 
Poster
None
GIPO: Gaussian Importance Sampling Policy Optimization
Chengxuan Lu ⋅ Zhenquan Zhang ⋅ Shukuan Wang ⋅ Qunzhi Lin ⋅ Baigui Sun ⋅ Yang Liu
[ OpenReview] 
Poster
None
GameVerse: Can Vision-Language Models Learn from Video-based Reflection?
Kuan Zhang ⋅ Dongchen Liu ⋅ Qiyue Zhao ⋅ Jinkun Hou ⋅ Xinran Zhang ⋅ Qinlei Xie ⋅ Miao Liu ⋅ Yiming Li
[ OpenReview] 
Poster
None
Sparse Relaxed-Lasso Steering: Automatic Sparse-Autoencoder Feature Selection for Precise Image Editing
Zongxin Liu ⋅ Xiaoyong Xue ⋅ Sun Weidi ⋅ Shengchao Qin ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
Adversarial Reinforcement Learning for Robust Diffusion Large Language Model Unlearning
Zhiwei Zhang ⋅ Yudi Lin ⋅ Linlin Wu ⋅ Fali Wang ⋅ Yi Xin ⋅ Xiaomin Li ⋅ Minhua Lin ⋅ Xianfeng Tang ⋅ Qi He ⋅ Suhang Wang
[ OpenReview] 
Poster
None
DITRON: Distributed Multi-level Tiling Compiler for Parallel Tensor Programs
Size Zheng ⋅ Xuegui Zheng ⋅ Hanshi Sun ⋅ Qi Hou ⋅ Wenlei Bao ⋅ Shiyu Li ⋅ Haojie Duanmu ⋅ Jin Fang ⋅ Chenli Xue ⋅ Chenhui Huang ⋅ Yuanqiang Liu ⋅ Renze Chen ⋅ Ningxin Zheng ⋅ Dongyang Wang ⋅ Li-Wen Chang ⋅ Liqiang Lu ⋅ Yun Liang ⋅ Jidong Zhai ⋅ Xin Liu
[ OpenReview] 
Poster
None
Distilling Neuro-Symbolic Programs into 3D Multi-modal LLMs
Wentao Mo ⋅ Yang Liu
[ OpenReview] 
Poster
None
Hyperparameter Transfer Laws for Non-Recurrent Multi-Path Neural Networks
Haosong Zhang ⋅ Shenxi Wu ⋅ Xingjian Ma ⋅ Shirui Bian ⋅ Yichi Zhang ⋅ Xi Chen ⋅ Wei Lin
[ OpenReview] 
Poster
None
Continuous Viewpoint Adaptation for Single View 3D Object Reconstruction
Seunghyun Hwang ⋅ Qiang Qiu
[ OpenReview] 
Poster
None
When Benign Inputs Lead to Severe Harms: Eliciting Unsafe Unintended Behaviors of Computer-Use Agents
Jaylen Jones ⋅ Zhehao Zhang ⋅ Yuting Ning ⋅ Eric Fosler-Lussier ⋅ Pierre-Luc St-Charles ⋅ Yoshua Bengio ⋅ Dawn Song ⋅ Yu Su ⋅ Huan Sun
[ OpenReview] 
Poster
None
On the existence of consistent adversarial attacks in high-dimensional linear classification
Matteo Vilucchio ⋅ Lenka Zdeborova ⋅ Bruno Loureiro
[ OpenReview] 
Poster
None
Self-Evolving LLM Agents under Offline Data Support
Yudi Zhang ⋅ Meng Fang ⋅ Zhenfang Chen ⋅ Mykola Pechenizkiy
[ OpenReview] 
Poster
None
ICR-RL: Deep Reinforcement Learning via In-Context-Regression
David Schiff ⋅ Ofir Lindenbaum ⋅ Yonathan Efroni
[ OpenReview] 
Poster
None
Parsimonious Learning-Augmented Online Metric Matching
Yongho Shin ⋅ Phanu Vajanopath
[ OpenReview] 
Poster
None
Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
Lunjie Zhu ⋅ Yushi Huang ⋅ Xingtong Ge ⋅ Yufei Xue ⋅ Zhening Liu ⋅ Yumeng Zhang ⋅ Zehong Lin ⋅ Jun Zhang
[ OpenReview] 
Poster
None
Scaling Vision Transformers for Functional MRI with Flat Maps
Connor Lane ⋅ Ratna Grandhi ⋅ Leema Krishna Murali ⋅ Mihir Tripathy ⋅ Shamus Zi Yang Sim ⋅ Will Beddow ⋅ Gianfranco Cortes ⋅ Suin Cho ⋅ Debojyoti Das ⋅ Sam Gijsen ⋅ Manish Ram ⋅ Utkarsh Singh ⋅ Cesar Kadir Torrico Villanueva ⋅ YUXIANG WEI ⋅ Daniel Kaplan ⋅ Benjamin Warner ⋅ Tanishq Abraham ⋅ Paul Scotti
[ OpenReview] 
Poster
None
Taking the GP Out of the Loop
David Sweet ⋅ Siddhant Jadhav ⋅ Mehul Bafna
[ OpenReview] 
Poster
None
Optimal Pricing for Data-Augmented AutoML Marketplaces
Steven Xia ⋅ Minbiao Han ⋅ Jonathan Li ⋅ Raul Castro Fernandez ⋅ Haifeng Xu ⋅ sainyam galhotra
[ OpenReview] 
Poster
None
DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants
Martin Andrae ⋅ Erik Larsson ⋅ So Takao ⋅ Tomas Landelius ⋅ Fredrik Lindsten
[ OpenReview] 
Poster
None
Denoising without Diffusion: Fixed-Noise Denoiser Anomaly Detection in Tabular Data
Manuel Hirth ⋅ Lukas Koberg ⋅ Nasser Jazdi ⋅ Enkelejda Kasneci
[ OpenReview] 
Poster
None
Identifying dependent components from multi-domain linear mixtures
Danru Xu ⋅ Lauri Parkkonen ⋅ Sara Magliacane ⋅ Aapo Hyvarinen
[ OpenReview] 
Poster
None
Beyond Rewards in RL for Cyber Defence
Elizabeth Bates ⋅ Chris Hicks ⋅ Vasilios Mavroudis
[ OpenReview] 
Poster
None
Robust Learning via Nested Distributionally Robust Optimization
Jinyi Huang ⋅ Jinlong Lei ⋅ Guodong Shi
[ OpenReview] 
Poster
None
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
Zhongju Yuan ⋅ Geraint Wiggins ⋅ Dick Botteldooren
[ OpenReview] 
Poster
None
Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning
Hao Zhou ⋅ Simon Lee ⋅ Cyrus Tanade ⋅ Keum San Chun ⋅ Juhyeon Lee ⋅ Migyeong Gwak ⋅ Megha Thukral ⋅ Justin Sung ⋅ Eugene Hwang ⋅ Mehrab Bin Morshed ⋅ Li Zhu ⋅ Viswam Nathan ⋅ Mahbubur Rahman ⋅ Subramaniam Venkatraman ⋅ Sharanya Desai
[ OpenReview] 
Poster
None
A Benchmark and Framework for Evaluating Next Action Predictions in Spreadsheets
Tejas Agrawal ⋅ Vu Le ⋅ Sumit Gulwani ⋅ Gust Verbruggen
[ OpenReview] 
Poster
None
Computationally-efficient Graph Modeling with Refined Graph Random Features
Krzysztof Choromanski ⋅ Kumar Avinava Dubey ⋅ Arijit Sehanobish ⋅ Isaac Reid
[ OpenReview] 
Poster
None
BEST: Benchmarking Efficiency in Space and Time for LLM-Generated Code
Aocheng Shen ⋅ Boyu Zhang ⋅ Jiaze Li ⋅ Ruixuan Ma ⋅ Qiankun Zhang ⋅ Wang ⋅ Bin Yuan ⋅ Shenghao Liu ⋅ Xianjun Deng
[ OpenReview] 
Poster
None
LLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent Behavior
Qinhong Zhou ⋅ Chuang Gan ⋅ Anoop Cherian
[ OpenReview] 
Poster
None
Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage
Siddhant Arora ⋅ Haidar Khan ⋅ Kai Sun ⋅ Xin Dong ⋅ Sajal Choudhary ⋅ Seungwhan Moon ⋅ Xinyuan Zhang ⋅ Adithya Sagar ⋅ Surya Appini ⋅ Kaushik Patnaik ⋅ Sanat Sharma ⋅ Shinji Watanabe ⋅ Anuj Kumar ⋅ Ahmed A Aly ⋅ Yue Liu ⋅ Florian Metze ⋅ Zhaojiang Lin
[ OpenReview] 
Poster
None
BOCLOAK: Optimal Transport-Guided Adversarial Attacks on Graph Neural Network-Based Bot Detection
Kunal Mukherjee ⋅ Zulfikar Alom ⋅ Tran Gia Bao Ngo ⋅ Cuneyt Akcora ⋅ Murat Kantarcioglu
[ Poster]  [ OpenReview] 
Poster
None
STAND: Self-Aware Precondition Induction for Interactive Task Learning
Daniel Weitekamp ⋅ Glen Smith ⋅ Ken Koedinger ⋅ Christopher MacLellan
[ OpenReview] 
Poster
None
Quantifying the noise sensitivity of the Wasserstein metric for images
Erik Lager ⋅ Gilles Mordant ⋅ Amit Moscovich
[ OpenReview] 
Poster
None
Long-Horizon Model-Based Offline Reinforcement Learning Without Conservatism
Tianwei Ni ⋅ Esther Derman ⋅ Vineet Jain ⋅ Vincent Taboga ⋅ Siamak Ravanbakhsh ⋅ Pierre-Luc Bacon
[ OpenReview] 
Poster
None
Upper-Linearizability of Online Non-Monotone DR-Submodular Maximization over Down-Closed Convex Sets
Yiyang Lu ⋅ Hareshkumar Jadav ⋅ Mohammad Pedramfar ⋅ Ranveer Singh ⋅ Vaneet Aggarwal
[ OpenReview] 
Poster
None
SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation
Han Jiang ⋅ Wenfei Yang ⋅ Tianzhu Zhang ⋅ Yongdong Zhang
[ OpenReview] 
Poster
None
Approximation Bounds for Transformer Networks with Application to Regression
Yuling Jiao ⋅ Yanming Lai ⋅ Defeng Sun ⋅ Yang Wang ⋅ Bokai Yan
[ OpenReview] 
Poster
None
Threat2Traffic: Multi-Agent Environment Synthesis for Malware Traffic Generation from Threat Intelligence
Haoyang Chen ⋅ Chang Liu ⋅ Zhong Guan ⋅ Junzheng Shi ⋅ Gaopeng Gou ⋅ Gang Xiong
[ OpenReview] 
Poster
None
Better, Faster: Harnessing Self-Improvement in Large Reasoning Models
Qihuang Zhong ⋅ Liang Ding ⋅ Juhua Liu ⋅ Bo Du ⋅ Leszek Rutkowski ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Learning to Reconfigure: Co-designing Reconfigurable robots for Heterogeneous Locomotion
Xiaoyu Xiong ⋅ Kehan Liu ⋅ HuiYi Yan ⋅ Shengjie Wang ⋅ Yang Gao ⋅ Tao Du
[ Poster]  [ OpenReview] 
Poster
None
A Geometric Analysis of Small-sized Language Model Hallucinations
Emanuele Ricco ⋅ Elia Onofri ⋅ Lorenzo Cima ⋅ Stefano Cresci ⋅ Roberto Di Pietro
[ OpenReview] 
Poster
None
Hair-Trigger Alignment: Black-Box Evaluation Cannot Guarantee Post-Update Alignment
Yavuz Faruk Bakman ⋅ Duygu Nur Yaldiz ⋅ Eleni Triantafillou ⋅ Peter Kairouz ⋅ Salman Avestimehr ⋅ Sai Praneeth Reddy Karimireddy
[ OpenReview] 
Poster
None
Envy-Free Allocation of Indivisible Goods via Noisy Queries
Zihan Li ⋅ Yan Ling ⋅ Jonathan Scarlett ⋅ Warut Suksompong
[ OpenReview] 
Poster
None
Position: Improved Documentation is Necessary for Benchmarking AI Systems in Geometry
Anna Genevaux ⋅ Simon Frieder
[ OpenReview] 
Poster
None
CGRiC: Compositional Risk Certification for Structured LLM Outputs
Ibne Farabi Shihab ⋅ SANJEDA AKTER ⋅ Anuj Sharma
[ OpenReview] 
Poster
None
A Stronger Benchmark for Online Bilateral Trade: From Fixed Prices to Distributions
Anna Lunghi ⋅ Mattia Piccinato ⋅ Matteo Castiglioni ⋅ Alberto Marchesi
[ OpenReview] 
Poster
None
Efficient Tail-Aware Generative Optimization via Flow Model Fine-Tuning
Zifan Wang ⋅ Riccardo De Santi ⋅ Xiaoyu Mo ⋅ Michael Zavlanos ⋅ Andreas Krause ⋅ Karl Johansson
[ OpenReview] 
Poster
None
Test-time Offline Reinforcement Learning on Goal-related Experience
Marco Bagatella ⋅ Mert Albaba ⋅ Jonas Hübotter ⋅ Georg Martius ⋅ Andreas Krause
[ OpenReview] 
Poster
None
TN-SHAP-G: Graph-Structured Tensor Network Surrogates for Shapley Values and Interactions
Farzaneh Heidari ⋅ Guillaume Rabusseau
[ OpenReview] 
Poster
None
Symbolic Mixture-of-Experts: Adaptive Skill-based Routing for Heterogeneous Reasoning
Justin Chih-Yao Chen ⋅ Sukwon Yun ⋅ Elias Stengel-Eskin ⋅ Tianlong Chen ⋅ Mohit Bansal
[ OpenReview] 
Poster
None
Reinforcement Learning via Self-Distillation
Jonas Hübotter ⋅ Frederike Lübeck ⋅ Lejs Behric ⋅ Anton Baumann ⋅ Marco Bagatella ⋅ Daniel Marta ⋅ Ido Hakimi ⋅ Idan Shenfeld ⋅ Thomas Kleine Buening ⋅ Carlos Guestrin ⋅ Andreas Krause
[ OpenReview] 
Poster
None
Acoustic Interference: A New Paradigm Weaponizing Acoustic Latent Semantic for Universal Jailbreak against Large Audio Language Models
Yanyun Wang ⋅ Yu Huang ⋅ Zi Liang ⋅ Xixin Wu ⋅ Li Liu
[ OpenReview] 
Poster
None
All ERMs Can Fail in Stochastic Convex Optimization Lower Bounds in Linear Dimension
Tal Burla ⋅ Roi Livni
[ OpenReview] 
Poster
None
HEDP: A Hybrid Energy-Distance Prompt-based Framework for Domain Incremental Learning
Yu Feng ⋅ Zhen Tian ⋅ Haoran Luo ⋅ Xie Yu ⋅ Diancheng Cheng ⋅ Haoyue Zheng ⋅ Shuai Lyu ⋅ Ping Zong ⋅ Lianyuan Li ⋅ xin ge ⋅ Yifan Zhu
[ OpenReview] 
Poster
None
Context-Driven Incremental Compression for Multi-Turn Dialogue Generation
Yeongseo Jung ⋅ Jaehyeok Kim ⋅ Eunseo Jung ⋅ Jiachuan Wang ⋅ Yongqi Zhang ⋅ Ka Chun Cheung ⋅ Simon See ⋅ Lei Chen
[ OpenReview] 
Poster
None
R$^3$L: Reasoning 3D Layouts from Relative Spatial Relations
Zhifeng Gu ⋅ Yuqi Wang ⋅ Bing WANG
[ OpenReview] 
Poster
None
Evolutionary Generation of Multi-Agent Systems
Yuntong Hu ⋅ Matthew Trager ⋅ Yuting Zhang ⋅ Yi Zhang ⋅ Shuo Yang ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview] 
Poster
None
Quantile-Free Uncertainty Quantification in Graph Neural Networks
Soyoung Park ⋅ Hwanjun Song ⋅ Sungsu Lim
[ OpenReview] 
Poster
None
SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
Peiwen Sun ⋅ Shiqiang Lang ⋅ Dongming Wu ⋅ Ding Yi ⋅ Kaituo Feng ⋅ Huadai Liu ⋅ Zhen Ye ⋅ Rui Liu ⋅ Yun-Hui Liu ⋅ Jianan Wang ⋅ Xiangyu Yue
[ OpenReview] 
Poster
None
Beyond Confidence: Adaptive and Coherent Decoding for Diffusion Language Models
Kecheng Chen ⋅ Ziru Liu ⋅ Xijia Tao ⋅ Hui Liu ⋅ Xinyu Fu ⋅ Suiyun Zhang ⋅ Dandan Tu ⋅ Lingpeng Kong ⋅ Rui Liu ⋅ Haoliang Li
[ OpenReview] 
Poster
None
PhoStream: Benchmarking Real-World Streaming for Omnimodal Assistants in Mobile Scenarios
Xudong LU ⋅ Guan Huankang ⋅ Yang Bo ⋅ Jinpeng Chen ⋅ Xintong Guo ⋅ Shuhan LI ⋅ Fang Liu ⋅ Peiwen Sun ⋅ Xueying Lee ⋅ Wei Zhang ⋅ Xue Yang ⋅ Rui Liu ⋅ Hongsheng Li
[ Slides]  [ Poster]  [ OpenReview] 
Poster
None
AgentSelect: Benchmark for Narrative Query-to-Agent Recommendation
Yunxiao Shi ⋅ Wujiang Xu ⋅ Tingwei Chen ⋅ Haoning Shang ⋅ Ling Yang ⋅ Yunfeng Wan ⋅ Zhuo Cao ⋅ Xing Zi ⋅ Dimitris Metaxas ⋅ Min Xu
[ OpenReview] 
Poster
None
Token-Level LLM Collaboration via FusionRoute
Nuoya Xiong ⋅ Yuhang Zhou ⋅ Hanqing Zeng ⋅ Zhaorun Chen ⋅ Furong Huang ⋅ Shuchao Bi ⋅ Lizhu Zhang ⋅ Zhuokai Zhao
[ OpenReview] 
Poster
None
Normalizing Diffusion Kernels with Optimal Transport
Nathan Kessler ⋅ Robin Magnet ⋅ Jean Feydy
[ OpenReview] 
Poster
None
Hermite-NGP: Gradient-Augmented Hash Encoding for Learning PDEs
Jinjin He ⋅ Zhiqi Li ⋅ Sinan Wang ⋅ Bo Zhu
[ OpenReview] 
Poster
None
CurvZO: Adaptive Curvature-Guided Sparse Zeroth-Order Optimization for Efficient LLM Fine-Tuning
Shuo Wang ⋅ Ziyu Chen ⋅ Ming Tang
[ OpenReview] 
Poster
None
ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios
Xinyi Hu ⋅ Yuhao Shen ⋅ Zhang Baolin ⋅ Hengxin Zhang ⋅ Jun Dai ⋅ Shuang Ge ⋅ Chen Lei ⋅ Yue Li ⋅ Mingcheng Wan
[ OpenReview] 
Poster
None
Less Diverse, Less Safe: The Indirect But Pervasive Risk of Test-Time Scaling in Large Language Models
Shahriar Kabir Nahin ⋅ Hadi Askari ⋅ Muhao Chen ⋅ Anshuman Chhabra
[ OpenReview] 
Poster
None
Trajectory Consistency for One-Step Generation on Euler Mean Flows
Zhiqi Li ⋅ Yuchen Sun ⋅ Duowen Chen ⋅ Jinjin He ⋅ Bo Zhu
[ OpenReview] 
Poster
None
All Circuits Lead to Rome: Rethinking Functional Anisotropy in Circuit and Sheaf Discovery for LLMs
Xi Chen ⋅ Mingyu Jin ⋅ Jingcheng Niu ⋅ Yutong Yin ⋅ Jinman Zhao ⋅ Bangwei Guo ⋅ Dimitris Metaxas ⋅ Zhaoran Wang ⋅ Yutao Yue ⋅ Gerald Penn
[ OpenReview] 
Poster
None
MAST: Motif-Augmented Diffusion with Search Tree for Spectroscopic Molecular Structure Elucidation
Chenghao Jia ⋅ Mengdi Liu ⋅ Hong Chang ⋅ Shiguang Shan ⋅ Xilin Chen
[ OpenReview] 
Poster
None
Skip-It? Theoretical Conditions for Layer Skipping in Vision–Language Models
Max Hartman ⋅ Vidhata Jayaraman ⋅ Moulik Choraria ⋅ Akhil Bhimaraju ⋅ Lav Varshney
[ OpenReview] 
Poster
None
ML-Agent: Reinforcing LLM Agents for Autonomous Machine Learning Engineering
Zexi Liu ⋅ Jingyi Chai ⋅ Xinyu Zhu ⋅ shuo tang ⋅ Rui Ye ⋅ Weiyu Ma ⋅ Bo Zhang ⋅ LEI BAI ⋅ Siheng Chen
[ OpenReview] 
Poster
None
Decision-focused Sparse Tangent Portfolio Optimization
Haeun Jeon ⋅ Seunghoon Choi ⋅ Hyunglip Bae ⋅ Yongjae Lee ⋅ Woo Chang Kim
[ OpenReview] 
Poster
None
Action Manifold Smoothing: A Lipschitz Pathway Perspective on High-Dimensional Reinforcement Learning
Zhihao Lin
[ Poster]  [ OpenReview] 
Poster
None
Edge-colored Clustering in Hypergraphs: A MaxECC Approximation
Aravind Srinivasan ⋅ Arushi Srinivasan ⋅ Jiayi Wu
[ OpenReview] 
Poster
None
LiME: Lightweight Mixture of Experts for Efficient Multimodal Multi-task Learning
Md Kowsher ⋅ Haris Mansoor ⋅ Nusrat Prottasha ⋅ Ozlem Garibay ⋅ Victor Zhu ⋅ Zhengping Ji ⋅ Chen Chen
[ OpenReview] 
Poster
None
Dimensional Collapse in Transformer Attention Outputs: A Challenge for Sparse Dictionary Learning
Junxuan Wang ⋅ Xuyang Ge ⋅ Wentao Shu ⋅ Zhengfu He ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification
Mengzhou Gao ⋅ Kaiwei wang ⋅ Pengfei Jiao
[ OpenReview] 
Poster
None
Dynamic TMoE: A Drift-Aware Dynamic Mixture of Experts Framework for Non-Stationary Time Series Forecasting
Jiawen Zhu ⋅ Shuhan Liu ⋅ Di Weng ⋅ Yingcai Wu
[ OpenReview] 
Poster
None
Less Is More: Fast and Accurate Reasoning with Cross-Head Unified Sparse Attention
Lijie Yang ⋅ Zhihao Zhang ⋅ Arti Jain ⋅ Shijie Cao ⋅ Baihong Yuan ⋅ Yiwei Chen ⋅ Zhihao Jia ⋅ Ravi Netravali
[ OpenReview] 
Poster
None
Scaling Laws and Architectural Frontiers in Metagenomic Foundation Models
Geraldene Munsamy ⋅ Gavin Ayres ⋅ Jérémie DONA ⋅ Carla Greco ⋅ Daniel P Anderson ⋅ Srijani Sridhar ⋅ William Chow ⋅ Aaron Kollasch ⋅ Robert Pecoraro ⋅ Tanggis Bohnuud ⋅ Keith Kam ⋅ Gus Minto-Cowcher ⋅ Marcus Leung ⋅ Hassan Sirelkhatim ⋅ John St. John ⋅ Ali Taghibakhshi ⋅ Tyler Shimko ⋅ Jared Wilber ⋅ Timur Rvachov ⋅ Saee Paliwal ⋅ Eddie Calleja ⋅ Noelia Ferruz ⋅ Kevin Yang ⋅ Francesco Farina ⋅ Philipp Lorenz
[ OpenReview] 
Poster
None
Beyond Heuristics: Learnable Density Control for 3D Gaussian Splatting
Zhenhua Ning ⋅ Xin Li ⋅ Jun Yu ⋅ Guangming Lu ⋅ Yaowei Wang ⋅ Wenjie Pei
[ Poster]  [ OpenReview] 
Poster
None
Sample Margin-Aware Recalibration of Temperature Scaling
Haolan Guo ⋅ Linwei Tao ⋅ Haoyang Luo ⋅ Minjing Dong ⋅ Chang Xu
[ OpenReview] 
Poster
None
Identifiable Markov Switching Models with Instantaneous Effects and Exponential Families
Roel Hulsman ⋅ Carles Balsells-Rodas ⋅ Sara Magliacane
[ OpenReview] 
Poster
None
From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
Artem Riabinin ⋅ Egor Shulgin ⋅ Kaja Gruntkowska ⋅ Peter Richtarik
[ OpenReview] 
Poster
None
A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning
Minh Hieu Nong ⋅ Antoine Ledent
[ OpenReview] 
Poster
None
Absorbing Quantization Error by Deformable Noise Scheduler for Diffusion Models
Mingrui Yang ⋅ Wei Huang ⋅ Hao SHENG ⋅ Donglin Yang ⋅ Jichang Yang ⋅ Xin Yu ⋅ Huining Yu ⋅ Yuzhong Jiao ⋅ Zhongrui Wang ⋅ XIAOJUAN QI
[ OpenReview] 
Poster
None
Neuro-evolutionary Continual Reinforcement Learning
Pengyi Li ⋅ Hongyao Tang ⋅ Yifu Yuan ⋅ Yan Zheng ⋅ Xin Xu ⋅ Jianye Hao
[ OpenReview] 
Poster
None
How Few-Shot Examples Add Up: A Causal Decomposition of Function Vectors in In-Context Learning
Entang Wang ⋅ Yiwei Wang ⋅ Aleksandra Bakalova ⋅ Michael Hahn
[ OpenReview] 
Poster
None
TOM-SWE: User Mental Modeling For Software Engineering Agents
Xuhui Zhou ⋅ Valerie Chen ⋅ Zhiruo Wang ⋅ Graham Neubig ⋅ Maarten Sap ⋅ Xingyao Wang
[ OpenReview] 
Poster
None
Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech
Hongfei Du ⋅ Jiacheng Shi ⋅ Sidi Lu ⋅ Gang Zhou ⋅ Ashley Gao
[ OpenReview] 
Poster
None
RECOVER:Reliable Detection of Unauthorized Data Usage in Text-to-Image Diffusion Models via Inversion Robustness
Yanhao Wei ⋅ Xiaokang Zhao ⋅ Boheng Li ⋅ Yang Zhang ⋅ Run Wang
[ OpenReview] 
Poster
None
PepCompass: Navigating Peptide Embedding Spaces Using Riemannian Geometry
Marcin Możejko ⋅ Adam Bielecki ⋅ Jurand Prądzyński ⋅ Marcin Traskowski ⋅ Antoni Janowski ⋅ Hyun-Su Lee ⋅ Marcelo Torres ⋅ Michal Kmicikiewicz ⋅ Paulina Szymczak ⋅ Karol Jurasz ⋅ Michał Kucharczyk ⋅ Cesar de la Fuente-Nunez ⋅ Ewa Szczurek
[ OpenReview] 
Poster
None
Efficient privacy loss accounting for subsampling and random allocation
Moshe Shenfeld ⋅ Vitaly Feldman
[ OpenReview] 
Poster
None
rePIRL: Learn PRM with Inverse RL for LLM Reasoning
Xian Wu ⋅ Kaijie Zhu ⋅ Ying Zhang ⋅ Lun Wang ⋅ Wenbo Guo
[ OpenReview] 
Poster
None
When Attributes Disagree: Gradient Conflict in Image Aesthetic Assessment
Ye Wang ⋅ Maocai Dai ⋅ Jiang Xie ⋅ Xiuli Bi ⋅ Fei Tao ⋅ Xiao Li ⋅ Hong Yu
[ OpenReview] 
Poster
None
The First Drop of Ink: Nonlinear Impact of Misleading Information in Long-Context Reasoning
Muhan Gao ⋅ Zih-Ching Chen ⋅ Kuan-Hao Huang
[ OpenReview] 
Poster
None
Scalable Medical Multimodal Fusion via Symmetric Consistency Modeling
Xiaowen Sun ⋅ Hui Liu ⋅ Gongguan Chen ⋅ Ning Mao
[ OpenReview] 
Poster
None
Probabilistic Salient Object Ranking
Rongjin Guo ⋅ Guan Huankang ⋅ Rynson Lau
[ OpenReview] 
Poster
None
SlideSparse: Fast and Flexible (2N-2):2N Structured Sparsity
Yingbo HAO ⋅ Hanyong Shao ⋅ Ting Song ⋅ Yan Xia ⋅ Di Zhang ⋅ Shaohan Huang ⋅ Xun Wu ⋅ Songchen Xu ⋅ Le Xu ⋅ Li Dong ⋅ Zewen Chi ⋅ Yi Zou ⋅ Furu Wei
[ OpenReview] 
Poster
None
DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
Jie Hu ⋅ Zixiang Gao ⋅ Yutong He ⋅ Kun Yuan
[ OpenReview] 
Poster
None
Butterworth as Attention: Anisotropic Spectral Gating for Pansharpening
Zhenggang Wang ⋅ Wang Wu ⋅ Lianghuazhe ⋅ Tai-Xiang Jiang
[ OpenReview] 
Poster
None
The Geometric Origin of Grokking: Accelerating Generalization via Active Structural Reorganization
Kefei Tao ⋅ Zhang Zhang ⋅ Mingze Qi ⋅ Xiaojun Duan
[ OpenReview] 
Poster
None
Optimal Regularization for Performative Learning
Edwige Cyffers ⋅ Alireza Mirrokni ⋅ Marco Mondelli
[ OpenReview] 
Poster
None
Scalable and Interpretable Representation Alignment with Ordinal Similarity
Diogo Soares ⋅ Pankhil Gawade ⋅ Andrea Dittadi ⋅ Ewa Szczurek
[ OpenReview] 
Poster
None
Transport or Discard: Robust Unbalanced Optimal Transport for Cross-Domain Policy Adaptation
Wenyu Chen ⋅ Yujia Zhang ⋅ Jianchao Zeng ⋅ Wei Guo ⋅ Yanbo Wang ⋅ Pinle Qin ⋅ Linli Ma
[ OpenReview] 
Poster
None
HyPER: Bridging Exploration and Exploitation for Scalable LLM Reasoning with Hypothesis Path Expansion and Reduction
Shengxuan Qiu ⋅ Haochen Huang ⋅ Shuzhang Zhong ⋅ Pengfei Zuo ⋅ Meng Li
[ Poster]  [ OpenReview] 
Poster
None
PaperBanana: Automating Academic Illustration for AI Scientists
Dawei Zhu ⋅ Rui Meng ⋅ Yale Song ⋅ Xiyu Wei ⋅ Sujian Li ⋅ Tomas Pfister ⋅ Jinsung Yoon
[ OpenReview] 
Poster
None
Semantic Router: On the Feasibility of Hijacking MLLMs via a Single Adversarial Perturbation
Changyue Li ⋅ Jiaying Li ⋅ Youliang Yuan ⋅ Jiaming He ⋅ Zhicong Huang ⋅ Pinjia He
[ OpenReview] 
Poster
None
Temporal Difference Learning for Diffusion Models
Qizhen Ying ⋅ Yangchen Pan ⋅ Victor Prisacariu ⋅ Junfeng Wen
[ OpenReview] 
Poster
None
Variable Clustering via Distributionally Robust Nodewise Regression
Kaizheng Wang ⋅ Xiao Xu ⋅ Xun Yu Zhou
[ OpenReview] 
Poster
None
ReVSI: Rebuilding Visual Spatial Intelligence Evaluation for Accurate Assessment of VLM 3D Reasoning
Yiming Zhang ⋅ Jiacheng Chen ⋅ Jiaqi Tan ⋅ Yongsen Mao ⋅ Wenhu Chen ⋅ Angel X Chang
[ OpenReview] 
Poster
None
Evidential Reasoning Advances Interpretable Real-World Disease Screening
Chenyu Lian ⋅ Hong-Yu Zhou ⋅ Jing Qin
[ OpenReview] 
Poster
None
Neutral-Reference Prompting for Vision–Language Models
Senmao Tian ⋅ Xiang Wei ⋅ Shunli Zhang
[ OpenReview] 
Poster
None
HIVE-3D: Hierarchical Voxel Enhancement for High-Quality 3D Scene Generation
Bin Zang ⋅ Rengan Xie ⋅ Xiaoliang Luo ⋅ Zhiyuan Fang ⋅ Shi Li ⋅ Lvchun Wang ⋅ Wei Yu ⋅ Yi Zhao ⋅ Yuchi Huo ⋅ Tian Xie ⋅ Wenting Zheng
[ OpenReview] 
Poster
None
Projection-Free Algorithms for Minimax Problems
Khanh-Hung Giang-Tran ⋅ Soroosh Shafiee ⋅ Nam Ho-Nguyen
[ OpenReview] 
Poster
None
Backward SDE–Based Diffusion for Physics-Constrained Generation
Zihao WANG
[ OpenReview] 
Poster
None
Spectral Reach: Understanding Neural Scaling through Kernel Alignment Dynamics
Konstantin Nikolaou ⋅ Jonas Scheunemann ⋅ Sven Krippendorf ⋅ Samuel Tovey ⋅ Christian Holm
[ OpenReview] 
Poster
None
Flow for Future: Geometric SE(3)-Equivariant Flow Matching for 3D Trajectory Prediction
Junwei Wu ⋅ Yihang Liu ⋅ Ruixuan Yu ⋅ Jian Sun
[ OpenReview] 
Poster
None
Efficient Test-time Inference for Generative Planning Models with OCL Search
Kai Robert Gieselmann ⋅ Mihai Samson ⋅ Federico Pecora ⋅ Jeremy Wyatt
[ OpenReview] 
Poster
None
Adversarially Robust Approximate Furthest Neighbor
Kiarash Banihashem ⋅ Jeff Michael Giliberti ⋅ Prashant Gokhale ⋅ Samira Goudarzi ⋅ MohammadTaghi Hajiaghayi ⋅ Yuhao Liu ⋅ Morteza Monemizadeh ⋅ Sandeep Silwal
[ OpenReview] 
Poster
None
Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
Jakob Robnik ⋅ Reuben Cohn-Gordon ⋅ Uros Seljak
[ OpenReview] 
Poster
None
Training-Free Rate-Distortion-Perception Traversal With Diffusion
Yuhan Wang ⋅ Suzhi Bi ⋅ Angela Yingjun Zhang
[ OpenReview] 
Poster
None
Message Passing on the Edge: Towards Scalable and Expressive GNNs
Pablo Barcelo ⋅ Fabian Jogl ⋅ Alexander Kozachinskiy ⋅ Matthias Lanzinger ⋅ Stefan Neumann ⋅ Cristobal Rojas
[ OpenReview] 
Poster
None
Graph-Preference Learning: Debiasing Network-Sampled Human Feedback for Target Welfare Estimation
Guangrui Fan ⋅ DanDan Liu ⋅ AZNUL SABRI ⋅ Pan Lihu
[ OpenReview] 
Poster
None
On the Salience of Low-Probability Tokens for AI-Generated Text Detection: A Multiscale Uncertainty Perspective
Yikai Guo ⋅ Bin Wang ⋅ Xilai Fan ⋅ Wenjun Ke ⋅ Haoran Luo
[ OpenReview] 
Poster
None
Mitigating Reward Hacking in RLHF via Bayesian Non-negative Reward Modeling
Zhibin Duan ⋅ Guowei Rong ⋅ Zhuo Li ⋅ Bo Chen ⋅ Mingyuan Zhou ⋅ Dandan Guo
[ OpenReview] 
Poster
None
Generative Inverse Design with Abstention via Diagonal Flow Matching
Miguel de Campos ⋅ Werner Krebs ⋅ Hanno Gottschalk
[ OpenReview] 
Poster
None
Commit to the Bit: Reactive Reinforcement Learning Done Right
Onno Eberhard ⋅ Claire Vernade ⋅ Michael Muehlebach
[ OpenReview] 
Poster
None
DiP-G: Discrete Prompting for Graph Neural Networks
Yumeng Zhao ⋅ Huiying Hu ⋅ Steve Wen ⋅ Junjie Shen ⋅ Bei Hua
[ OpenReview] 
Poster
None
Knowing Bias, Doing Better: Mitigating Social Bias in LLMs via Know-Bias Neuron Enhancement
Jinhao Pan ⋅ Chahat Raj ⋅ Anjishnu Mukherjee ⋅ Sina Mansouri ⋅ Bowen Wei ⋅ Shloka Yada ⋅ Ziwei Zhu
[ OpenReview] 
Poster
None
Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers
Yuxi Liu ⋅ Yipeng Hu ⋅ Zekun Zhang ⋅ Kunze Jiang ⋅ Kun Yuan
[ OpenReview] 
Poster
None
PuzzleMoE: Efficient Compression of Large Mixture-of-Experts Models via Sparse Expert Merging and Bit-packed inference
Yushu Zhao ⋅ Zheng Wang ⋅ Minjia Zhang
[ OpenReview] 
Poster
None
Differentially Private Preference Data Synthesis for Large Language Model Alignment
Fengyu Gao ⋅ Jing Yang
[ OpenReview] 
Poster
None
Towards Solving the Gilbert-Pollak Conjecture via Large Language Models
Yisi Ke ⋅ Tianyu Huang ⋅ Yankai Shu ⋅ Di He ⋅ Jingchu Gai ⋅ Liwei Wang
[ OpenReview] 
Poster
None
Efficient Distributed MLLM Training with ModalGlue
Insu Jang ⋅ Runyu Lu ⋅ Nikhil Bansal ⋅ Ang Chen ⋅ Mosharaf Chowdhury
[ OpenReview] 
Poster
None
H$^2$CL: Heterogeneity-Aware Hypergraph Contrastive Learning for Robust Representation
Kaixuan Yao ⋅ Ting Guo ⋅ Ming Li ⋅ Feilong Cao
[ OpenReview] 
Poster
None
QuantumBoost: A lazy, yet fast, quantum algorithm for learning with weak hypotheses
Amira Abbas ⋅ Yanlin Chen ⋅ Tuyen Nguyen ⋅ Ronald de Wolf
[ OpenReview] 
Poster
None
OSM+: Billion-Level Open Street Map Dataset for City-wide Experiments
Guanjie Zheng ⋅ Ziyang Su ⋅ Yiheng Wang ⋅ Yuhang Luo ⋅ Hongwei Zhang ⋅ Xuanhe Zhou ⋅ Linghe Kong ⋅ Fan Wu ⋅ Wen Ling
[ OpenReview] 
Poster
None
MAD: Manifold Attracted Diffusion
Dennis Elbrächter ⋅ Giovanni S. Alberti ⋅ Matteo Santacesaria
[ OpenReview] 
Poster
None
Where Concept Erasure Should Occur: Concept–Layer Alignment in Text-to-Video Diffusion Models
Yiwei Xie ⋅ Ping Liu ⋅ Zheng Zhang
[ OpenReview] 
Poster
None
Kernel-based Maximum-of-difference Test for Two-sample Comparison
Dan Pu ⋅ Tianyi Zhu ⋅ Yao Yan ⋅ Wei Lan
[ OpenReview] 
Poster
None
Learning $U$-Statistics with Active Inference
Xiaoning Wang ⋅ Huo Yuyang ⋅ Liuhua Peng ⋅ Changliang Zou
[ OpenReview] 
Poster
None
EigenCache: Rethinking Diffusion Acceleration as Covariance-Optimal Forecasting and Submodular Information Allocation
Chenyang Xu ⋅ Dezhen Wang ⋅ Lin Chen ⋅ Kepeng Lin ⋅ Hao Wang
[ OpenReview] 
Poster
None
Cert-LAS: Toward Certified Model Ownership Verification for Text-to-Image Diffusion Models via Layer-Adaptive Smoothing
Leyi Qi ⋅ Yiming Li ⋅ Siyuan Liang ⋅ Zhengzhong Tu ⋅ Dacheng Tao
[ OpenReview] 
Poster
None
Active Curriculum Refinement for Reinforcement Learning
Zhenya Liu ⋅ Yuxin Chen
[ OpenReview] 
Poster
None
Induction Heads Interpolate N-Grams
Francesco D'Angelo ⋅ Oğuz Yüksel ⋅ Swathi Narashiman ⋅ Nicolas Flammarion
[ OpenReview] 
Poster
None
PhysForge: Generating Physics-Grounded 3D Assets for Interactive Virtual World
Yunhan Yang ⋅ Chunshi Wang ⋅ Junliang Ye ⋅ YANG LI ⋅ Zanxin Chen ⋅ Zehuan Huang ⋅ Yao Mu ⋅ Zhuo Chen ⋅ Chunchao Guo ⋅ Xihui Liu
[ OpenReview] 
Poster
None
Certificates for Complex-Compatible Learned Cochain Laplacians
Nivar Anwer ⋅ Marien Chenaud ⋅ David Elizondo
[ OpenReview] 
Poster
None
When Generalized Zero-Shot Learning Meets PU Learning: A Plug-and-Play Framework for Seen-Class Bias Mitigation
Long Tang ⋅ Keyang Pu ⋅ Yingjie Tian
[ OpenReview] 
Poster
None
See, Act, Adapt: Active Perception for Unsupervised Cross-Domain Visual Adaptation via Personalized VLM-Guided Agent
TIANCI TANG ⋅ Tielong Cai ⋅ Hongwei Wang ⋅ Gaoang Wang
[ OpenReview] 
Poster
None
CELL: A Causal Perspective for Fairness-aware Graph Adaptation
Hourun Li ⋅ Yifan Wang ⋅ Qinghua Ran ⋅ Junyu Luo ⋅ Jia Yang ⋅ Changling Zhou ⋅ Zhiping Xiao ⋅ Wei Ju ⋅ Xiao Luo ⋅ Ming Zhang
[ OpenReview] 
Poster
None
Transformers Provably Learn Algorithmic Solutions for Graph Connectivity, But Only with the Right Data
Qilin Ye ⋅ Deqing Fu ⋅ Robin Jia ⋅ Vatsal Sharan
[ OpenReview] 
Poster
None
UGround: Towards Unified Visual Grounding with Unrolled Transformers
Rui Qian ⋅ Xin Yin ⋅ Chuanhang Deng ⋅ Zhiyuan Peng ⋅ Jian Xiong ⋅ Wei Zhai ⋅ Dejing Dou
[ OpenReview] 
Poster
None
UHR-BAT: Budget-Aware Token Compression Vision-Language model for Ultra-High-Resolution Remote Sensing
Yunkai Dang ⋅ Minxin Dai ⋅ Yuekun Yang ⋅ Zhangnanli ⋅ Wenbin Li ⋅ Feng Miao ⋅ Yang Gao
[ OpenReview] 
Poster
None
Respecting Modality Gap in Post-hoc Out-of-distribution Detection with Pre-trained Vision-Language Models
Yuanwei Hu ⋅ Bo Peng ⋅ Yadan Luo ⋅ Jie Lu ⋅ Ling Chen ⋅ zhen fang
[ OpenReview] 
Poster
None
CoDA-Bench: Can Code Agents Handle Data-Intensive Tasks?
Yuxin Zhang ⋅ Ju Fan ⋅ Meihao Fan ⋅ Shaolei Zhang ⋅ Xiaoyong Du
[ OpenReview] 
Poster
None
BIOARC: Discovering Optimal Neural Architectures for Biological Foundation Models
Yi Fang ⋅ Haoran Xu ⋅ Jiaxin Han ⋅ Sirui Ding ⋅ Yizhi Wang ⋅ Yue Wang ⋅ Xuan Wang
[ OpenReview] 
Poster
None
Learning Manifold Data with Flow Matching
Sophia Pi ⋅ Mingcheng Lu ⋅ Jerry Yao-Chieh Hu ⋅ Maojiang Su ⋅ Weimin Wu ⋅ Han Liu
[ OpenReview] 
Poster
None
ProcMEM: Learning Reusable Procedural Memory from Experience via Non-Parametric PPO for LLM Agents
QIRUI MI ⋅ Zhijian Ma ⋅ Mengyue Yang ⋅ Yisen Wang ⋅ Haoxuan Li ⋅ Haifeng Zhang ⋅ Jun Wang
[ OpenReview] 
Poster
None
Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
Ruichen Xu ⋅ Wenjing Yan ⋅ Angela Yingjun Zhang
[ OpenReview] 
Poster
None
Making Foundation Models Probabilistic via Singular Value Ensembles
Mehmet Ozgur Turkoglu ⋅ Dominik J. Mühlematter ⋅ Alexander Becker ⋅ Konrad Schindler ⋅ Helge Aasen
[ OpenReview] 
Poster
None
Marrying Generative Model of Healthcare Events with Digital Twin of Human-Environment Interaction for Disease Reasoning
Ziquan Wei ⋅ Tingting Dan ⋅ Guorong Wu
[ OpenReview] 
Poster
None
BAT: Better Audio Transformer Guided by Convex Gated Probing
Houtan Ghaffari ⋅ Lukas Rauch ⋅ Christoph Scholz ⋅ Paul Devos
[ OpenReview] 
Poster
None
Beyond Drift: Stabilizing Subjective LLM Evaluation with Information-Theoretic Rubrics
Shan Zhao ⋅ Wang Xu ⋅ Tianwei Yan ⋅ Chengyu Wang ⋅ Haolan Chen ⋅ Shizhao Chen ⋅ Qian Wan
[ OpenReview] 
Poster
None
Certificate-Guided Pruning for Stochastic Lipschitz Optimization
Ibne Farabi Shihab ⋅ SANJEDA AKTER ⋅ Anuj Sharma
[ OpenReview] 
Poster
None
RepetitionCurse: Measuring and Understanding Router Imbalance in Mixture-of-Experts LLMs under DoS Stress
Ruixuan Huang ⋅ Qingyue Wang ⋅ Hantao Huang ⋅ Yudong Gao ⋅ Dong CHEN ⋅ Shuai Wang ⋅ Wei Wang
[ OpenReview] 
Poster
None
Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
Zhibo Deng ⋅ Feng Liang ⋅ Yong Zhang ⋅ Xiaoxi Zhang ⋅ Xiping Hu
[ OpenReview] 
Poster
None
DuRP: Dual-Stage Physics-Embedded Learning for Joint Radiance and Polarization Restoration
Zhenshuo Yang ⋅ Qian He ⋅ Zhiyuan Liu ⋅ Baojie Fan ⋅ Jiandong Tian
[ OpenReview] 
Poster
None
Class-Prior Perturbation-Robust Regularization for Imbalanced Unreliable Partial Label Learning
Congyu Qiao ⋅ Haohao Dong ⋅ Xin Geng ⋅ Ning Xu
[ OpenReview] 
Poster
None
PLSemanticsBench: A Formal Semantics Reasoning Benchmark for Code
Aditya Thimmaiah ⋅ Jiyang Zhang ⋅ Jayanth Srinivasa ⋅ Junyi Jessy Li ⋅ Milos Gligoric
[ OpenReview] 
Poster
None
Information-Theoretic Generalization Bounds for VAEs: A Role of Encoder and Latent Variable
Futoshi Futami ⋅ Masahiro Fujisawa
[ OpenReview] 
Poster
None
PAMD: Structured Adaptive Distances for Bisimulation Representations in Visual Reinforcement Learning
Daegyeong Roh ⋅ Juho Bae ⋅ Han-Lim Choi
[ OpenReview] 
Poster
None
BLOCK-EM: Preventing Emergent Misalignment via Latent Blocking
Muhammed Ustaomeroglu ⋅ Guannan Qu
[ OpenReview] 
Poster
None
In-Training Defenses Against Emergent Misalignment in Language Models
David Kaczér ⋅ Magnus Jørgenvåg ⋅ Clemens Vetter ⋅ Esha Afzal ⋅ Robin Haselhorst ⋅ Lucie Flek ⋅ Florian Mai
[ OpenReview] 
Poster
None
Matroid Algorithms Under Size-Sensitive Independence Oracles
Kiarash Banihashem ⋅ MohammadTaghi Hajiaghayi ⋅ Mahdi JafariRaviz ⋅ Danny Mittal
[ OpenReview] 
Poster
None
Copyright-Bench: Agentic Evaluation of Copyright Law Compliance
Zheng Hui ⋅ Doni Bloomfield ⋅ Noam Kolt
[ OpenReview] 
Poster
None
When Do Hallucinations Arise? A Graph Perspective on the Evolution of Path Reuse and Path Compression
Xinnan Dai ⋅ Kai Yang ⋅ cheng Luo ⋅ Shenglai Zeng ⋅ Kai Guo ⋅ Jiliang Tang
[ OpenReview] 
Poster
None
Calibrated Multimodal Representation Learning with Missing Modalities
Xiaohao Liu ⋅ Xiaobo Xia ⋅ Jiaheng Wei ⋅ Shuo Yang ⋅ Xiu Su ⋅ See-Kiong Ng ⋅ Tat-Seng Chua
[ Poster]  [ OpenReview] 
Poster
None
When Does Sparsity Mitigate the Curse of Depth in LLMs
Dilxat Muhtar ⋅ Xinyuan Song ⋅ Sebastian Pokutta ⋅ Max Zimmer ⋅ Nico Pelleriti ⋅ Thomas Hofmann ⋅ Shiwei Liu
[ OpenReview] 
Poster
None
Mixtures of geodesic factor analyzers on Riemannian homogeneous spaces
Hengchao Chen ⋅ Yuanyao Tan ⋅ Chao Huang ⋅ Hongtu Zhu ⋅ Qiang Sun
[ OpenReview] 
Poster
None
From Statics to Dynamics: Physics-Aware Image Editing with Latent Transition Priors
Liangbing Zhao ⋅ Le Zhuo ⋅ Sayak Paul ⋅ Hongsheng Li ⋅ Mohamed Elhoseiny
[ OpenReview] 
Poster
None
Anytime-Valid Inference for Online Ranking of Large Language Models
Runzhe Gu ⋅ Wenguang Sun ⋅ Bowen Gang ⋅ Xintao Xia
[ OpenReview] 
Poster
None
De4D-SLAM: Gradient-Isolated Static-Dynamic Decoupling for Monocular SLAM in Dynamic Environments
Zhicheng Fan ⋅ Zitong Wu ⋅ Zhaoxing Fan ⋅ Xiao Zhang ⋅ Biao Hou ⋅ Bo Ren
[ OpenReview] 
Poster
None
Federated Bilevel Performative Prediction
Liangxin Qian ⋅ Chang Liu ⋅ Xuanyu Cao ⋅ Jun Zhao ⋅ Kwok Yan Lam
[ OpenReview] 
Poster
None
Untied Ulysses: Memory-Efficient Context Parallelism via Headwise Chunking
Ravi Ghadia ⋅ Maksim Abraham ⋅ Sergei Vorobyov ⋅ Max Ryabinin
[ OpenReview] 
Poster
None
Attention with Routed-Memory for Learnable Sparse Control
QIUHAO Zeng ⋅ Jerry Huang ⋅ Peng Lu ⋅ Ruiyi Fang ⋅ Gezheng Xu ⋅ Zihao Jing ⋅ Yufei Cui ⋅ Charles X. Ling ⋅ Gang Niu ⋅ Boyu Wang
[ OpenReview] 
Poster
None
FedARC: Anchor-Guided Residual Compensation for Data and Model Heterogeneous Federated Learning
Chentao Lu ⋅ Xuhao Ren ⋅ Dawei xu ⋅ Chuan Zhang ⋅ Liehuang Zhu
[ OpenReview] 
Poster
None
Learning Global Representation from Queries for Vectorized HD Map Construction
Shoumeng Qiu ⋅ Xinrun Li ⋅ Yang Long ⋅ Xiangyang Xue ⋅ Varun Ojha ⋅ Jian Pu
[ OpenReview] 
Poster
None
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning
Qinghe Ma ⋅ Zhen Zhao ⋅ Yiming Wu ⋅ Jian Zhang ⋅ LEI BAI ⋅ Yinghuan Shi
[ OpenReview] 
Poster
None
LagLLM: LLM-empowered lead–lag dependency learning for spatial-temporal time series forecasting
Binqing Wu ⋅ Jian Zhou ⋅ Zongjiang Shang ⋅ Ling Chen
[ OpenReview] 
Poster
None
UNIVERSAL REPRESENTATION OF GENERALIZED CONVEX FUNCTIONS AND THEIR GRADIENTS
Moeen Nehzati
[ OpenReview] 
Poster
None
SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?
Udari Sehwag ⋅ Elaine Lau ⋅ Haniyeh Oskouie ⋅ Shayan Shabihi ⋅ Erich Liang ⋅ Andrea Toledo ⋅ Guillermo Mangialardi ⋅ Sergio Fonrouge ⋅ Ed-Yeremai Hernandez-Cardona ⋅ Paula Vergara ⋅ Utkarsh Tyagi ⋅ Chen Bo Calvin Zhang ⋅ Pavi Bhatter ⋅ Nicholas Johnson ⋅ Furong Huang ⋅ Ernesto Montoya ⋅ Bing Liu
[ OpenReview] 
Poster
None
Sparser Block-Sparse Attention via Token Permutation
Xinghao Wang ⋅ Pengyu Wang ⋅ Dong Zhang ⋅ Chenkun Tan ⋅ Shaojun Zhou ⋅ Zhaoxiang Liu ⋅ Shiguo Lian ⋅ Fangxu Liu ⋅ Kai Song ⋅ Xipeng Qiu
[ OpenReview] 
Poster
None
BiCrossNet with Decoupled Dual Generators: A Parameter‑Efficient and Generalizable Few‑Shot Custom Gesture Recognition Framework
chunyang yu ⋅ Ning SUN ⋅ Shenyue Wang
[ OpenReview] 
Poster
None
Delving into Non-Exchangeability for Conformal Prediction in Graph-Structured Multivariate Time Series
Ruichao Guo ⋅ Xingyao Han ⋅ Wenshui Luo ⋅ Zhe Liu ⋅ Chen Gong ⋅ Hesheng Wang
[ OpenReview] 
Poster
None
Rethinking generative image pretraining: How far are we from scaling up next-pixel prediction?
Xinchen Yan ⋅ Chen Liang ⋅ Lijun Yu ⋅ Adams Wei Yu ⋅ Yifeng Lu ⋅ Quoc Le
[ OpenReview] 
Poster
None
Causes and Consequences of Representational Similarity in Machine Learning Models
Zeyu Michael Li ⋅ Hung Anh Vu ⋅ Damilola Awofisayo ⋅ Emily Wenger
[ OpenReview] 
Poster
None
To Grok Grokking: Provable Grokking in Ridge Regression
Mingyue Xu ⋅ Gal Vardi ⋅ Itay Safran
[ OpenReview] 
Poster
None
How Chain of Thought Decomposes Complex Tasks
Amrut Nadgir ⋅ Vijay Balasubramanian ⋅ Pratik Chaudhari
[ OpenReview] 
Poster
None
RAD: Retrieval High-quality Demonstrations to Enhance Decision-making
Lu Guo ⋅ Yixiang Shan ⋅ Zhengbang Zhu ⋅ Qifan Liang ⋅ Lichang Song ⋅ Ting Long ⋅ Weinan Zhang ⋅ Yi Chang
[ OpenReview] 
Poster
None
Regret Minimization With a Crowd of Awakening Experts
Anna Lunghi ⋅ Gianmarco Genalti ⋅ Alberto Marchesi ⋅ Matteo Castiglioni
[ OpenReview] 
Poster
None
Neural-Inspired Modeling of Auditory Selection and Compensation for Audio-Visual Speech Separation
Xinmeng Xu ⋅ Haoran Xie ⋅ Xiaohui Tao ⋅ Lin Li ⋅ S. Joe Qin
[ OpenReview] 
Poster
None
Grokking Finite-Dimensional Algebra
Pascal Jr Tikeng Notsawo ⋅ Guillaume Dumas ⋅ Guillaume Rabusseau
[ OpenReview] 
Poster
None
Structured Expert Routing with Multi-View Task Priors for Offline Meta-Reinforcement Learning
Yisen Zhao ⋅ Peixi Peng ⋅ Xinyu Hu ⋅ Cong Li ⋅ Zhan Su ⋅ Zhuojian Li
[ OpenReview] 
Poster
None
Active Reasoning Vision-Language Model via Sequential Experimental Design
Anjie Liu ⋅ Ziqin Gong ⋅ Yan Song ⋅ Yuxiang Chen ⋅ Xiaolong Liu ⋅ Hengtong Lu ⋅ Kaike Zhang ⋅ Chen Wei ⋅ Jun Wang
[ OpenReview] 
Poster
None
Homophily-Heterogeneity Gradient Surgery for Federated Graph Learning
Sujia Huang ⋅ Lele Fu ⋅ Shunxin Xiao ⋅ Xiaoya Zhang ⋅ Chunyan Xu ⋅ Tong Zhang ⋅ Bo Huang ⋅ Zhen Cui
[ OpenReview] 
Poster
None
ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
Yiran Wu ⋅ Mauricio Velazco ⋅ Andrew Zhao ⋅ Manuel Luján ⋅ Srisuma Movva ⋅ Yogesh Roy ⋅ Quang Nguyen ⋅ Roberto Rodriguez ⋅ Qingyun Wu ⋅ Michael Albada ⋅ Julia Kiseleva ⋅ Anand Mudgerikar
[ OpenReview] 
Poster
None
Adaptive Multiscale Binary Expansion Tests for Independence
Yang Yang ⋅ Duo Zheng ⋅ Sandeep Jain ⋅ Kai Zhang ⋅ Ping-Shou Zhong
[ OpenReview] 
Poster
None
Error Propagation Mechanisms and Compensation Strategies for Quantized Diffusion Models
Songwei Liu ⋅ Chao Zeng ⋅ Chenqian Yan ⋅ Xurui Peng ⋅ WANG ⋅ Fangmin Chen ⋅ Xing Mei
[ OpenReview] 
Poster
None
Jailbreaking Vision-Language Models Through the Visual Modality
Aharon Azulay ⋅ Jan Dubiński ⋅ Zhuoyun Li ⋅ Atharv Mittal ⋅ Yossi Gandelsman
[ OpenReview] 
Poster
None
How do Human Processes AI-generated Hallucination Contents: a Neuroimaging Study
Shuqi Zhu ⋅ Yi Zhong ⋅ Ziyi Ye ⋅ Bangde Du ⋅ Yujia Zhou ⋅ Qingyao Ai ⋅ Yiqun LIU
[ OpenReview] 
Poster
None
Efficient Equivariant High-Order Crystal Tensor Prediction via Cartesian Local-Environment Many-Body Coupling
Dian Jin ⋅ Yancheng Yuan ⋅ Xiaoming Tao
[ OpenReview] 
Poster
None
Boosting CVaR Policy Optimization with Quantile Gradients
Yudong Luo ⋅ Erick Delage
[ OpenReview] 
Poster
None
The Catastrophic Failure of *the* k-Means Algorithm in High Dimensions, and How Hartigan's Algorithm Avoids It
Roy Lederman ⋅ David Silva-Sánchez ⋅ Ziling Chen ⋅ Gilles Mordant ⋅ Amnon Balanov ⋅ Tamir Bendory
[ OpenReview] 
Poster
None
Linear Causal Representation Learning by Topological Ordering, Pruning, and Disentanglement
Hao Chen ⋅ Lin Liu ⋅ Yu Guang Wang
[ OpenReview] 
Poster
None
From Extraction to Deduction: Resolving Functional Misalignment in RAG via a Collaborative Critic-Reasoner Framework
Yufei Chen ⋅ Yao Wang ⋅ Haibin Zhang ⋅ Hualin zhou ⋅ Tao Gu
[ OpenReview] 
Poster
None
Deformba: Vision State Space Model with Adaptive State Fusion
Hongyu Ke ⋅ Jack Morris ⋅ Yongkang Liu ⋅ Satoshi Kitai ⋅ Kentaro Oguchi ⋅ Yi Ding ⋅ Haoxin Wang
[ OpenReview] 
Poster
None
Elastic Diffusion Transformer
Jiangshan Wang ⋅ Zeqiang Lai ⋅ Jiarui Chen ⋅ Jiayi Guo ⋅ Hang Guo ⋅ Xiu Li ⋅ Xiangyu Yue ⋅ Chunchao Guo
[ OpenReview] 
Poster
None
Computing Provable Bounds for Exact Shapley Values of Neural Networks
David Boetius ⋅ Shahaf Bassan ⋅ Guy Katz ⋅ Stefan Leue ⋅ Tobias Sutter
[ OpenReview] 
Poster
None
Accurate, private, secure, federated U-statistics with higher degree
Quentin Sinh ⋅ Jan Ramon
[ OpenReview] 
Poster
None
Learning to Label: A Reinforced Self-Evolving Framework for Semi-supervised Referring Expression Segmentation
Runlong Cao ⋅ Ying Zang ⋅ Chuanwei Zhou ⋅ Tianrun Chen ⋅ Tong Zhang ⋅ Zhen Cui ⋅ Chunyan Xu
[ OpenReview] 
Poster
None
Meta-Black-Box Optimization Can Do Search Guidance for Expensive Constrained Multi-Objective Optimization
Yukun Du ⋅ Haiyue Yu ⋅ Jiang Jiang ⋅ Shuaiwen Tang ⋅ Xiaotong Xie ⋅ Haobo Liu ⋅ Chongshuang Hu ⋅ Shengkun Chang
[ OpenReview] 
Poster
None
Gradient Descent as a Perceptron Algorithm: Understanding Dynamics and Implicit Acceleration
Alexander Tyurin
[ OpenReview] 
Poster
None
Fine-Tune Once, Reuse Across Models: Bayesian Task-Update Factors and Approximations
Siyang Guo ⋅ Junbo Wang ⋅ Zibin Zheng
[ OpenReview] 
Poster
None
Split Group Knockoffs: Controlling False Discovery Rate in Transformational Group Sparsity
Siqi Chen ⋅ Yachen Gao ⋅ Yanwei Fu ⋅ Xinwei Sun
[ OpenReview] 
Poster
None
Towards a Holistic Understanding of Selection Bias for Causal Effect Identification
Yiwen (Evie) Qiu ⋅ Filip Kovačević ⋅ Shimeng Huang ⋅ Peter Spirtes ⋅ Francesco Locatello
[ OpenReview] 
Poster
None
Convergence Analysis of the Lion Optimizer in Centralized and Distributed Settings
Wei Jiang ⋅ Mao Xu ⋅ Wenhao Yang ⋅ Yibo Wang ⋅ Zechao Li ⋅ Lijun Zhang
[ OpenReview] 
Poster
None
ECSEL: Explainable Classification via Signomial Equation Learning
Adia C. Lumadjeng ⋅ Ilker Birbil ⋅ Erman Acar
[ OpenReview] 
Poster
None
Sampling and Identity-Testing Without Approximate Tensorization of Entropy
William He ⋅ Nicholas Kocurek ⋅ William Gay ⋅ Ryan O'Donnell
[ OpenReview] 
Poster
None
Optimizing Rank for High-Fidelity Implicit Neural Representations
Julian McGinnis ⋅ Florian A Hölzl ⋅ Suprosanna Shit ⋅ Florentin Bieder ⋅ Paul Friedrich ⋅ Mark Mühlau ⋅ bjoern menze ⋅ Daniel Rueckert ⋅ Benedikt Wiestler
[ OpenReview] 
Poster
None
Efficient Learning of Deep State Space Models via Importance Smoothing
John-Joseph Brady ⋅ Nikolas Nüsken ⋅ Yunpeng Li
[ OpenReview] 
Poster
None
From Per-Image Low-Rank to Encoding Mismatch: Rethinking Feature Distillation in Vision Transformers
Huiyuan Tian ⋅ Bonan Xu ⋅ Shijian Li
[ OpenReview] 
Poster
None
Asymptotic Universal Alignment: A New Alignment Framework via Test-Time Scaling
Yang Cai ⋅ Weiqiang Zheng
[ OpenReview] 
Poster
None
TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
Chen-Yang Dai ⋅ Che-Chia Chang ⋅ Te-Sheng Lin ⋅ Ming-Chih Lai ⋅ Chieh-Hsin Lai
[ OpenReview] 
Poster
None
Causal discovery for time series with endogenous context variables
Oana-Iuliana Popescu ⋅ Wiebke Günther ⋅ Martin Rabel ⋅ Jakob Runge
[ OpenReview] 
Poster
None
GXPO: Group Cross-Lingual Relative Policy Optimization for Code Generation
Linzheng Chai ⋅ Jian Yang ⋅ Jiajun Wu ⋅ Ensheng Shi ⋅ Xianglong Liu
[ OpenReview] 
Poster
None
Infinite-World: Scaling Interactive World Models to 1000-Frame Horizons via Pose-Free Hierarchical Memory
Ruiqi Wu ⋅ Xuanhua He ⋅ Meng Cheng ⋅ Tianyu Yang ⋅ Yong Zhang ⋅ Zhuoliang Kang ⋅ Xunliang Cai ⋅ Xiaoming Wei ⋅ Chunle Guo ⋅ Chongyi Li ⋅ Ming-Ming Cheng
[ OpenReview] 
Poster
None
Anomaly-Preference Image Generation
Fuyun Wang ⋅ Yuanzhi Wang ⋅ Xu Guo ⋅ Sujia Huang ⋅ Tong Zhang ⋅ Dan Wang ⋅ Xin Liu ⋅ Hui Yan ⋅ Zhen Cui
[ OpenReview] 
Poster
None
TRIM: Token-wise Attention-Derived Saliency for Data-Efficient Instruction Tuning
Manish Nagaraj ⋅ Sakshi Choudhary ⋅ Utkarsh Saxena ⋅ Deepak Ravikumar ⋅ Kaushik Roy
[ OpenReview] 
Poster
None
Hierarchical Causal Abduction: A Foundation Framework for Explainable Model Predictive Control
Ramesh Arvind Naagarajan ⋅ Zühal Wagner ⋅ Stefan Streif
[ OpenReview] 
Poster
None
UniFLoW: Universal Multi-Modal Federated LoRA Fine-Tuning Framework with Analytical Aggregation
haoyuan liang ⋅ Zhiyu Ye ⋅ Jielong Tang ⋅ Yang Yang ⋅ Shilei Cao ⋅ Guowen Li ⋅ Fei Hu ⋅ Zhiwei Zhang ⋅ Haohuan Fu ⋅ Juepeng Zheng
[ OpenReview] 
Poster
None
Reason with Thumbnails, Answer with Focus: An Efficient and Effective Paradigm for Multimodal Grounded Visual Reasoning
An-Lan Wang ⋅ Guozhi Tang ⋅ Lei Liao ⋅ Hanshen Zhu ⋅ Kai Huang ⋅ Jingqun Tang ⋅ Jiaming Zhou ⋅ Kun-Yu Lin
[ OpenReview] 
Poster
None
Symbol-Equivariant Recurrent Reasoning Models
Richard Freinschlag ⋅ Timo Bertram ⋅ Erich Kobler ⋅ Andreas Mayr ⋅ Günter Klambauer
[ OpenReview] 
Poster
None
PhaseAlign: Complex Phase Alignment for Stable Open-Vocabulary Semantic Segmentation
Jiankang Wang ⋅ Dingding Jia ⋅ Zhoushuopeng ⋅ Xuan Wang
[ OpenReview] 
Poster
None
INT vs. FP: A Comprehensive Study of Fine-Grained Low-bit Quantization Formats
Mengzhao Chen ⋅ Meng Wu ⋅ Hui Jin ⋅ Zhihang Yuan ⋅ Jing Liu ⋅ Chaoyi Zhang ⋅ Yunshui Li ⋅ Jie Huang ⋅ Jin Ma ⋅ Zeyue Xue ⋅ Zhiheng Liu ⋅ Xingyan Bin ⋅ Ping Luo
[ OpenReview] 
Poster
None
Simultaneous Confidence Bounds for Aggregated Effects via Exact Subset Optimization
Weihang Xu ⋅ Huajie Qian ⋅ Wotao Yin ⋅ Xinshang Wang
[ OpenReview] 
Poster
None
Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization
Yiming Wang ⋅ Baiqi Wu ⋅ Qingming Li ⋅ Jiahao Chen ⋅ Tong Zhang ⋅ Shouling Ji
[ OpenReview] 
Poster
None
Fast Estimation for Forest Matrix of Signed Graphs
Haoxin Sun ⋅ Zhongzhi Zhang
[ OpenReview] 
Poster
None
HECTOR: Hybrid Editable Compositional Object References for Video Generation
Guofeng Zhang ⋅ Angtian Wang ⋅ Jacob Fang ⋅ Liming Jiang ⋅ Haotian Yang ⋅ Alan Yuille ⋅ Chongyang Ma
[ OpenReview] 
Poster
None
Inverse Entropic Optimal Transport Solves Semi-supervised Learning via Data Likelihood Maximization
Mikhail Persiianov ⋅ Arip Asadulaev ⋅ Nikita Andreev ⋅ Nikita Starodubcev ⋅ Dmitry Baranchuk ⋅ Anastasis Kratsios ⋅ Evgeny Burnaev ⋅ Aleksandr Korotin
[ OpenReview] 
Poster
None
Towards Docking-oriented De Novo Ligand Design via Gradient Inversion
Zekai Chen ⋅ Xunkai Li ⋅ Sirui Zhang ⋅ Henan Sun ⋅ Jia Li ⋅ Qiangqiang Dai ⋅ Hongchao Qin ⋅ Zhenjun Li ⋅ Bing Zhou ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview] 
Poster
None
Learning Molecular Semantic Invariant Representation with Prototype Constraint
Zhiqiang Li ⋅ Jianqing Liang ⋅ Zhiqiang Wang ⋅ Xizhao Luo ⋅ Jiye Liang
[ OpenReview] 
Poster
None
ForceForget: Reinforcement Concept Removal for Enhancing Safety in Text-to-Image Models
Dong Han ⋅ Yong Li
[ OpenReview] 
Poster
None
Generalization Bounds for Out-of-distribution Generalization
Xin Zou ⋅ Xiuwen Gong ⋅ Weiwei Liu
[ OpenReview] 
Poster
None
CAST: Modeling Visual State Transitions for Consistent Video Retrieval
Yanqing Liu ⋅ Yingcheng Liu ⋅ Fanghong Dong ⋅ Budianto Budianto ⋅ Cihang Xie ⋅ Yan jiao
[ OpenReview] 
Poster
None
HiCI: Hierarchical Construction–Integration for Long-Context Attention
Xiangyu Zeng ⋅ Qi Xu ⋅ Yunke Wang ⋅ Chang Xu
[ OpenReview] 
Poster
None
SI-IGCL: Subject Invariance-aware Inverse Graph Contrastive Learning for Psychiatric Disorder Identification
Jiayu Lu ⋅ Yujin Wang ⋅ Xiaofeng Liu ⋅ Dandan Li ⋅ Bin Wang
[ OpenReview] 
Poster
None
Position: In Defense of Information Leakage in Concept-based Models
Mateo Espinosa Zarlenga
[ OpenReview] 
Poster
None
Position: Unplugging a Seemingly Sentient Machine Is the Rational Choice — A Metaphysical Perspective
Erik Bekkers ⋅ Anna Ciaunica
[ OpenReview] 
Poster
None
Position: Evidence and Implications of Texture Bias in Deep Neural Networks
Ali Kayyam
[ OpenReview] 
Poster
None
Position: Temporal Measurement Interval Determines Computational and Model Complexity in Single-Cell Perturbation Analysis
Alireza Jafari ⋅ Heman Shakeri ⋅ Hadi Daneshmand
[ OpenReview] 
Poster
None
Position: LLMs can't jump
Tom Zahavy
[ OpenReview] 
Poster
None
Position: Behavioral Systems Require Behavioral Tests
Manuel Cherep ⋅ Nikhil Singh ⋅ Pattie Maes
[ OpenReview] 
Poster
None
Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang ⋅ Hui Wang ⋅ Bing Han ⋅ Shujie Liu ⋅ Jinyu Li ⋅ Yong Qin ⋅ Xie Chen
[ OpenReview] 
Poster
None
Why Are Linear RNNs More Parallelizable?
William Merrill ⋅ Hongjian Jiang ⋅ Yanhong Li ⋅ Anthony Lin ⋅ Ashish Sabharwal
[ OpenReview] 
Poster
None
Position: Prioritize Identifying Structure, Not Complex Models, for Scientific Discovery
Tyler McCormick
[ OpenReview] 
Poster
None
Position: Neglecting the Sustainability of AI is Fuelling a Global AI Arms Race
Pedram Bakhtiarifard ⋅ Pınar Tözün ⋅ Christian Igel ⋅ Raghavendra Selvan
[ OpenReview] 
Poster
None
Position: AI Researchers Must Lead Arms Control to Mitigate Military AI Risks
Ted Fujimoto ⋅ Benz
[ OpenReview] 
Poster
None
Position: Multiple Definitions & Unrealistic Assumptions of Model Collapse Distract from Real World Threats
Rylan Schaeffer ⋅ Joshua Kazdan ⋅ Alvan Arulandu ⋅ Sanmi Koyejo
[ OpenReview] 
Poster
None
Position: Topological Machine Learning Cannot Progress without Experimental Standards
Inés Castilla Rieso
[ OpenReview] 
Poster
None
Position: Current Model Cards Are Insufficient for Downstream Governance of Open-Weight Foundation Models
Sungwon Chae ⋅ KEONWOO KIM ⋅ Hoki Kim ⋅ Jaeyeon Ju ⋅ Sangchul Park
[ OpenReview] 
Poster
None
Position: Web Agents Should Use Typed Actions Instead of Click-Based Browsing
Linxi Jiang ⋅ Rui Xi ⋅ Zhijie Liu ⋅ Shuo Chen ⋅ Zhiqiang Lin ⋅ Suman Nath
[ OpenReview] 
Poster
None
Position: The Age of AI Agents Demands A New Scientific Paradigm To Sustain Trustworthy Science
Belinda Mo
[ OpenReview] 
Poster
None
Position: Model identity in machine learning is a convention, not a property
Vacslav Glukhov
[ OpenReview] 
Poster
None
Position: Spatial Fairness: Foundations, Pitfalls, and a Path Forward
Nripsuta Saxena ⋅ Abigail Horn ⋅ Wenbin Zhang ⋅ Cyrus Shahabi
[ OpenReview] 
Poster
None
Position: To Defend Against Cyber Attacks, We Must Teach AI Agents to Hack
Terry Yue Zhuo ⋅ Yangruibo Ding ⋅ Wenbo Guo ⋅ Ruijie Meng
[ OpenReview] 
Poster
None
Position: Sycophancy is an Educational Safety Risk: Why LLM Tutors Need Sycophancy Benchmarks
Enkelejda Kasneci ⋅ Gjergji Kasneci
[ OpenReview] 
Poster
None
Position: Knowing Isn’t Understanding: Re-grounding Generative Proactivity with Epistemic and Behavioral Insight
Kirandeep Kaur ⋅ Xingda Lyu ⋅ Chirag Shah
[ OpenReview] 
Poster
None
Position: Responsible Practices and Model Performance are Not Competing Goals
Resmi Ramachandranpillai ⋅ Thulasi Tholeti ⋅ Tomo Lazovich ⋅ Ricardo Baeza-Yates
[ OpenReview] 
Poster
None
Position: Express Your Doubts — Probabilistic World Modeling Should not be Based on Token *logprobs*
Eitan Wagner ⋅ Omri Abend
[ OpenReview] 
Poster
None
Position: We Need AI Efficiency Incentives for Accessibility and Sustainability
Marco Bornstein ⋅ Amrit Singh Bedi
[ OpenReview] 
Poster
None
Position: Vector Prompt Interfaces Should Be Exposed to Enable Customization of Large Language Models
Liangwei Yang ⋅ Shiyu Wang ⋅ Haolin Chen ⋅ Rithesh Murthy ⋅ Ming Zhu ⋅ Jielin Qiu ⋅ Zixiang Chen ⋅ Juntao Tan ⋅ Jianguo Zhang ⋅ Zhiwei Liu ⋅ Wenting Zhao ⋅ Silvio Savarese ⋅ Caiming Xiong ⋅ Huan Wang ⋅ Shelby Heinecke
[ OpenReview] 
Poster
None
Position: Generative Models Erode Temporal Learning Through Market Selection
Wenjun Cao
[ OpenReview] 
Poster
None
Position: AGI Requires a Coordination Layer on Top of Pattern Repositories
Edward Chang
[ OpenReview] 
Poster
None
LiMuon: Light and Fast Muon Optimizer for Large Models
Feihu Huang ⋅ Yuning Luo ⋅ Songcan Chen
[ OpenReview] 
Poster
None
Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems
Rishi Sharma ⋅ Martijn de Vos ⋅ Pradyumna Chari ⋅ Ramesh Raskar ⋅ Anne-Marie Kermarrec
[ OpenReview] 
Poster
None
Position: Good Embodied Reward Models Need Bad Behavior Data
Thomas Tian ⋅ Yilin Wu ⋅ Andrea Bajcsy
[ OpenReview] 
Poster
None
Position: Generative Distributional Integrity against Backdoor Attacks
Shuaibiao Han ⋅ Ruiyang Ni ⋅ Zhiguo Yang ⋅ Changlong Li ⋅ Perley Xu ⋅ Wenjie Ruan
[ OpenReview] 
Poster
None
CLIMB: Taming the LoRA Residency Cliff in Multi-LoRA Serving
Haoran Zhang ⋅ Zhiyu Liang ⋅ ZUO Decheng ⋅ Hongzhi Wang
[ OpenReview] 
Poster
None
PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
Teddy Koker ⋅ Abhijeet Gangan ⋅ Mit Kotak ⋅ Jaime Marian ⋅ Tess Smidt
[ OpenReview] 
Poster
None
Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components
Ling Zhan ⋅ Xiaoyao Yu ⋅ Tao Jia
[ OpenReview] 
Poster
None
Deterministic Component Mining for Multi-framework UI2Code Generation
Zixiong Yang ⋅ Linxiao Li ⋅ Jiaye Lin ⋅ Binrui Wu ⋅ Xiaoyu Kang ⋅ Jiechao Gao
[ OpenReview] 
Poster
None
Game-Theoretic Co-Evolution for LLM-Based Heuristic Discovery
Xinyi Ke ⋅ Kai Li ⋅ Junliang Xing ⋅ Yifan Zhang ⋅ Jian Cheng
[ OpenReview] 
Poster
None
Bridging RGB and RAW: Single-step Deterministic Flow with Homogeneous Aligned Guidance
迪东 风 ⋅ Peiyi Zeng ⋅ Zhen Liu ⋅ Zhongyang Li ⋅ Bing Zeng ⋅ Shuaicheng Liu
[ OpenReview] 
Poster
None
TarGATE: Target-Aware Data Selection via Token-Attenuation Gates
Xiandi Luo ⋅ Shiwei Li ⋅ Haozhao Wang ⋅ Yihao Ouyang ⋅ Zhuoqi Hu ⋅ Yichen Li ⋅ Xiao Yang ⋅ Huning Liu ⋅ Ruixuan Li
[ OpenReview] 
Poster
None
MADE: Benchmark Environments for Closed-Loop Materials Discovery
Shreshth Malik ⋅ Tiarnan Doherty ⋅ Panagiotis Tigas ⋅ Muhammed Razzak ⋅ Stephen Roberts ⋅ Aron Walsh ⋅ Yarin Gal
[ OpenReview] 
Poster
None
Lower Complexity Bounds for Nonconvex-Strongly-Convex Bilevel Optimization with First-Order Oracles
Kaiyi Ji
[ OpenReview] 
Poster
None
Steering Out-of-Distribution Generalization with Concept Ablation Fine-Tuning
Helena Casademunt ⋅ Caden Juang ⋅ Adam Karvonen ⋅ Samuel Marks ⋅ Senthooran Rajamanoharan ⋅ Neel Nanda
[ OpenReview] 
Poster
None
Low-dimensional topology of deep neural networks
Junyu Ren ⋅ Lek-Heng Lim
[ OpenReview] 
Poster
None
SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale
Ibragim Badertdinov ⋅ Maksim Nekrashevich ⋅ Anton Shevtsov ⋅ Aleksandr Golubev
[ OpenReview] 
Poster
None
Scaling Laws in Model Fine-tuning for Audio DeepFake Detection
Xiang Li ⋅ Pin-Yu Chen ⋅ Wenqi Wei
[ OpenReview] 
Poster
None
LayerT2V: A Unified Multi-Layer Video Generation Framework
Guangzhao Li ⋅ Kangrui Cen ⋅ Baixuan Zhao ⋅ Yi Xin ⋅ Siqi Luo ⋅ Guangtao Zhai ⋅ Lei Zhang ⋅ Xiaohong Liu
[ OpenReview] 
Poster
None
Distributional Inverse Reinforcement Learning
Feiyang Wu ⋅ Ye Zhao ⋅ Anqi Wu
[ OpenReview] 
Poster
None
Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use
Kunvar Thaman
[ OpenReview] 
Poster
None
Stem: Rethinking Causal Information Flow in Sparse Attention
Lin Niu ⋅ Xin Luo ⋅ LinchuanXie ⋅ Yifu Sun ⋅ Guanghua Yu ⋅ Jianchen Zhu ⋅ S Kevin Zhou
[ OpenReview] 
Poster
None
d2: Improved Techniques for Training Reasoning Diffusion Language Models
Guanghan Wang ⋅ Gilad Turok ⋅ Yair Schiff ⋅ Marianne Arriola ⋅ Volodymyr Kuleshov
[ OpenReview] 
Poster
None
Belief Dynamics Reveal the Dual Nature of In-Context Learning and Activation Steering
Eric Bigelow ⋅ Daniel Wurgaft ⋅ YingQiao Wang ⋅ Hidenori Tanaka ⋅ Tomer Ullman ⋅ Noah Goodman ⋅ Ekdeep Singh Lubana
[ OpenReview] 
Poster
None
Rethinking Neural Network Learning Rates: A Stackelberg Perspective
Sihan Zeng ⋅ Sujay Bhatt ⋅ Sumitra Ganesh
[ OpenReview] 
Poster
None
Multi-Objective Learning for Diffusion Models: A Statistical Theory under Semi-Supervised Learning
Ziheng Cheng ⋅ Yixiao Huang ⋅ Hanlin Zhu ⋅ Haoran Geng ⋅ Somayeh Sojoudi ⋅ Jitendra Malik ⋅ Pieter Abbeel ⋅ Xin Guo
[ OpenReview] 
Poster
None
The Perception–Physics Paradox: Probing Scientific Alignment with TC-Atlas
Dingling Yao ⋅ Andrea Polesello ⋅ Adeel Pervez ⋅ Caroline Muller ⋅ Francesco Locatello
[ OpenReview] 
Poster
None
Expressivity-Efficiency Tradeoffs for Hybrid Sequence Models
John Cooper ⋅ Mingchen Ma ⋅ Ilias Diakonikolas ⋅ Frederic Sala
[ OpenReview] 
Poster
None
ScoreMatchingRiesz: Score Matching for Debiased Machine Learning and Policy Path Estimation
Masahiro Kato
[ OpenReview] 
Poster
None
TABX: A High-Throughput Sandbox Battle Simulator for Multi-Agent Reinforcement Learning
Hayeong Lee ⋅ JunHyeok Oh ⋅ Byung-Jun Lee
[ OpenReview] 
Poster
None
Dynamics and representation structure of local approximations to gradient-based learning in linear recurrent neural networks
Ezekiel Williams ⋅ Alexandre Payeur ⋅ Guillaume Lajoie
[ OpenReview] 
Poster
None
RubricRobustness: A Simple Framework for Evaluating the Robustness of Rubrics-Based Benchmarks
Manasi Sharma
[ OpenReview] 
Poster
None
GAAVI: Global Asymptotic Anytime Valid Inference for the Conditional Mean Function
Brian Cho ⋅ Raaz Dwivedi ⋅ Nathan Kallus
[ OpenReview] 
Poster
None
A Theory of How Pretraining Shapes Inductive Bias in Fine-Tuning
Nicolas Anguita ⋅ Francesco Locatello ⋅ Andrew Saxe ⋅ Marco Mondelli ⋅ Flavia Mancini ⋅ Samuel Lippl ⋅ Clémentine Dominé
[ OpenReview] 
Poster
None
OC-space: a Unifying Perspective on Verification of Tree Ensembles
Timo Martens ⋅ Laurens Devos ⋅ Lorenzo Cascioli ⋅ Wannes Meert ⋅ Hendrik Blockeel ⋅ Jesse Davis
[ OpenReview] 
Poster
None
Universal Learning of Nonlinear Dynamics
Evan Dogariu ⋅ Anand Brahmbhatt ⋅ Elad Hazan
[ OpenReview] 
Poster
None
From Generative to Episodic: Sample-Efficient Replicable RL
Max Hopkins ⋅ Sihan Liu ⋅ Christopher Ye ⋅ Yuichi Yoshida
[ OpenReview] 
Poster
None
Natural Language Actor–Critic Is Bilevel: Learning to Reason with Textual Feedback
Utsav Singh ⋅ Sidhaarth Murali ⋅ Souradip Chakraborty ⋅ Amrit Singh Bedi
[ OpenReview] 
Poster
None
Recurrent Equivariant Constraint Modulation: Learning Per-Layer Symmetry Relaxation from Data
Stefanos Pertigkiozoglou ⋅ Mircea Petrache ⋅ Shubhendu Trivedi ⋅ Kostas Daniilidis
[ OpenReview] 
Poster
None
Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
David Chanin ⋅ Adrià Garriga-Alonso
[ OpenReview] 
Poster
None
Effective Reasoning Chains Reduce Intrinsic Dimensionality
Archiki Prasad ⋅ Mandar Joshi ⋅ Kenton Lee ⋅ Mohit Bansal ⋅ Peter Shaw
[ OpenReview] 
Poster
None
NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
Jing Yang ⋅ Jusheng Zhang ⋅ Keze Wang
[ OpenReview] 
Poster
None
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
Yoshihiro Maruyama
[ OpenReview] 
Poster
None
Deep Single-Index Fréchet Regression
MUQING CUI ⋅ Yidong Zhou ⋅ Su Iao ⋅ Hans-Georg Müller
[ OpenReview] 
Poster
None
Synergistic Intra- and Cross-Layer Regularization Losses for MoE Expert Specialization
Rizhen Hu ⋅ Yuan Cao ⋅ Boao Kong ⋅ Mou Sun ⋅ Kun Yuan
[ OpenReview] 
Poster
None
Collaborative Threshold Watermarking
Tameem Bakr ⋅ Anish Ambreth ⋅ Nils Lukas
[ OpenReview] 
Poster
None
Multi-Round Human–AI Collaboration with User-Specified Requirements
Sima Noorani ⋅ Shayan Kiyani ⋅ Hamed Hassani ⋅ George Pappas
[ OpenReview] 
Poster
None
Dense associative memory for Gaussian distributions
Chandan Tankala ⋅ Krishna Balasubramanian
[ OpenReview] 
Poster
None
From Individual Calibration to Reliable Classifiers: ALD Parameterization with mPAIC Guarantees
Deming Sheng ⋅ Ricardo Henao
[ OpenReview] 
Poster
None
Higher-Order Certified Robustness for Regression
Jie Zhang ⋅ Natalie Frank
[ OpenReview] 
Poster
None
Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression
Paul Saegert ⋅ Ullrich Koethe
[ OpenReview] 
Poster
None
Align Forward, Adapt Backward: Closing the Discretization Gap in Logic Gate Networks
Youngsung Kim
[ OpenReview] 
Poster
None
Beyond Gemini-3-Pro: Revisiting LLM Routing and Aggregation at Scale
Shengji Tang ⋅ Weihao Lin ⋅ Peng Ye ⋅ Jingqi Ye ⋅ Hao Li ⋅ Yiqun Zhang ⋅ Xiaosong Wang ⋅ Bo Zhang ⋅ Shuyue Hu ⋅ Tao Chen ⋅ LEI BAI ⋅ Wanli Ouyang
[ OpenReview] 
Poster
None
mmBERT: A Modern Multilingual Encoder with Annealed Language Learning
Marc Marone ⋅ Orion Weller ⋅ William Fleshman ⋅ Eugene Yang ⋅ Dawn Lawrie ⋅ Benjamin Van Durme
[ OpenReview] 
Poster
None
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
Shaolei Zhang ⋅ Ju Fan ⋅ Meihao Fan ⋅ Yizhe Liu ⋅ Yuxin Zhang ⋅ Xiaoyong Du
[ OpenReview] 
Poster
None
GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
Karthik Somayaji NS ⋅ Yuxuan Yin ⋅ Peng Li
[ OpenReview] 
Poster
None
Set Diffusion: Interpolating Token Orderings between Autoregression and Diffusion for Fast and Flexible Decoding
Marianne Arriola ⋅ Volodymyr Kuleshov
[ OpenReview] 
Poster
None
Multi-Agent Reinforcement Learning with Submodular Reward
Wenjing Chen ⋅ Chengyuan Qian ⋅ Shuo Xing ⋅ Yi Zhou ⋅ Victoria Crawford
[ OpenReview] 
Poster
None
Approximate Equivariance via Projection-Based Regularisation
Torben Berndt ⋅ Jan Stuehmer
[ OpenReview] 
Poster
None
Convergent World Representations and Divergent Tasks
Core Francisco Park
[ OpenReview] 
Poster
None
A Studentized Spherical Harmonics–Based Nonparametric Two-Sample Test for Compositional and Directional Data
Binglin Li ⋅ Matthew Reed ⋅ Seong-Tae Kim
[ OpenReview] 
Poster
None
Learning-augmented Rent-or-Buy with a Sample
Davidson Zhu ⋅ Sreenivas Gollapudi ⋅ Debmalya Panigrahi
[ OpenReview] 
Poster
None
Return of Frustratingly Easy Unsupervised Video Domain Adaptation
Pengfei Wei ⋅ Yiqun Sun ⋅ Zhiqiang Xu ⋅ Yiping Ke ⋅ Lawrence Hsieh
[ OpenReview] 
Poster
None
Clipping Low-Probability Tokens in SFT Yields a Generalizable Initialization for RL
Tian-Shuo Liu ⋅ Chengxing Jia ⋅ Haoyu Liu ⋅ Pengyuan Wang ⋅ Shiyuan Zhang ⋅ Jie Fu ⋅ Yang Yu
[ OpenReview] 
Poster
None
A Time-Reparameterized Cumulative Intensity Extrapolation Sampler for Discrete Flow Matching
Feiyang Fu ⋅ Hehe Fan
[ OpenReview] 
Poster
None
Flow Sampling : Learning to Sample from Unnormalized Densities via Denoising Conditional Processes
Aaron Havens ⋅ Brian Karrer ⋅ Neta Shaul
[ OpenReview] 
Poster
None
EasyBalance: Cross-Layer Load Balancing in Distributed MoE Inference
Yize Wu ⋅ KE GAO ⋅ Ling Li ⋅ Yanjun Wu
[ OpenReview] 
Poster
None
Can vision language models learn intuitive physics from interaction?
Luca M. Schulze Buschoff ⋅ Konstantinos Voudouris ⋅ Can Demircan ⋅ Eric Schulz
[ OpenReview] 
Poster
None
Evaluating and Rewarding LALMs for Expressive Role-Play TTS via Mean Continuation Log-Probability
Yong Ren ⋅ Jingbei Li ⋅ Haiyang Sun ⋅ Yujie Chen ⋅ Cheng Yi ⋅ Yechang Huang ⋅ Hao Gu ⋅ Ye Bai ⋅ Xuerui Yang
[ OpenReview] 
Poster
None
What Does Thompson Sampling Optimize?
Yanlin Qu ⋅ Hongseok Namkoong ⋅ Assaf Zeevi
[ OpenReview] 
Poster
None
Steer Where It Matters: Token-Level Visual-Sensitivity Steering for LVLMs Hallucination Mitigation
ruipeng zhang ⋅ Zhihao Li ⋅ C.L.Philip Chen ⋅ Tong Zhang
[ OpenReview] 
Poster
None
Beyond Policy Training: Recursive Solution Search from Unannotated Videos
Lipeng Wan ⋅ Jianhui Gu ⋅ Junjie Ma ⋅ Anbang Wang ⋅ Xuguang Lan
[ OpenReview] 
Poster
None
Lions and Muons: Optimization via Stochastic Frank-Wolfe
Maria-Eleni Sfyraki ⋅ Jun-Kun Wang
[ OpenReview] 
Poster
None
High-accuracy and dimension-free sampling with diffusions
Khashayar Gatmiry ⋅ Sitan Chen ⋅ Adil Salim
[ OpenReview] 
Poster
None
Error Amplification Limits ANN-to-SNN Conversion in Continuous Control
Zijie Xu ⋅ Zihan Huang ⋅ Yiting Dong ⋅ Kang Chen ⋅ Wenxuan Liu ⋅ Zhaofei Yu
[ OpenReview] 
Poster
None
An Embarrasingly Simple Way to Optimize Orthogonal Matrices at Scale
Adrián Javaloy ⋅ Antonio Vergari
[ OpenReview] 
Poster
None
Bregman meets Lévy: Stochastic Mirror Descent with Heavy-Tailed Noise in Continuous and Discrete Time
Pierre-Louis Cauvin ⋅ Panayotis Mertikopoulos
[ OpenReview] 
Poster
None
Local Mechanisms of Compositional Generalization
Arwen Bradley
[ OpenReview] 
Poster
None
Detecting the Semantic Fixed Point: A Geometric Framework for Efficient Inference
Jiawei Gu ⋅ Ziyue Qiao ⋅ Xiao Luo
[ OpenReview] 
Poster
None
Don't Ignore the Tail: Decoupling top-K Probabilities for Efficient Language Model Distillation
Sayantan Dasgupta ⋅ Trevor Cohn ⋅ Tim Baldwin
[ OpenReview] 
Poster
None
Transport Clustering: Solving Low-Rank Optimal Transport via Clustering
Henri Schmidt ⋅ Peter Halmos ⋅ Benjamin Raphael
[ OpenReview] 
Poster
None
Personalized Additive Modeling for Multi-level Federated Learning
Shutong Chen ⋅ Tianyi Zhou ⋅ Guodong Long ⋅ Jie Ma ⋅ Jing Jiang ⋅ Chengqi Zhang
[ OpenReview] 
Poster
None
Generalization of Gibbs and Langevin Monte Carlo Algorithms in the Interpolation Regime
Andreas Maurer ⋅ Erfan Mirzaei ⋅ Massimiliano Pontil
[ OpenReview] 
Poster
None
Trifuse: Enhancing Attention-Based GUI Grounding via Multimodal Fusion
Longhui Ma ⋅ Di Zhao ⋅ Siwei Wang ⋅ Zhao Lv ⋅ Miao Wang
[ OpenReview] 
Poster
None
cuRegOT: A GPU-Accelerated Solver for Entropic-Regularized Optimal Transport
Yixuan Qiu
[ OpenReview] 
Poster
None
Global Directional Priors with Local Statistical Validation for Scalable Causal Discovery
Wei Yuan ⋅ Zixuan Shao ⋅ Shuhui Wang
[ OpenReview] 
Poster
None
Rectified LpJEPA: Joint-Embedding Predictive Architectures with Sparse and Maximum-Entropy Representations
Yilun Kuang ⋅ Yash Dagade ⋅ Tim G. J. Rudner ⋅ Randall Balestriero ⋅ Yann LeCun
[ OpenReview] 
Poster
None
Training Deep Spiking Neural Networks without Normalization
Xinyu Shi ⋅ Zhaofei Yu
[ OpenReview] 
Poster
None
MET-Bench: Multimodal Entity Tracking for Evaluating the Limitations of Vision-Language and Reasoning Models
Vanya Cohen ⋅ Ray Mooney
[ OpenReview] 
Poster
None
Stochastic Neural Ray Tracing for Radio Frequency Channel Modeling
Yinyan Bu ⋅ Jiajie Yu ⋅ Xingyu Chen ⋅ Bo Wen ⋅ Xinyu Zhang ⋅ Piya Pal
[ OpenReview] 
Poster
None
How high is ‘high’? Rethinking the roles of dimensionality in topological data analysis and manifold learning
Hannah Sansford ⋅ Nick Whiteley ⋅ Patrick Rubin-Delanchy
[ OpenReview] 
Poster
None
Motion Planning in Compressed Representation Spaces
Lukas Lao Beyer ⋅ Sertac Karaman
[ OpenReview] 
Poster
None
What Does Preference Learning Recover from Pairwise Comparison Data?
Rattana Pukdee ⋅ Nina Balcan ⋅ Pradeep Ravikumar
[ OpenReview] 
Poster
None
Improved Algorithms for Nash Welfare in Linear Bandits
Dhruv Sarkar ⋅ Nishant Pandey ⋅ Sayak Ray Chowdhury
[ OpenReview] 
Poster
None
effGen: Enabling Small Language Models as Capable Autonomous Agents
Gaurav Srivastava ⋅ Aafiya Hussain ⋅ Chi Wang ⋅ Yingyan (Celine) Lin ⋅ Xuan Wang
[ OpenReview] 
Poster
None
Training-Free Distribution Adaptation for Diffusion Models via Maximum Mean Discrepancy Guidance
Matina Mahdizadeh Sani ⋅ Nima Jamali ⋅ Mohammad Jalali ⋅ Farzan Farnia
[ OpenReview] 
Poster
None
Beyond Additive Decompositions: Interpretability Through Separability
Jinyang Liu ⋅ Munir Hiabu
[ OpenReview] 
Poster
None
What Does Flow-Matching Bring to TD-Learning?
Bhavya Agrawalla ⋅ Michal Nauman ⋅ Aviral Kumar
[ OpenReview] 
Poster
None
Learning syntax without semantics: Disentangled tiny language models
Ezra Winston ⋅ Zico Kolter
[ OpenReview] 
Poster
None
Propose, Solve, Verify: Self-Play Through Formal Verification
Alex Wilf ⋅ Pranjal Aggarwal ⋅ Bryan Parno ⋅ Daniel Fried ⋅ Louis-Philippe Morency ⋅ Paul Pu Liang ⋅ Sean Welleck
[ OpenReview] 
Poster
None
Decomposing Out-of-Distribution Error in Conditional Flow Matching via Wasserstein Geometry
Long HC Pham
[ OpenReview] 
Poster
None
Outcome-Based Rewards Do Not Guarantee Faithful and Verifiable Reasoning
Qinan Yu ⋅ Alexa Tartaglini ⋅ Peter Hase ⋅ Carlos Guestrin ⋅ Christopher Potts
[ OpenReview] 
Poster
None
Expected Return Causes Outcome-Level Mode Collapse in Reinforcement Learning and How to Fix It with Inverse Probability Scaling
Abhijeet Sinha ⋅ Sundari Elango ⋅ Dianbo Liu
[ OpenReview] 
Poster
None
Dual-Stream Diffusion for World-Model Augmented Vision-Language-Action Model
John Won ⋅ Kyungmin Lee ⋅ Huiwon Jang ⋅ Dongyoung Kim ⋅ Jinwoo Shin
[ OpenReview] 
Poster
None
BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning
yuxiang xu ⋅ Rundong He ⋅ Zhiyuan Yan ⋅ Yicong Dong ⋅ Zhongyi Han ⋅ Xiaoyan Wang ⋅ Yilong Yin
[ OpenReview] 
Poster
None
Normalizing Flows with Iterative Denoising
Tianrong Chen ⋅ Jiatao Gu ⋅ David Berthelot ⋅ Joshua M Susskind ⋅ Shuangfei Zhai
[ OpenReview] 
Poster
None
Neural Collapse by Design: Learning Class Prototypes on the Hypersphere
Panagiotis Koromilas ⋅ Theodoros Giannakopoulos ⋅ Mihalis Nicolaou ⋅ Yannis Panagakis
[ OpenReview] 
Poster
None
Expectation Alignment of Language Models for Real-World User Expectations
Miaomiao Li ⋅ Yang Wang ⋅ Bin Liang ⋅ Shudong Liu ⋅ Zhiwei Zhang ⋅ Kam-Fai Wong
[ OpenReview] 
Poster
None
Boosting Monocular Metric Depth Estimation via Bokeh Rendering
Hangwei Zhang ⋅ Armando Fortes ⋅ Tianyi Wei ⋅ Xingang Pan
[ OpenReview] 
Poster
None
OServe: Accelerating LLM Serving via Spatial-Temporal Workload Orchestration
Youhe Jiang ⋅ Fangcheng Fu ⋅ Taiyi Wang ⋅ Guoliang HE ⋅ Eiko Yoneki
[ OpenReview] 
Poster
None
Magnitude Distance: A Geometric Measure of Dataset Similarity
Sahel Torkamani ⋅ Henry Gouk ⋅ Rik Sarkar
[ OpenReview] 
Poster
None
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text
Ximing Lu ⋅ David Acuna ⋅ Jaehun Jung ⋅ Jian Hu ⋅ Di Zhang ⋅ Shizhe Diao ⋅ Yunheng Zou ⋅ Shaokun Zhang ⋅ Brandon Cui ⋅ Mingjie Liu ⋅ Hyunwoo Kim ⋅ Prithviraj Ammanabrolu ⋅ Jan Kautz ⋅ Yi Dong ⋅ Yejin Choi
[ OpenReview] 
Poster
None
Near-Optimal Convergence of Accelerated Gradient Methods under Generalized and $(L_0,L_1)$-Smoothness
Alexander Tyurin
[ OpenReview] 
Poster
None
Geometry-Aware Tabular Diffusion
David Zagardo
[ OpenReview] 
Poster
None
Accelerated Dual Method for Distributed Optimization: An Inexact-Gradient View of Local Updates
Junchi YANG ⋅ Ziyang Zeng ⋅ Linxuan Pan ⋅ Murat Yildirim ⋅ Feng Qiu
[ OpenReview] 
Poster
None
Shuffle the Context: RoPE-Perturbed Self-Distillation for Long-Context Adaptation
Zichong Li ⋅ Chen Liang ⋅ Liliang Ren ⋅ Tuo Zhao ⋅ Yelong Shen ⋅ Weizhu Chen
[ OpenReview] 
Poster
None
Predictable Compression Failures: Order Sensitivity and Information Budgeting for Evidence-Grounded Binary Adjudication
Leon Chlon ⋅ Ahmed Karim ⋅ MarcAntonio Awada
[ OpenReview] 
Poster
None
Optimal Bayesian Stopping for Efficient Inference of Consistent LLM Answers
Jingkai Huang ⋅ Will Ma ⋅ Zhengyuan Zhou
[ OpenReview] 
Poster
None
Rank-Aware Spectral Bounds on Attention Logits for Stable Low-Precision Training
Seyed Morteza Emadi
[ OpenReview] 
Poster
None
Graph Rewiring based on Flow Alignment for Improving Fluid Simulation
Zenong Li ⋅ Wei Xian Lim ⋅ Wai Lee Chan ⋅ Adams Wai Kin Kong
[ OpenReview] 
Poster
None
The Crowded Embedding Space: A Mean-Field Mechanism for Emergent Marginalization in Retrieval-Augmented Agents
Shwan Ashrafi ⋅ Dan Roth
[ OpenReview] 
Poster
None
PretrainZero: Reinforcement Active Pretraining
Xingrun Xing ⋅ Zhiyuan Fan ⋅ Jie Lou ⋅ Guoqi Li ⋅ Jiajun Zhang ⋅ Debing Zhang
[ OpenReview] 
Poster
None
Model-Based Diffusion Sampling for Predictive Control in Offline Decision Making
Haldun Balim ⋅ Na Li ⋅ Yilun Du
[ OpenReview] 
Poster
None
Factorized Scheduling Principle: Learning Interpretable and Transferable Policies via Structured Additive Functions
Hong Je-Gal ⋅ Hyun-Suk Lee
[ OpenReview] 
Poster
None
ZeroDiff: Zero-Shot Time Series Reconstruction via Informed-Prior Diffusion
Yingda Fan ⋅ Dan Lu ⋅ Xiaowei Jia
[ OpenReview] 
Poster
None
Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction
Hongkun Dou ⋅ Zike Chen ⋅ fengji Li ⋅ Hongjue Li ⋅ Yue Deng
[ OpenReview] 
Poster
None
Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation
Alexander Shabalin ⋅ Viacheslav Meshchaninov ⋅ Dmitry Vetrov
[ OpenReview] 
Poster
None
Adaptive Code Watermarking Through Reinforcement Learning
Zhimeng Guo ⋅ Huaisheng Zhu ⋅ Siyuan Xu ⋅ Hangfan Zhang ⋅ Teng Xiao ⋅ Minhao Cheng
[ OpenReview] 
Poster
None
Cerebellar-Inspired Residual Control for Fault Recovery: From Inference-Time Adaptation to Structural Consolidation
Nethmi Jayasinghe ⋅ Diana Gontero ⋅ Spencer Brown ⋅ Vinod Sangwan ⋅ Mark Hersam ⋅ Amit Trivedi
[ OpenReview] 
Poster
None
Subgroup Discovery with the Cox Model
Zachary Izzo ⋅ Iain Melvin
[ OpenReview] 
Poster
None
MoSSP: A Momentum-Based Single-Loop Stochastic Penalty Method for Nonconvex Constrained DC Optimization
Luxuan Li ⋅ Xiao Wang ⋅ Chunfeng Cui
[ OpenReview] 
Poster
None
GLARE: Scalable Neuro-Symbolic Reward Shaping for LLM Agents via Group-Level Automata
Jingyuan Yan ⋅ Qingchen Liu ⋅ Qichao Ma ⋅ Jiahu Qin
[ OpenReview] 
Poster
None
FPTQuant: Function-Preserving Transforms for LLM Quantization
Boris van Breugel ⋅ Yelysei Bondarenko ⋅ Paul Whatmough ⋅ Markus Nagel
[ OpenReview] 
Poster
None
Extending Fair Null-Space Projections for Continuous Attributes to Kernel Methods
Felix Störck ⋅ Fabian Hinder ⋅ CITEC Barbara Hammer
[ OpenReview] 
Poster
None
CANDI: Hybrid Discrete-Continuous Diffusion Models
Patrick Pynadath ⋅ Jiaxin Shi ⋅ Ruqi Zhang
[ OpenReview] 
Break
Mon Jul 06 08:30 AM -- 09:30 AM (KST) None
Coffee Break
Break
Mon Jul 06 12:00 PM -- 01:00 PM (KST) None
Lunch
Break
Mon Jul 06 03:30 PM -- 04:30 PM (KST) None
Coffee Break
Affinity Event
Tue Jul 07 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S300 None
LatinX in AI Workshop
Ana Maria Quintero-Ossa ⋅ Jesus Solano ⋅ Mateo Espinosa Zarlenga ⋅ Walter Mayor ⋅ Laura Montoya
[ OpenReview] 
Invited Talk
Tue Jul 07 08:30 AM -- 09:30 AM (KST) @ HALL C None
Towards AI Agents In the Real World
Pascale FUNG
Break
Tue Jul 07 09:30 AM -- 10:30 AM (KST) None
Coffee Break
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1A
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1B
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1C
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1D
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1E
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1F
Oral Session
Tue Jul 07 10:00 AM -- 11:00 AM (KST) None
Oral Session 1G
Poster Session
Tue Jul 07 10:30 AM -- 12:15 PM (KST) None
Poster Session 1
Break
Tue Jul 07 12:00 PM -- 01:30 PM (KST) None
Lunch
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2A
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2B
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2C
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2D
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2E
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2F
Oral Session
Tue Jul 07 01:30 PM -- 02:30 PM (KST) None
Oral Session 2G
Poster Session
Tue Jul 07 02:00 PM -- 03:45 PM (KST) None
Poster Session 2
Break
Tue Jul 07 03:00 PM -- 04:00 PM (KST) None
Coffee Break
Invited Talk
Tue Jul 07 04:00 PM -- 05:00 PM (KST) @ HALL C None
Causal Inference with Transformer Models
Susan Athey
Remarks
Tue Jul 07 05:00 PM -- 05:30 PM (KST) @ HALL C None
Welcome Remarks
Reception
Tue Jul 07 05:30 PM -- 07:00 PM (KST) None
Welcome Reception
Affinity Event
Wed Jul 08 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E1 - E4 None
WiML Symposium at ICML 2026
Irene Ballester Campos ⋅ Mandana Samiei ⋅ Minseon Kim
[ OpenReview] 
Invited Talk
Wed Jul 08 08:30 AM -- 09:30 AM (KST) @ HALL C None
How Far Can Quadratics Take Us? Lessons for LLM Pretraining
Break
Wed Jul 08 09:30 AM -- 10:30 AM (KST) None
Coffee Break
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3A
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3B
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3C
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3D
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3E
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3F
Oral Session
Wed Jul 08 10:00 AM -- 11:00 AM (KST) None
Oral Session 3G
Poster Session
Wed Jul 08 10:30 AM -- 12:15 PM (KST) None
Poster Session 3
Break
Wed Jul 08 12:00 PM -- 01:30 PM (KST) None
Lunch
Invited Talk
Wed Jul 08 01:30 PM -- 02:30 PM (KST) @ HALL C None
Lab-in-the-Loop for Drug R&D with AI
Aviv Regev
Poster Session
Wed Jul 08 02:30 PM -- 04:15 PM (KST) None
Poster Session 4
Test Of Time
Wed Jul 08 02:30 PM -- 03:00 PM (KST) @ HALL C None
Test of Time
Break
Wed Jul 08 03:00 PM -- 04:00 PM (KST) None
Coffee Break
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4A
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4B
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4C
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4D
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4E
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4F
Oral Session
Wed Jul 08 04:00 PM -- 05:00 PM (KST) None
Oral Session 4G
Poster Session
Wed Jul 08 05:00 PM -- 06:45 PM (KST) None
Poster Session 5
Poster
Wed Jul 08 07:00 PM -- 09:00 PM (KST) @ Coex: HALL A None
WiML, Muslims in ML, LatinX Poster Session
Affinity Event
Thu Jul 09 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S300 None
The 6th Muslims in ML (MusIML) Workshop
Ehsaneddin Asgari ⋅ Shaokai Yang
[ OpenReview] 
Affinity Event
Thu Jul 09 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E1 - E4 None
GlobalSouthML @ ICML 2026
Akila Hewa Thondilege ⋅ Sandareka Wickramanayake ⋅ Tushar Shinde
[ OpenReview] 
Invited Talk
Thu Jul 09 08:30 AM -- 09:30 AM (KST) @ HALL C None
Normative alignment: A new paradigm for principled autonomous agents
Verena Rieser
Break
Thu Jul 09 09:30 AM -- 10:30 AM (KST) None
Coffee Break
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5A
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5B
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5C
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5D
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5E
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5F
Oral Session
Thu Jul 09 10:00 AM -- 11:00 AM (KST) None
Oral Session 5G
Poster Session
Thu Jul 09 10:30 AM -- 12:15 PM (KST) None
Poster Session 6
Break
Thu Jul 09 12:00 PM -- 01:30 PM (KST) None
Lunch
Invited Talk
Thu Jul 09 01:30 PM -- 02:30 PM (KST) @ HALL C None
What will be left for us to work on?
Arvind Narayanan
Poster Session
Thu Jul 09 02:30 PM -- 04:15 PM (KST) None
Poster Session 7
Town Hall
Thu Jul 09 02:30 PM -- 03:30 PM (KST) @ HALL C None
Town Hall
Break
Thu Jul 09 03:00 PM -- 04:00 PM (KST) None
Coffee Break
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6A
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6B
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6C
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6D
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6E
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6F
Oral Session
Thu Jul 09 04:00 PM -- 05:00 PM (KST) None
Oral Session 6G
Poster Session
Thu Jul 09 05:00 PM -- 06:45 PM (KST) None
Poster Session 8
Affinity Poster Session
Thu Jul 09 07:00 PM -- 09:00 PM (KST) @ Coex: HALL A None
GlobalSouthML Poster Session
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 203 None
Second Workshop of AI4NextG: AI and ML for Next-Generation Wireless
Cong Shen ⋅ Yang Li
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 104-105 None
Failure Modes in Agentic AI: Reproducible Triggers, Trace Diagnostics, and Verified Fixes
Manling Li ⋅ Zihan (Zenus) Wang
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S327 None
Continual Adaptation at Scale: Towards Sustainable AI
Ghada Sokar ⋅ Gintare Karolina Dziugaite ⋅ Mohammad Emtiyaz Khan ⋅ Rupam Mahmood ⋅ Martin Mundt ⋅ Daniel Marczak
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ AUDITORIUM None
AI as a Tool for Mathematics, Computer Science, and Machine Learning
Dmitriy Drusvyatskiy ⋅ Mikhail Belkin ⋅ Edgar Dobriban ⋅ Fanny Yang
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S318 None
Foundations of Deep Generative Models: Understanding Memorization, Generalization, and Reasoning
Wei Huang ⋅ Renyuan Xu ⋅ Qing Qu ⋅ Valentin De Bortoli ⋅ Molei Tao ⋅ John Vastola ⋅ Peng Wang ⋅ Xiao Li
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S300 None
AI for Law Workshop
Yu Fan ⋅ Fabio Fehr ⋅ Aniket Kesari ⋅ Julian Nyarko ⋅ Hai Park ⋅ Yang Tian ⋅ Frederike Zufall ⋅ Robert Mahari
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 101-102 None
RLxF: RL from World Feedback
Shao-Hua Sun ⋅ Xingyou Song
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 201 None
SCALE: SCALABLE LEARNING AND OPTIMIZATION FOR EFFICIENT MULTIMODAL AI AGENTS
Souvik Kundu ⋅ Digbalay Bose ⋅ Sayan Nag ⋅ Jaehong Yoon ⋅ Manling Li ⋅ Hongyi Wang ⋅ Lanqing Guo ⋅ Sanjoy Chowdhury ⋅ Brian Nettleton
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E5 - E6 None
The 2nd Workshop on Epistemic Intelligence in Machine Learning: Learning under Unknown Unknowns for Real-world Impact
Siu Lun Chau ⋅ Shireen Kudukkil Manchingal
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S308 None
Graph Foundation Models: A New Era for Graph Machine Learning
Charilaos Kanatsoulis ⋅ Xingyue Huang
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S317 None
Second Workshop on Technical AI Governance Research
Lisa Soder ⋅ Kevin Wei
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S403 None
Workshop on Weight-Space Symmetries: from Foundations to Practical Applications
Ekaterina Lobacheva ⋅ Mohammed Adnan ⋅ Boris Knyazev ⋅ Alexander Theus ⋅ Yani Ioannou ⋅ Antonio Orvieto
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ HALL D1 None
4th Structured Probabilistic Inference & Generative Modeling
Jiajun He ⋅ Luhuan Wu
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E1 - E4 None
High Dimensional Learning Dynamics: the Science of Scaling
Elliot Paquette ⋅ Inbar Seroussi
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S401 None
Combining Theory and Benchmarks: Towards A Virtuous Cycle to Understand and Guarantee Foundation Model Performance
Brian Hu ⋅ Nathaniel Bottman ⋅ Yaoqing Yang ⋅ Yujun Yan ⋅ Guido Montufar ⋅ Jaejin Lee
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ HALL C None
Workshop on Mechanistic Interpretability
Andrew Lee ⋅ Ivan Arcuschin Moreno
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S402 None
From Frames to Stories (F2S): Toward Reliable, Controllable and Trustworthy Long-Horizon Video Generation
Yu Lu ⋅ Junhao Dong ⋅ Enis Simsar ⋅ Hila Chefer ⋅ Ismini Lourentzou ⋅ Piotr Koniusz ⋅ Yi Yang
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 202 None
Learning to Listen: ICML 2026 Workshop on Machine Learning for Audio
Rachel Manzelli ⋅ Brian Kulis
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ HALL B2 None
Deep Learning for Code: Towards Human-Centered Coding Agents
Terry Yue Zhuo ⋅ Zijian Wang
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S307 None
Culture x AI: Evaluating AI as a Cultural Technology
Cody Kommers ⋅ Drew Hemment ⋅ Meredith Martin ⋅ Canfer Akbulut ⋅ Matthew Wilkens ⋅ Adam Sobey
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ HALL D2 None
Generative and Agentic AI for Biology
Wengong Jin ⋅ Lei Li ⋅ Divya Nori ⋅ Aditi Krishnapriyan ⋅ Christian Dallago ⋅ Ramith Hettiarachchi
[ OpenReview] 
Workshop
Fri Jul 10 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 103 None
Trustworthy AI for Good Workshop
Terry J. C. Zhang ⋅ Zhijing Jin ⋅ Changling Li
[ OpenReview] 
Break
Fri Jul 10 09:00 AM -- 10:00 AM (KST) None
Break
Break
Fri Jul 10 12:00 PM -- 01:00 PM (KST) None
Lunch
Break
Fri Jul 10 03:00 PM -- 03:30 PM (KST) None
Break
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S317 None
3rd Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences
Pengtao Xie ⋅ Han Guo
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E5 - E6 None
The Second Workshop on the Impact of Memorization on Trustworthy Foundation Models
Dominik Hintersdorf ⋅ Adam Dziedzic ⋅ Franziska Boenisch ⋅ Niloofar Mireshghallah
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 201 None
Efficient Multimodal Question Answering
Jordan L Boyd-Graber ⋅ Martin Fajčík
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S300 None
Game Theory in Nature: From Optimality to Equilibrium
Matthieu Geist ⋅ Mathieu Lauriere
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S401 None
Workshop on Human-AI Co-Creativity: Advances, Opportunities, and Challenges
Adish Singla ⋅ Abhilasha Ravichander ⋅ Liwei Jiang ⋅ Alexander Spangher ⋅ Alice Oh
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 104-105 None
Forecasting as a New Frontier of Intelligence
Haifeng Xu ⋅ Jibang Wu
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 103 None
Foundation Models for Structured Data (FMSD @ ICML 2026)
Nick Erickson ⋅ Xiyuan Zhang
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S308 None
Philosophy Meets Machine Learning: What Counts as Trustworthy?
Junhyung Park ⋅ Fanny Yang
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S327 None
The 2nd Workshop on Connecting Low-rank Representations in AI: From Practice to Theory
Grigorios Chrysos ⋅ Antonio Vergari
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ AUDITORIUM None
2nd Workshop on Compositional Learning: Safety, Interpretability, and Agents
Giacomo Camposampiero ⋅ Pietro Barbiero
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ HALL D1 None
3rd AI for Math Workshop: Toward Self-Evolving Scientific Agents
Haocheng Wang ⋅ Kun Xiang
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ HALL C None
AI for Science: AI Scientists -- Tools, Co-authors, or Founders?
Yixuan Wang ⋅ Lixue Cheng ⋅ Sungsoo Ahn ⋅ Mia Rosenfeld ⋅ Marinka Zitnik ⋅ Max Welling ⋅ Soojung Yang ⋅ Mengdi Wang
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM E1 - E4 None
Statistical Frameworks for Uncertainty in Agentic Systems
Aymeric Dieuleveut ⋅ Mahmoud Hegazy ⋅ Tijana Zrnic ⋅ Aaditya Ramdas ⋅ Stephen Bates
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S307 None
New Frontiers in Game-Theoretic Learning
Nicolò Cesa-Bianchi ⋅ Tatjana Chavdarova ⋅ Michael Jordan ⋅ Celestine Mendler-Dünner ⋅ Rene Vidal ⋅ Emmanouil-Vasileios Vlatakis-Gkaragkounis
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 202 None
AdaptFM: Resource-Adaptive Foundation Model Inference
Stefanos Laskaridis ⋅ Deepak Gupta
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S318 None
ICML 2026 Hypothesis Testing Workshop
Feng Liu ⋅ Lester Mackey ⋅ Xiuyuan Cheng ⋅ Danica J Sutherland ⋅ Shayak Sen ⋅ Nathaniel Xu
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ HALL B2 None
The Second Workshop on Agents in the Wild: Safety, Security, and Beyond
Chenguang Wang ⋅ Xinyun Chen ⋅ Wenbo Guo ⋅ Yizhou Sun ⋅ Kyle Montgomery ⋅ Jianhong Tu ⋅ Zhun Wang ⋅ Yiyou Sun
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ HALL D2 None
Structured Data for Health
Hyewon Jeong ⋅ Maxwell Xu
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ ASEM Ballroom 203 None
Decision-Making from Offline Datasets to Online Adaptation: Black-Box Optimization to Reinforcement Learning
Aryan Deshwal ⋅ Jana Doppa
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S403 None
Second Pluralistic Alignment Workshop
JinYeong Bak ⋅ Yohan Jo ⋅ Ruyuan Wan ⋅ Liwei Jiang ⋅ Maarten Sap ⋅ Dongyeop Kang ⋅ Taylor Sorensen ⋅ Kshitish Ghate ⋅ Amy Zhang
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ CONF ROOM S402 None
AI4Physics: An ICML 2026 Workshop on AI for Physics
John Sous ⋅ Arman Cohan
[ OpenReview] 
Workshop
Sat Jul 11 08:00 AM -- 05:00 PM (KST) @ GRAND BALLROOM 101-102 None
Planning in The Era of Language Models (LM4Plan)
Michael Katz ⋅ Augusto B. Corrêa ⋅ Nir Lipovetzky ⋅ Sarath Sreedharan ⋅ Katharina Stein ⋅ Luckeciano Melo ⋅ Elliot Gestrin
[ OpenReview] 
Break
Sat Jul 11 09:00 AM -- 10:00 AM (KST) None
Break
Break
Sat Jul 11 12:00 PM -- 01:00 PM (KST) None
Lunch
Break
Sat Jul 11 03:00 PM -- 03:30 PM (KST) None
Break