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Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4626
BEAT: Tokenizing and Generating Symbolic Music by Uniform Temporal Steps
Lekai Qian ⋅ Haoyu Gu ⋅ Jingwei Zhao ⋅ Ziyu Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1814
TimeSpot: Benchmarking Geo-Temporal Understanding in Vision–Language Models in Real-World Settings
Azmine Toushik Wasi ⋅ Shahriyar Zaman Ridoy ⋅ Koushik Tonmoy ⋅ Kinga Tshering ⋅ S M Muhtasimul Hasan ⋅ Wahid Faisal ⋅ Tasnim Mohiuddin ⋅ Md Rizwan Parvez
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3903
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #810
TOM-SWE: User Mental Modeling For Software Engineering Agents
Xuhui Zhou ⋅ Valerie Chen ⋅ Zhiruo Wang ⋅ Graham Neubig ⋅ Maarten Sap ⋅ Xingyao Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4211
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #902
Faults in Our Formal Benchmarking: Dataset Defects and Evaluation Failures in Lean Theorem Proving
Pawan Sasanka Ammanamanchi ⋅ Siddharth Bhat ⋅ Stella Biderman
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1214
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1308
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1300
MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
Chuyang Xiang ⋅ Yichen Wei ⋅ Junchi Yan
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3512
Towards A Generative Protein Evolution Machine with DPLM-Evo
Xinyou Wang ⋅ Liang Hong ⋅ Jiasheng Ye ⋅ Zaixiang Zheng ⋅ Shujian Huang ⋅ Quanquan Gu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1209
SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
Xingyue Zhang ⋅ Yuxuan Bao ⋅ Mars Liyao Gao ⋅ J. Nathan Kutz
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3614
Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
Xiangdong Wu ⋅ wenjun wu ⋅ Ziyu Wei ⋅ Bingrun Chen ⋅ Zhenbo Song ⋅ Rongye Shi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1815
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2403
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1302
MADE: Benchmark Environments for Closed-Loop Materials Discovery
Shreshth Malik ⋅ Tiarnan Doherty ⋅ Panagiotis Tigas ⋅ Muhammed Razzak ⋅ Stephen Roberts ⋅ Aron Walsh ⋅ Yarin Gal
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1104
When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
Nima Leclerc ⋅ Chris Miller ⋅ Nicholas Brawand
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1211
Scaling Laws of Global Weather Models
Yuejiang Yu ⋅ Langwen Huang ⋅ Alexandru Calotoiu ⋅ Torsten Hoefler
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1203
PINNfluence: Interpreting PINNs through Influence Functions
Aleksander Krasowski ⋅ Jonas Naujoks ⋅ Moritz Weckbecker ⋅ Galip Yolcu ⋅ Thomas Wiegand ⋅ Sebastian Lapuschkin ⋅ Wojciech Samek ⋅ René P. Klausen
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1204
PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
Andy Xu ⋅ Rohan Desai ⋅ Larry Wang ⋅ Ethan Ritz ⋅ Gabriel Hope
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1112
Training Diffusion Language Models for Black-Box Optimization
Zipeng Sun ⋅ Can Chen ⋅ Ye Yuan ⋅ Haolun Wu ⋅ Jiayao Gu ⋅ Christopher Pal ⋅ Xue Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1115
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1107
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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1103
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1113
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2202
DecAEvolve: Decompose, Adapt, and Evolve for Effective LLM-based Scientific Equation Discovery
Pouya Behzadifar ⋅ Parshin Shojaee ⋅ Sanchit Kabra ⋅ Kazem Meidani ⋅ Chandan Reddy
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1200
MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
Zhao Yanshun ⋅ Xiaoyu Peng ⋅ Jiamin Jiang ⋅ Congcong Zhu ⋅ Jingrun Chen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1205
Position: LLM for Physics Research Requires Domain-Specialized Training and Tooling
Sirui Lu ⋅ Zhijing Jin ⋅ Terry Zhang ⋅ Pavel Kos ⋅ Juan Cirac ⋅ Bernhard Schölkopf
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1411
Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs
Xinyu Pang ⋅ (Andrew) Zhanke Zhou ⋅ Xuan Li ⋅ Fangrui Lv ⋅ Shanshan Wei ⋅ Sen Cui ⋅ Bo Han ⋅ Changshui Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1312
Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
Ruikun Li ⋅ Huandong Wang ⋅ Jingtao Ding ⋅ Yuan Yuan ⋅ Qingmin Liao ⋅ Yong Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1413
Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
Zhonghao Li ⋅ Chaoyu Liu ⋅ Qian Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1304
Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
Gabriel Melo ⋅ Leonardo Santiago ⋅ Peter Y. Lu
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1407
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1213
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
Jiyeon Kim ⋅ Youngjoon Hong ⋅ Won-Yong Shin
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1215
StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
Jun Chen ⋅ Yan Fang ⋅ Minghui Qiu ⋅ Yueran Qiu ⋅ Lin CHEN ⋅ Shuxin Zhong ⋅ Yu ZHANG ⋅ Kaishun WU
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1303
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
Haozhe Jia ⋅ Pengyu Yin ⋅ Wenshuo Chen ⋅ Shaofeng Liang ⋅ Lei Wang ⋅ Bowen Tian ⋅ Xiucheng Wang ⋅ Jia Nanqian ⋅ Yutao Yue
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1416
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1210
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
Kiet Bennema ten Brinke ⋅ Koen Minartz ⋅ Vlado Menkovski
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1402
A Geometric Lens on Physics-Aligned Data Compression
Aleix Segui ⋅ Wesley Armour
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1405
Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
Junda Ying ⋅ Yuxuan Wang ⋅ Bowen Yang ⋅ Peijie Zhou ⋅ Lei Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3612
ANTiC: Adaptive Neural Temporal In Situ Compressor
Sandeep Suresh Cranganore ⋅ Andrei Bodnar ⋅ Gianluca Galletti ⋅ Fabian Paischer ⋅ Johannes Brandstetter
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1301
MMClima: A Framework for Multimodal Climate Science Data and Evaluation
Muhammad Umer Sheikh ⋅ Hassan Abid ⋅ Khawar shehzad ⋅ Ufaq Khan ⋅ Muhammad Haris Khan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1307
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
Ling Xudong ⋅ Lichaorong ⋅ Huang Tianxi ⋅ Qian Dong ⋅ Guiduo Duan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1406
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4514
Position: Temporal Measurement Interval Determines Computational and Model Complexity in Single-Cell Perturbation Analysis
Alireza Jafari ⋅ Heman Shakeri ⋅ Hadi Daneshmand
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1208
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1403
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3508
Origo: Interpretable Multi-physics PDE Foundation Model through Neural Operator Splitting
Li Sun ⋅ Hongbo Lv ⋅ Zhikai Jiang ⋅ Zhongtian Sun ⋅ Lanxu Yang ⋅ Philip Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1408
ClimateAR: Multi-Scale Autoregressive Generative Modeling for Climate Forecasting
Yue Yu ⋅ Weiqi Chen ⋅ Binqing Wu ⋅ Dongliang Cui ⋅ Wanyi Jiang ⋅ Zongjiang Shang ⋅ Bo Wu ⋅ Liang Sun ⋅ Ling Chen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1105
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2402
Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
Zander Blasingame ⋅ Chen Liu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1412
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2411
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1309
Interpretability and Generalization Bounds for Learning Spatial Physics
Alejandro Queiruga ⋅ Theo Gutman-Solo ⋅ Shuai Jiang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1201
Mitigating Gradient Pathology in PINNs through Aligned Constraint
Yichen Luo ⋅ Peiyu Zhu ⋅ Dongxiao Hu ⋅ Jia Wang ⋅ Tailin Wu ⋅ Dapeng Lan ⋅ Yu Liu ⋅ Zhibo Pang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1401
A Dirac-Frenkel-Onsager principle: Instantaneous residual minimization with gauge momentum for nonlinear parametrizations of PDE solutions
Matteo Raviola ⋅ Benjamin Peherstorfer
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1311
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1314
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
Zishuo Lan ⋅ Junjie Li ⋅ Lei Wang ⋅ Jincheng Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1410
Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
Lisa Schneckenreiter ⋅ Sohvi Luukkonen ⋅ Lukas Friedrich ⋅ Daniel Kuhn ⋅ Günter Klambauer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1313
From Feasible to Practical: Pareto-Optimal Synthesis Planning
Friedrich Hastedt ⋅ Dongda Zhang ⋅ Antonio Del rio chanona
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1310
Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
In Huh ⋅ Changwook Jeong ⋅ Muhammad Alam
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1108
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1111
Two-Parameter Flows for Learning Population Dynamics of Physical Systems
Paul Schwerdtner ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1110
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
Salva Ruhling Cachay ⋅ Duncan Watson-Parris ⋅ Rose Yu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1414
EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D PDEs
Sungwon Kim ⋅ Juho Song ⋅ Seungmin Shin ⋅ Guimok Cho ⋅ Sangkook Kim ⋅ Chanyoung Park
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1404
Autoregressive Boltzmann Generators
Danyal Rehman ⋅ Charlie Tan ⋅ Yoshua Bengio ⋅ Joey Bose ⋅ Alexander Tong
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1305
Learning Permutation-invariant Macroscopic Dynamics
Zhichao Han ⋅ Mengyi Chen ⋅ Qianxiao Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1306
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1207
Proximal Splitting Methods for Hybrid Differentiable Models
Abdel-Rahim Mezidi ⋅ Jordan Patracone ⋅ Amaury Habrard
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1315
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1109
Unbiased and Second-Order-Free Training for High-Dimensional PDEs
Jaemin Seo ⋅ Su Rin Lee ⋅ JaeYong Lee
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1206
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1114
Topology-Preserving Neural Operator Learning via Hodge Decomposition
Dongzhe Zheng ⋅ Tao Zhong ⋅ Christine Allen-Blanchette
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1212
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1400
A Cartesian-3j Framework for Machine Learning Interatomic Potentials
Zemin Xu ⋅ Chenyu Wu ⋅ Wenbo Xie ⋅ Peijun Hu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1409
CocoRNA: Collective RNA Design with Cooperative Multi-agent Reinforcement Learning
Tianmeng Hu ⋅ Biao Luo ⋅ Ke Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1202
Neuro-Symbolic AI for Analytical Solutions of Differential Equations
Orestis Oikonomou ⋅ Levi Lingsch ⋅ Dana Grund ⋅ Siddhartha Mishra ⋅ Georgios Kissas
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1106
WFR-MFM: One-Step Inference for Dynamic Unbalanced Optimal Transport
Xinyu Wang ⋅ Ruoyu Wang ⋅ Qiangwei Peng ⋅ Peijie Zhou ⋅ Tiejun Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1102
$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
Bingxuan Zhao ⋅ Qing Zhou ⋅ Yu Wang ⋅ Chuang Yang ⋅ Qi Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #910
SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
Zhaoyang Li ⋅ Zhichao You ⋅ Tianrui Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1100
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
Rishit Dagli ⋅ Donglai Xiang ⋅ Vismay Modi ⋅ Xuning Yang ⋅ Gavriel State ⋅ David I.W. ⋅ Maria Shugrina
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1707
Multimodal Fact-Level Attribution for Verifiable Reasoning
David Wan ⋅ Han Wang ⋅ Ziyang Wang ⋅ Elias Stengel-Eskin ⋅ Hyunji Lee ⋅ Mohit Bansal
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #912
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1003
CADFit: Precise Mesh-to-CAD Program Generation with Hybrid Optimization
Ghadi Nehme ⋅ Eamon Whalen ⋅ Faez Ahmed
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #906
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2404
ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Recognition
Parsa Rahimi ⋅ Sébastien Marcel
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2808
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1002
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #905
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
Yinghui Xing ⋅ Donghao Chu ⋅ Shizhou Zhang ⋅ di xu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1101
Adaptive Token Refinement in Long-Tailed Large Vision-Language Models Fine-Tuning
Wenjun Miao ⋅ Mingda Li ⋅ Yanchao Hao ⋅ Zheng Wei
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1005
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #911
Sample Margin-Aware Recalibration of Temperature Scaling
Haolan Guo ⋅ Linwei Tao ⋅ Haoyang Luo ⋅ Minjing Dong ⋅ Chang Xu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3102
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #907
Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
Zhirui Chen ⋅ Ziwei Chen ⋅ Ling Shao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3001
FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection
Shan Zhang ⋅ Yongxin He ⋅ Mingming Zhang ⋅ Huiwen Tian ⋅ Lei Ma
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #107
Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
Mengjingcheng Mo ⋅ Jiaxu Leng ⋅ Xinbo Gao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1007
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1012
LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
Xuyue Huang ⋅ Zhe Chen ⋅ Wang Shen ⋅ Xiao-Ping Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1001
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1014
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4007
Hyper-LLaVA: Hyperbolic Uncertainty-aware Modality-Balanced Routing for Multimodal Continual Instruction Tuning
Kunlun Xu ⋅ YanQin Zhang ⋅ Wenwen Qiang ⋅ Jiahuan Zhou
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1004
CODiff: One-Step Diffusion Model for Camouflaged Object Detection
Xiaotong Fu ⋅ Qian Liu ⋅ Qihang Zhou ⋅ Wenchao Meng ⋅ Qinmin Yang ⋅ Shibo He
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #913
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1011
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3606
Beyond Logits: Coherent Hallucination Mitigation via Attention Contrastive Decoding
Yujia Chen ⋅ Rui Sun ⋅ Huayu Mai ⋅ Wangkai Li ⋅ Zhangyu He ⋅ Bingzhou Wang ⋅ Aibing Li ⋅ Wenzhang SUN ⋅ Tianzhu Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #909
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #904
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #815
Position: AI for Science Should Treat Measurement-to-Dataset Pipelines as Inference Components
Ling Zhan ⋅ Xiaoyao Yu ⋅ Tao Jia
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #901
Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)
Marius Knorr ⋅ Robert Müller ⋅ Jan Bremer ⋅ Nils Schweingruber
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #809
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3600
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3514
Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning
TING XU ⋅ Xu He ⋅ Yupu Lu ⋅ Jiankai Sun ⋅ Dong Li ⋅ Wai Lam ⋅ Jianye Hao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #801
DiscoverLLM: From Executing Intents to Discovering Them
Tae Soo Kim ⋅ Yoonjoo Lee ⋅ Jaesang Yu ⋅ John Chung ⋅ Juho Kim
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1812
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #805
Position: Natural Language Should Not Fully Replace Formal Languages
Eitan Wagner ⋅ Elisha Rosensweig ⋅ Omri Abend
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1501
Unraveling Syntax: Language Modeling and the Substructure of Grammars
Laura Ying Schulz ⋅ Daniel Mitropolsky ⋅ Tomaso A Poggio
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2103
KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
Xin Sun ⋅ Zhongqi Chen ⋅ Xing Zheng ⋅ Bowen Song ⋅ Qiang Liu ⋅ Shu Wu ⋅ Zilei Wang ⋅ Weiqiang Wang ⋅ Liang Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2104
Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
Qianyue Wang ⋅ Jinwu Hu ⋅ Yaofo Chen ⋅ Yufeng Wang ⋅ Bailin Chen ⋅ Huanxiang Lin ⋅ Yu Rong ⋅ Yuanqing Li ⋅ Zhiquan Wen ⋅ Mingkui Tan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2307
BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
Hyunseo Kim ⋅ Sangam Lee ⋅ Kwangwook Seo ⋅ Dongha Lee
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #900
SoftMatcha 2: A Fast and Soft Pattern Matcher for Trillion-Scale Corpora
Masataka Yoneda ⋅ Yusuke Matsushita ⋅ Go Kamoda ⋅ Kohei Suenaga ⋅ Takuya Akiba ⋅ Masaki Waga ⋅ Sho Yokoi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2300
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #804
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
Haolin Yang ⋅ Jipeng Zhang ⋅ Zhitao He ⋅ Alexander Zhou ⋅ Yi Fung
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2115
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #812
Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
Congrui Du ⋅ Yang Zhang ⋅ Kaizhi Qian ⋅ Shiyu Chang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #303
SWE-IF: 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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #803
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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #800
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #813
XPERT: Expert Knowledge Transfer for Effective Training of Language Models
Chang Liu ⋅ boyu shi ⋅ Xu Yang ⋅ Xin Geng
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #806
Position: Text Embeddings Should Capture Implicit Semantics, Not Just Surface Meaning
Yiqun Sun ⋅ Qiang Huang ⋅ Anthony Tung ⋅ Jun Yu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #807
Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang ⋅ Hui Wang ⋅ Bing Han ⋅ Shujie Liu ⋅ Jinyu Li ⋅ Yong Qin ⋅ Xie Chen
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #802
GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
Karthik Somayaji NS ⋅ Yuxuan Yin ⋅ Peng Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #808
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1900
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2708
Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
Yonggang Zhang ⋅ Zhiqin Yang ⋅ Wei Xue ⋅ Dong Fang ⋅ Bo Han ⋅ Yike Guo
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #811
Topological Active Inference for Task Disambiguation
Yangbo Wei ⋅ Zhen Huang ⋅ Shaoqiang Lu ⋅ Junhong Qian ⋅ Chen Wu ⋅ Lei He
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #814
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #516
Model-Based Diffusion Sampling for Predictive Control in Offline Decision Making
Haldun Balim ⋅ Na Li ⋅ Yilun Du
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #601
Hierarchical Policy Learning via Spectral Decomposition
Shuxin Cao ⋅ Liquan Wang ⋅ Walker Byrnes ⋅ Yiye Chen ⋅ Yilun Du ⋅ Animesh Garg
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #614
Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
Yuqing Zhu ⋅ Matthew Howard
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #714
CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving
Xiaoji Zheng ⋅ Ziyuan Yang ⋅ Yanhao Chen ⋅ Yuhang PENG ⋅ Yuanrong Tang ⋅ Gengyuan Liu ⋅ Bokui Chen ⋅ Jiangtao Gong
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #710
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #616
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #411
Sparse ActionGen: Accelerating Diffusion Policy with Real-time Pruning
Kangye Ji ⋅ Jianbo Zhou ⋅ Yuan Meng ⋅ Ye Li ⋅ Hanyun Cui ⋅ Zhi Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #715
Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment
Kaijun Zhou ⋅ Qiwei Chen ⋅ Da Peng ⋅ Zhiyang Li ⋅ Xijun Li ⋅ Jinyu Gu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #512
NavOL: Navigation Policy with Online Imitation Learning
Xiaofei Wei ⋅ Chun Gu ⋅ Li Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #500
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #709
Demystifying Action Space Design for Robotic Manipulation Policies
Yuchun Feng ⋅ Jinliang Zheng ⋅ Tianyi Tan ⋅ Dongxiu Liu ⋅ Yinan Zheng ⋅ Jiangmiao Pang ⋅ Tai Wang ⋅ Xianyuan Zhan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #615
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #401
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #514
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #501
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #506
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #513
N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
Kaixin Chai ⋅ Hyunjun Lee ⋅ Joseph Lim
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #610
Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs
Junhao Shi ⋅ Siyin Wang ⋅ Xiaopeng Yu ⋅ Li Ji ⋅ Jingjing Gong ⋅ Xipeng Qiu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #503
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #702
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #604
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #404
SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
Nicholas Pfaff ⋅ Thomas Cohn ⋅ Sergey Zakharov ⋅ Rick Cory ⋅ Russ Tedrake
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #611
Learning to Reconfigure: Configuration-Control Co-optimization of Reconfigurable Robots for Heterogeneous Locomotion
Xiaoyu Xiong ⋅ Kehan Liu ⋅ HuiYi Yan ⋅ Shengjie Wang ⋅ Yang Gao ⋅ Tao Du
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #510
Neural Control: Adjoint Learning Through Equilibrium Constraints
Dezhong Tong ⋅ Jiawen Wang ⋅ Hengyi Zhou ⋅ Yinlong Shen ⋅ Xiaonan Huang ⋅ Mohammad Khalid Jawed
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #402
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #410
SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
Mu Huang ⋅ Hui Wang ⋅ Kerui Ren ⋅ Linning Xu ⋅ Yunsong Zhou ⋅ Mulin Yu ⋅ Bo Dai ⋅ Jiangmiao Pang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #712
CorrectionPlanner: Self-Correction Planner with Reinforcement Learning in Autonomous Driving
Yihong Guo ⋅ Dongqiangzi Ye ⋅ Sijia Chen ⋅ Anqi Liu ⋅ Xianming Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #707
Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation
Zhiming Xu ⋅ Weitao Zhou ⋅ Xianghui Pan ⋅ Nanshan Deng ⋅ Chengju Liu ⋅ Qijun Chen ⋅ Chenpeng Yao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #408
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #701
Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
Saehun Chun ⋅ Wonje Choi ⋅ Sera Choi ⋅ Sanghyun Ahn ⋅ Honguk Woo
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #704
EnsembleVLA: Ensemble Learning for Vision-Language Action Models
Mingchen Song ⋅ Xiang Deng ⋅ Jie Wei ⋅ Dongmei Jiang ⋅ Liqiang Nie ⋅ Weili Guan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #609
Learning Human-Robot Collaboration via Heterogeneous-Agent Lyapunov Policy Optimization
Hao Zhang ⋅ Yaru Niu ⋅ Yikai Wang ⋅ Ding Zhao ⋅ Eric Tseng
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #412
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #608
Learning High-Frequency Continuous Action Chunks in Latent Space
Kunyun Wang ⋅ Yuhang Zheng ⋅ Yupeng Zheng ⋅ Jieru Zhao ⋅ Wenchao Ding
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #405
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1009
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #504
ReLAM: Learning Anticipation Model for Rewarding Visual Robotic Manipulation
Nan Tang ⋅ Jing-Cheng Pang ⋅ Guanlin Li ⋅ Chao Qian ⋅ Yang Yu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #406
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #713
Contrastive Representation Regularization for Vision-Language-Action Models
Taeyoung Kim ⋅ Jimin Lee ⋅ Myungkyu Koo ⋅ Dongyoung Kim ⋅ Kyungmin Lee ⋅ Changyeon Kim ⋅ Younggyo Seo ⋅ Jinwoo Shin
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #700
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
Ruiheng Liu ⋅ Haihong Hao ⋅ Mingfei Han ⋅ Xin Gu ⋅ Kecheng Zhang ⋅ Changlin Li ⋅ Xiaojun Chang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #706
ERGeoBench: A Comprehensive Benchmark for Embodied Reasoning and Geo-localization in Multimodal Large Language Models
Kaiwen Xue ⋅ Tao Wei ⋅ Guoxin Zhang ⋅ Zhonghong Ou ⋅ Kaoyan Lu ⋅ Yu Feng ⋅ Yifan Zhu ⋅ Haoran Luo
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #413
UniMapping: Unified SLAM Framework for Map-Centric Embodied Perception
Xiaze Zhang ⋅ Ziheng Ding ⋅ Yuejie Zhang ⋅ lifeng chen ⋅ Rui Feng
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #603
LARA: Latent Action Representation Alignment for Vision-Language-Action Models
Mengya Liu ⋅ Baoxiong Jia ⋅ Jiangyong Huang ⋅ Jingze Zhang ⋅ Siyuan Huang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #605
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #302
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #403
Scaling by Diversified Experience for Vision-Language-Action Models
Leiyu Wang ⋅ Zhaofengnian Wang ⋅ Xueqi Li ⋅ Luoyi Fan ⋅ Cewu Lu ⋅ Nanyang Ye
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3604
UniJEPA: 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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #716
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4105
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #407
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #509
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #409
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #703
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 Lund Møller ⋅ Tran Nguyen Le ⋅ Daniel Sonntag ⋅ Mathias Niepert ⋅ Khoa Doan ⋅ Vu Duong ⋅ Hung Ngo ⋅ Minh VU ⋅ Duy Nguyen ⋅ An Thai Le ⋅ Vien Ngo
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #502
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3511
GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
Yunchao Zhang ⋅ Yijia Weng ⋅ Ruizhe Liu ⋅ Ming Hu ⋅ Leonidas Guibas ⋅ Yanchao Yang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #511
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #914
One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception
Yang Li ⋅ Weize Li ⋅ Quan Yuan ⋅ Shao Congzhang ⋅ Guiyang Luo ⋅ Yunqi Ba ⋅ Xuanhan Zhu ⋅ Xinyuan Ding ⋅ Xiaoyuan Fu ⋅ Jinglin Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4009
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #505
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #705
Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models
Hanxin Zhang ⋅ Mingshuo Xu ⋅ Abdulqader Dhafer ⋅ Shigang Yue ⋅ Hongbiao Dong ⋅ Zhou Daniel Hao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #600
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #816
Bring My Cup! Personalizing Vision-Language-Action Models with Visual Attentive Prompting
Sangoh Lee ⋅ Sangwoo Mo ⋅ Wook-Shin Han
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #613
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #607
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #602
LAGEA: Language Guided Embodied Agents for Robotic Manipulation
Abdul Monaf Chowdhury ⋅ Akm Moshiur Rahman Mazumder ⋅ Safaeid Arib ⋅ Rabeya Akter
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #400
SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies
Parv Kapoor ⋅ Akila Ganlath ⋅ Michael Clifford ⋅ Changliu Liu ⋅ Sebastian Scherer ⋅ Eunsuk Kang
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3911
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #612
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #515
Motion Planning in Compressed Representation Spaces
Lukas Lao Beyer ⋅ Sertac Karaman
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3917
Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
Difei Hou ⋅ Jiaqi Yue ⋅ Chunhui Zhao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2712
Step-Resolved Data Attribution for Looped Transformers
Georgios Kaissis ⋅ David Mildenberger ⋅ Felipe Gomez ⋅ Martin Menten ⋅ Eleni Triantafillou
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2615
Characterizing the Predictive Impact of Modalities with Supervised Latent-Variable Modeling
Divyam Madaan ⋅ Sumit Chopra ⋅ Kyunghyun Cho
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2713
Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability
Vincent Bürgin ⋅ Daniel Herbst ⋅ Ya-Wei Eileen Lin ⋅ Stefanie Jegelka
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2211
Eigenvectors of Experts are Training-free Non-collapsing Routers
Giang Do ⋅ Hung Le ⋅ Truyen Tran
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4313
ePC: Fast and Deep Predictive Coding in Digital Simulation
Cédric Goemaere ⋅ Gaspard Oliviers ⋅ Rafal Bogacz ⋅ Thomas Demeester
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3513
OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
Zixiao Wang ⋅ Yifei Shen ⋅ Huishuai Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2807
SPLIT-VLM: Salience-Guided Partitioning towards Local Coverage for Importance-Aware Token Dropping in Vision-Language Models
Seungil Lee ⋅ Gilha lee ⋅ Hyun Kim
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2809
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2904
Activation-Free Backbones for Image Recognition: Polynomial Alternatives within MetaFormer-Style Vision Models
Jeffrey Wang ⋅ Jonathan Gregory ⋅ Grigorios Chrysos
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2100
Least-Loaded Expert Parallelism: Load Balancing An Imbalanced Mixture-of-Experts
Xuan-Phi Nguyen ⋅ Shrey Pandit ⋅ Austin Xu ⋅ Caiming Xiong ⋅ Shafiq Joty
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3912
GradPower: Powering Gradients for Faster Language Model Pre-Training
Jinbo Wang ⋅ Mingze Wang ⋅ Jiaqi Zhang ⋅ Wei Wang ⋅ Peng Pei ⋅ Xunliang Cai ⋅ Weinan E ⋅ Lei Wu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2806
Position: Quantum Deep Learning Still Needs a Quantum Leap
Hans Gundlach ⋅ Hrvoje Kukina ⋅ Jayson Lynch ⋅ Neil Thompson
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2901
Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
Andrei Panferov ⋅ Erik Schultheis ⋅ Soroush Tabesh ⋅ Dan Alistarh
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2803
PRISM: Distribution-free Adaptive Computation of Matrix Functions for Accelerating Neural Network Training
Shenghao Yang ⋅ Zhichao Wang ⋅ Oleg Balabanov ⋅ N. Benjamin Erichson ⋅ Michael Mahoney
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3603
Scaling depth capacity via zero/one-layer model expansion
Zhiqi Bu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2903
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2116
Fine-Tuning of Transformer models with Frames
Harshavardhan Adepu ⋅ Li Zhang ⋅ Sanjiv Kumar ⋅ Vikas Singh
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2800
From Per-Image Low-Rank to Encoding Mismatch: Rethinking Feature Distillation in Vision Transformers
Huiyuan Tian ⋅ Bonan Xu ⋅ Shijian Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1614
HypCL: Adapting CLIP in Hyperbolic Space for Continual Learning
Quan Cheng ⋅ Hao Yu ⋅ Da-Wei Zhou ⋅ Lijun Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2400
Rooted Absorbed Prefix Trajectory Balance with Submodular Replay for GFlowNet Training
Xi Wang ⋅ Wenbo Lu ⋅ Shenji Wan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2811
WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution
Wan Song ⋅ Zhou Wei ⋅ Rui Wang ⋅ Jun Yu ⋅ Toru Kurihara ⋅ Xu Jiajia ⋅ shu zhan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2802
OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
Jingze Shi ⋅ Zhangyang Peng ⋅ Yizhang Zhu ⋅ Yifan WU ⋅ Guang Liu ⋅ Yuyu Luo
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3707
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1706
dTRPO : Trajectory Reduction in Policy Optimization of Diffusion Large Language Models
Wenxuan Zhang ⋅ Lemeng Wu ⋅ Changsheng Zhao ⋅ Ernie Chang ⋅ Mingchen Zhuge ⋅ Zechun Liu ⋅ DiJia Su ⋅ Hanxian Huang ⋅ Jun Chen ⋅ Chong Zhou ⋅ Raghuraman Krishnamoorthi ⋅ Vikas Chandra ⋅ Mohamed Elhoseiny ⋅ Wei Wen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1015
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2309
Automatic Pruning Discovery for Large Language Models
Haidong Kang ⋅ Lihong Lin ⋅ Enneng Yang ⋅ Hong-Ning Dai ⋅ Hao Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3700
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3605
PRAC: Principal-Random Subspace for LLM Activation Compression and Memory-Efficient Training
Yanyi Li ⋅ Yimu Zhang ⋅ Cong Fang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2902
Caracal: Causal Architecture via Spectral Mixing
BINGZHENG GAN ⋅ Tianyi Zhang ⋅ LI YUSU ⋅ Jing Huang ⋅ Wei Shi ⋅ Yangkai Ding ⋅ Tao Yu
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2801
IO-Adam: Rethinking Memory-Efficient Adaptive Optimizers from Gradient Computation
Yiting Chen ⋅ Zongwei Huo ⋅ Junchi Yan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2805
Per-example Gradients: a New Frontier for Understanding and Improving Optimizers
Vincent Roulet ⋅ Atish Agarwala
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2900
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2010
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning
Yupeng Chen ⋅ Senmiao Wang ⋅ Yushun Zhang ⋅ Zhihang Lin ⋅ Haozhe Zhang ⋅ Weijian Sun ⋅ Tian Ding ⋅ Ruoyu Sun
[ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2201
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
Romeo Valentin ⋅ Sydney Katz ⋅ Vincent Vanhoucke ⋅ Mykel Kochenderfer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2804
Path-conditioned training: a principled way to rescale ReLU neural networks
Arthur Lebeurrier ⋅ Titouan Vayer ⋅ Rémi Gribonval
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2106
Hybrid Policy Distillation for LLMs
Wenhong Zhu ⋅ Ruobing Xie ⋅ Rui Wang ⋅ Pengfei Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3705
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4014
Statistically Calibrated Scaling for Token Merging in Transformers
Qing Zhou ⋅ Hongyuan Zhang ⋅ Tao Yang ⋅ Junyu Gao ⋅ Qi Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #908
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2605
Seeing Without Understanding: Disentangling Perception, Reasoning, and Simulation in VLM Gameplay
Dingyang Jin ⋅ Jiawei He ⋅ Calvin Lo ⋅ Steven Hu ⋅ RYAN RAD
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2710
Balancing Understanding and Generation in Discrete Diffusion Models
Yue Liu ⋅ Yuzhong Zhao ⋅ Zheyong Xie ⋅ Qixiang Ye ⋅ Jianbin Jiao ⋅ Yao Hu ⋅ Shaosheng Cao ⋅ Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2600
Model-Dowser: Data-Free Importance Probing to Mitigate Catastrophic Forgetting in Multimodal Large Language Models
Hyeontaek Hwang ⋅ DINH SON NGUYEN ⋅ Daeyoung Kim
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3906
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2702
Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
Zhe Cheng ⋅ Wenyu Chen ⋅ Fode Zhang ⋅ Dehuan Shen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2604
ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
Mingxuan Wang ⋅ Gaoyang Jiang ⋅ ZiJia Ren ⋅ Cheng Chen ⋅ Chuangxin Zhao ⋅ Lu Shi ⋅ Yanbiao Ma
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2606
TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
Mingwei Li ⋅ Hehe Fan ⋅ Yi Yang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #415
Foundation Inference Models for Ordinary Differential Equations
Johannes Hübers ⋅ Maximilian Mauel ⋅ David Berghaus ⋅ Patrick Seifner ⋅ Ramses J Sanchez
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2610
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
Haoran Zhao ⋅ Caren Han ⋅ Eduard Hovy
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2607
Uncovering Grounding IDs: How External Cues Shape Multi-Modal Binding
Amirmohammad Izadi ⋅ Hosein Hasani ⋅ Fatemeh Askari ⋅ Mobin Bagherian ⋅ Sadegh Mohammadian ⋅ Mohammad Izadi ⋅ Mahdieh Baghshah
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2608
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2709
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2602
Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density
Jingru Fei ⋅ Kun Yi ⋅ Alex Wang ⋅ Qingsong Wen ⋅ Xiangxiang Zhu ⋅ Wei Fan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4615
Preconditioning Neural Tangent Kernel for Adaptive Optimization
Xiyuan Yang ⋅ Wenxuan Bao ⋅ Katherine Tieu ⋅ Jingrui He
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2601
Model-Preserving Adaptive Rounding
Albert Tseng ⋅ Zhaofeng Sun ⋅ Chris De Sa
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2704
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2707
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1000
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in Unified Multimodal Models via Decompositional Verifiable Reward
Runhui Huang ⋅ Jie Wu ⋅ Rui Yang ⋅ Zhe Liu ⋅ Hengshuang Zhao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2603
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2703
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3704
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers
Yashwanth Mandula ⋅ Sharannya Ghosh ⋅ Aditay Tripathi ⋅ Anirban Chakraborty
[ Slides [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1907
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2706
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2711
Attentive Multi-Layer Fusion for Vision Transformers
Laure Ciernik ⋅ Marco Morik ⋅ Lukas Thede ⋅ Luca Eyring ⋅ Shinichi Nakajima ⋅ Zeynep Akata ⋅ Lukas Muttenthaler
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2815
HilbertA: Hilbert-Curve–Aligned Sparse Attention for 2D Structured Data
Shaoyi Zheng ⋅ Wenbo Lu ⋅ Yuxuan Xia ⋅ Shenji Wan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2509
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
Chengtao Lv ⋅ Yumeng Shi ⋅ Yushi Huang ⋅ Ruihao Gong ⋅ Shen Ren ⋅ Wenya Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3509
Attention Sparsity is Input-Stable: Training-Free Sparse Attention for Video Generation via Offline Sparsity Profiling and Online QK Co-Clustering
Jiayi Luo ⋅ Jiayu Chen ⋅ Jiankun Wang ⋅ Cong Wang ⋅ Hanxin Zhu ⋅ Qingyun Sun ⋅ Chen Gao ⋅ Zhibo Chen ⋅ Jianxin Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2613
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2507
Motion-Aware Caching for Efficient Autoregressive Video Generation
Jing Xu ⋅ Yuexiao Ma ⋅ Xuzhe Zheng ⋅ WANG ⋅ Shiwei Liu ⋅ Chenqian Yan ⋅ Xiawu Zheng ⋅ Rongrong Ji ⋅ Fei Chao ⋅ Songwei Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1006
DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization
Yitong Yang ⋅ Yinglin Wang ⋅ Xuexin Liu ⋅ Jing Wang ⋅ Hao Dou ⋅ Changshuo Wang ⋅ Shuting He
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2506
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2401
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2504
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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2513
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2508
MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency
Nicolas Dufour ⋅ Lucas Degeorge ⋅ Arijit Ghosh ⋅ Vicky Kalogeiton ⋅ David Picard
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2616
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2512
VideoGPA: Distilling Geometry Priors for 3D-Consistent Video Generation
Hongyang Du ⋅ Hongyang Du ⋅ Xiaoyan Cong ⋅ Runhao Li ⋅ Jingcheng Ni ⋅ Aman Agarwal ⋅ Zeqi Zhou ⋅ Zekun Li ⋅ Randall Balestriero ⋅ Yue Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2614
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Interactive Video Generation
Hongzhou Zhu ⋅ Min Zhao ⋅ Guande He ⋅ Hang Su ⋅ Chongxuan Li ⋅ Jun Zhu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2501
ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
Mingyu Wang ⋅ Wei Jiang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2511
DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
Jingyu Lin ⋅ Xinyi Shang ⋅ Peng Sun ⋅ Cunjian Chen ⋅ Zhiqiang Shen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2407
TransLight: Image-Guided Customized Lighting Control with Generative Decoupling
Zongming Li ⋅ Lianghui Zhu ⋅ Haocheng Shen ⋅ Longjin Ran ⋅ Wenyu Liu ⋅ Xinggang Wang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3607
CameraNoise: 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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2405
Training-Free Rate-Distortion-Perception Traversal With Diffusion
Yuhan Wang ⋅ Suzhi Bi ⋅ Angela Yingjun Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3817
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3910
Meta Flow Maps enable scalable reward alignment
Peter Potaptchik ⋅ Adhi Saravanan ⋅ Abbas Mammadov ⋅ Alvaro Prat ⋅ Michael Albergo ⋅ Yee-Whye Teh
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2502
Gradient Preconditioning for Efficient and Reliable Reward-Guided Generation
Jisung Hwang ⋅ Minhyuk Sung
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2515
Conf-Gen: Conformal Uncertainty Quantification for Generative Models
Gabriel Loaiza-Ganem ⋅ Kevin Zhang ⋅ Wei Cui ⋅ Marc Law ⋅ Kin Kwan Leung
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3611
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3506
$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
Jake Fawkes ⋅ Jason Hartford
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2510
Esoteric Language Models: A Family of Any-Order Diffusion LLMs
Subham Sekhar Sahoo ⋅ Zhihan Yang ⋅ Yash Akhauri ⋅ Johnna Liu ⋅ Deepansha Singh ⋅ Zhoujun Cheng ⋅ Zhengzhong Liu ⋅ Eric Xing ⋅ John Thickstun ⋅ Arash Vahdat
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2503
Phase-Type Variational Autoencoders for Heavy-Tailed Data
Abdelhakim Ziani ⋅ Andras Horvath ⋅ Paolo Ballarini
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2612
Anytime Safe PAC Efficient Reasoning
Chengyao Yu ⋅ Hao Zeng ⋅ Youxin Zhu ⋅ Jianguo Huang ⋅ Huajun Zeng ⋅ Bingyi Jing
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2500
RACER: Risk-Aware Calibrated Efficient Routing for Large Language Models
Sai Hao ⋅ Hao Zeng ⋅ Hongxin Wei ⋅ Bingyi Jing
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2514
Conflict-Aware Additive Guidance for Flow Models under Compositional Rewards
Xuehui Yu ⋅ Fucheng Cai ⋅ Meiyi Wang ⋅ Xiaopeng Fan ⋅ Harold Soh
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2700
MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
Yuxuan Lou ⋅ Kai Yang ⋅ Yang You
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3602
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2406
Routing by Reaching: Composition of Pre-trained GFlowNets for Multi-Objective Generation
Seokwon Yoon ⋅ Youngbin Choi ⋅ Seunghyuk Cho ⋅ Seungbeom Lee ⋅ MoonJeong Park ⋅ Dongwoo Kim
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1013
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3715
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2611
Ambient Dataloops: Generative Models for Dataset Refinement
Adrian Rodriguez-Munoz ⋅ William Daspit ⋅ Adam Klivans ⋅ Antonio Torralba ⋅ Constantinos Daskalakis ⋅ Giannis Daras
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2409
d2: Improving Reasoning in Diffusion Language Models via Trajectory Likelihood Estimation
Guanghan Wang ⋅ Gilad Turok ⋅ Yair Schiff ⋅ Marianne Arriola ⋅ Volodymyr Kuleshov
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2408
Visual Implicit Autoregressive Modeling
Pengfei Jiang ⋅ Jixiang Luo ⋅ Luxi Lin ⋅ Zhaohong Huang ⋅ Xuelong Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4605
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3117
Hallucination Detection from Structural Reasoning Model
Jianbo Sun ⋅ Pengkun Yang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1715
Towards Understanding Modality Interaction in Multimodal Language Models via Partial Information Decomposition
Wanlong Fang ⋅ Tianle Zhang ⋅ Wen Tao ⋅ Alvin Chan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4213
BRIDGE: Predicting Human Task Completion Time From Model Performance
Fengyuan Liu ⋅ Jay Gala ⋅ Nilaksh ⋅ Dzmitry Bahdanau ⋅ Siva Reddy ⋅ Hugo Larochelle
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #708
BEAR: 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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2005
Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data
Hyunji (Alex) Nam ⋅ Haoran Li ⋅ Natasha Jaques
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1712
Training–Inference Consistent Segmented Execution for Long-Context LLMs
Xianpeng Shang ⋅ Jiang Li ⋅ Zehua Duo ⋅ Qianyi Cai ⋅ Xiangdong Su
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1801
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2000
Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure
Chenchen Tan ⋅ Xinghao Li ⋅ Shujie Cui ⋅ Youyang Qu ⋅ Cunjian Chen ⋅ Longxiang Gao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2208
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2311
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2209
Efficient Parallel Samplers for Recurrent-Depth Models
Jonas Geiping ⋅ Xinyu Yang ⋅ Guinan Su
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2816
SALE : Low-bit Estimation for Efficient Sparse Attention in Long-context LLM Prefilling
Xiaodong Ji ⋅ Hailin Zhang ⋅ Fangcheng Fu ⋅ Bin Cui
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2013
NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs
Shuaidi Wang ⋅ Zhan Zhuang ⋅ HUANG Ruping ⋅ Yu Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3510
Guided Star-Shaped Masked Diffusion
Viacheslav Meshchaninov ⋅ Egor Shibaev ⋅ Artem Makoian ⋅ Ivan Klimov ⋅ Nikita Balagansky ⋅ Daniil Gavrilov ⋅ Aibek Alanov ⋅ Dmitry Vetrov
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1709
Integrated 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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1705
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1811
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4016
Escaping Mode Collapse in LLM Generation via Geometric Regulation
Xin Du ⋅ Kumiko Tanaka-Ishii
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2207
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1905
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #108
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2810
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3706
Efficient Multi-round LLM Inference over Disaggregated Serving
Wenhao He ⋅ Youhe Jiang ⋅ Penghao Zhao ⋅ Quanqing Xu ⋅ Eiko Yoneki ⋅ Bin Cui ⋅ Fangcheng Fu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1810
Stabilizing Native Low-Rank LLM Pretraining
Paul Janson ⋅ Edouard Oyallon ⋅ Eugene Belilovsky
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2114
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2002
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4013
Retrieval-Aware Distillation for Transformer-SSM Hybrids
Aviv Bick ⋅ Eric Xing ⋅ Albert Gu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2014
NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs
Li Lin ⋅ Xinyu Hu ⋅ Xiaojun Wan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2206
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2102
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2015
OBCache: Optimal Brain KV Cache Pruning for Efficient Long-Context LLM Inference
Yuzhe Gu ⋅ Xiyu Liang ⋅ Jiaojiao Zhao ⋅ Enmao Diao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2813
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2303
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization
Jingwei Li ⋅ Xinran Gu ⋅ Jingzhao Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1913
ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
Yanlin Qi ⋅ Xinhang Chen ⋅ Huiqiang Jiang ⋅ Qitong Wang ⋅ Botao Peng ⋅ Themis Palpanas
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2105
Inner-layer Token Self-modulation as Another Scaling Axis for LLMs
Yebin Yang ⋅ Huaijin Wu ⋅ Jingtao Han ⋅ Yu Wang ⋅ Xiaohan Qin ⋅ Jingzhi Wang ⋅ Debing Zhang ⋅ Junchi Yan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2107
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4604
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4600
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #903
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #208
Adversarial Training for Process Reward Models
Gurusha Juneja ⋅ Deepak Nathani ⋅ William Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1914
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1816
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1808
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1711
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #606
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2004
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1807
Shrinking the Variance: Shrinkage Baselines for Reinforcement Learning with Verifiable Rewards
Guanning Zeng ⋅ Zhaoyi Zhou ⋅ Daman Arora ⋅ Andrea Zanette
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2007
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #307
Escaping the Mode: Multi-Answer Reinforcement Learning in LMs
Isha Puri ⋅ Mehul Damani ⋅ Idan Shenfeld ⋅ Marzyeh Ghassemi ⋅ Jacob Andreas ⋅ Yoon Kim
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1903
Representational Curvature Modulates Behavioral Uncertainty in Large Language Models
Jack King ⋅ Evelina Fedorenko ⋅ Eghbal Hosseini
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2110
Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Model
Mingda Li ⋅ Rundong Lv ⋅ Xinyu Li ⋅ Weinan Zhang ⋅ Ting Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #202
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
Yuan Xie ⋅ Tianshui Chen ⋅ Zheng Ge ⋅ Lionel Ni
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2413
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2310
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2203
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 D. Yoo
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1902
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1806
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
Zhendong He ⋅ Qiyuan Dai ⋅ Guanbin Li ⋅ Liang Lin ⋅ Sibei Yang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #309
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1906
RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models
Yang Yang ⋅ Hua XU ⋅ Zhangyi Hu ⋅ Yutao Yue
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2210
Efficient numeracy in language models through single-token number embeddings
Linus Kreitner ⋅ Paul Hager ⋅ Jonathan Mengedoht ⋅ Georgios Kaissis ⋅ Daniel Rueckert ⋅ Martin Menten
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1607
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2205
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1803
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2006
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2109
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
Jiawei Wang ⋅ Jiacai Liu ⋅ Yuqian Fu ⋅ Yingru Li ⋅ Xintao Wang ⋅ Yuan Lin ⋅ YuYue ⋅ Lin Zhang ⋅ Yang Wang ⋅ WANG KE
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1802
SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
Zihan Chen ⋅ Chengshuai Shi ⋅ Song Wang ⋅ Jundong Li ⋅ Cong Shen
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4005
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2302
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1813
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1714
Train Once, Reuse Everywhere: Generalizable Implicit ICL by Routing Attention
Jiaqian Li ⋅ Yanshu Li ⋅ Ligong Han ⋅ Ruixiang Tang ⋅ Wenya Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4602
WaterSIC: information-theoretically (near) optimal linear layer quantization
Egor Lifar ⋅ Semyon Savkin ⋅ Or Ordentlich ⋅ Yury Polyanskiy
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3204
BLOCK-EM: Preventing Emergent Misalignment via Latent Blocking
Muhammed Ustaomeroglu ⋅ Guannan Qu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2313
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4417
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1809
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2214
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #300
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2907
INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
Javad Dogani ⋅ Devriş İşler ⋅ Nikolaos Laoutaris
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2306
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
Yinghui Jiang ⋅ Bocheng Xu ⋅ Jianye Xie ⋅ Haotong Sun
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1804
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2111
Gradient Regularization Mitigates Reward Hacking in Reinforcement Learning from Human Feedback and Verifiable Rewards
Johannes Ackermann ⋅ Michael Noukhovitch ⋅ Takashi Ishida ⋅ Masashi Sugiyama
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2314
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1901
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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2113
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2415
$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration
Quanxin Liu ⋅ Rui Hao ⋅ Ruida Xu ⋅ Jianwei Zhong ⋅ Changhu Chen ⋅ Yijun Mo
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #201
Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization
Shiping Gao ⋅ Hongzhan Chen ⋅ Xiaojun Quan ⋅ Qifan Wang ⋅ Lifu Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1800
SD-MoE: Spectral Decomposition for Effective Expert Specialization
Ruijun Huang ⋅ Fang DONG(董方) ⋅ Xin Zhang ⋅ Anrui Chen ⋅ Hengjie Cao ⋅ Zhendong Huang ⋅ Jixian Zhou ⋅ Mengyi Chen ⋅ Yifeng Yang ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Fan Yang ⋅ Tun Lu ⋅ Chun Zhang ⋅ Li Shang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1908
Progressive Cramming: Reliable Token Compression and What It Reveals
Dmitrii Tarasov ⋅ Timofei Lashukov ⋅ Elizaveta Goncharova ⋅ Andrey Kuznetsov
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2003
MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Model Serving
Tiancheng Zhang ⋅ Yulin Chen ⋅ Yunfeng Zhao ⋅ Shaoyuan Huang ⋅ Cheng Zhang ⋅ Xiaofei Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3003
Helpful to a Fault: Measuring Illicit Assistance in Multi-Turn, Multilingual LLM Agents
Nivya Talokar ⋅ Ayush Kumar Tarun ⋅ Murari Mandal ⋅ Maksym Andriushchenko ⋅ Antoine Bosselut
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #915
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2308
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
Arnon Mazza ⋅ Elad Levi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2016
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4012
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2011
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2112
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2212
Endogenous Resistance to Activation Steering in Language Models
Alex McKenzie ⋅ Keenan Pepper ⋅ Stijn Servaes ⋅ Martin Leitgab ⋅ Murat Cubuktepe ⋅ Michael Vaiana ⋅ Diogo de Lucena ⋅ Judd Rosenblatt ⋅ Michael Graziano
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3916
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2301
Chiral Symmetry Breaking in Transformers: A Group-Equivariant Framework for Addressing the Reversal Curse via Adjoint Manifold Mappings
Hanji Du
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1912
Pessimistic Verification for Open-Ended Math Questions
Yanxing Huang ⋅ Zihan Tang ⋅ Zejin Lin ⋅ Peng Li ⋅ Yang Liu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1708
Variational Speculative Decoding: Rethinking Draft Training from Token Likelihood to Sequence Acceptance
Xiandong Zou ⋅ Jianshu Li ⋅ Jing Huang ⋅ Pan Zhou
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1915
On the Limits of Test-Time Compute: Sequential Reward Filtering for Better Inference
Yue Yu ⋅ Qiwei Di ⋅ Quanquan Gu ⋅ Dongruo Zhou
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1805
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2304
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
Weiming Wu ⋅ Song-Lin Lv ⋅ Rui Zhu ⋅ Zijian Cheng ⋅ Lan-Zhe Guo
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1904
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation
Haoran Zhang ⋅ Yafu Li ⋅ Xuyang Hu ⋅ Dongrui Liu ⋅ Zhilin Wang ⋅ Bo Li ⋅ Yu Cheng
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1713
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3507
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2315
$\texttt{Multi}^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments
Sangeun Park ⋅ Minhae Kwon
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2716
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs
Wei-Yao Wang ⋅ Zhao Wang ⋅ Helen Suzuki ⋅ Yoshiyuki Kobayashi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2701
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
[ Slides [ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3017
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2305
Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo
Ke Wang ⋅ ZEHAO Yu ⋅ Luwei Wang ⋅ Yongchao Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3609
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3808
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4603
SLAE: Strictly Local All-atom Environment for Protein Representation
Yilin Chen ⋅ Tianyu Lu ⋅ Cizhang Zhao ⋅ Hannah Wayment-Steele ⋅ Po-Ssu Huang
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1602
Multimodal Function Vectors for Visual Relations
Shuhao Fu ⋅ Esther Goldberg ⋅ Ying Nian Wu ⋅ Hongjing Lu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1600
Grounding Functional Similarity by Invariance-Aware Model Stitching
Ioannis Athanasiadis ⋅ Anmar Karmush ⋅ Michael Felsberg
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4017
MetaPerch: Learning from metadata for bioacoustics foundation models
Mustafa Chasmai ⋅ Vincent Dumoulin ⋅ JJ Hamer
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4103
MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning
Sana Tonekaboni ⋅ Viktoria Schuster ⋅ Caroline Uhler
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4006
Amortized Maximum Inner Product Search with Learned Support Functions
Theo X. Olausson ⋅ Joao Monteiro ⋅ Michal Klein ⋅ Marco Cuturi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1606
Latent Reasoning in TRMs is Secretly a Policy Improvement Operator
Arip Asadulaev ⋅ Rayan Banerjee ⋅ Fakhri Karray ⋅ Martin Takac
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1605
Variational Adapter for Cross-modal Similarity Representation
WenZhang Wei ⋅ Zhipeng Gui ⋅ Dehua Peng ⋅ Tiandi Ye ⋅ Huayi Wu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1702
Detecting the Semantic Fixed Point: A Geometric Framework for Efficient Inference
Jiawei Gu ⋅ Ziyue Qiao ⋅ Xiao Luo
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1704
Capacity-Agnostic Parameter Isolation for Continual Graph Learning
Ye Xiao ⋅ Ruikun Li ⋅ Zhenyu Yang ⋅ Andrey Vasnev ⋅ Junbin Gao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1601
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
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1703
Denoising without Diffusion: Fixed-Noise Denoiser Anomaly Detection in Tabular Data
Manuel Hirth ⋅ Lukas Koberg ⋅ Nasser Jazdi ⋅ Enkelejda Kasneci
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1603
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3615
Neuro-Fuzzy Concept Learning for Interpretable Large Multimodal Models
Ritik Mishra ⋅ Vanshika Gupta ⋅ M. Sajid ⋅ M. Tanveer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2410
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4104
ModernVBERT: Towards Smaller Visual Document Retrievers
Paul Teiletche ⋅ Quentin Macé ⋅ Max Conti ⋅ António Loison ⋅ Gautier Viaud ⋅ Pierre Colombo ⋅ Manuel Faysse
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1700
GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval
Zhaohua Zhang ⋅ Jianhuan Zhuo ⋅ Muxi Chen ⋅ Chenchen Zhao ⋅ Wenyu Jiang ⋅ Mingyang Chen ⋅ Yutang ⋅ Qiuyong Xiao ⋅ Tianwen Jiang ⋅ Jihong Zhang ⋅ Zhixun Su
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1701
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1010
JANUS-LORA: A Balanced Low-Rank Adaptation for Continual Learning
Cheng Chen ⋅ Pengpeng Zeng ⋅ Yuyu Guo ⋅ Lianli Gao ⋅ Heng Tao Shen ⋅ Jingkuan Song
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4106
HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
Himanshu Dutta ⋅ Lokesh Nagalapatti ⋅ Yashoteja Prabhu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4015
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1604
TabularBERT: Binning-Based Self-Supervised Learning for Tabular Representation
Beomjin Park ⋅ Seunghwan An ⋅ Sungchul Hong ⋅ Hosik Choi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1710
TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction
Felix Parker ⋅ Nimeesha Chan ⋅ Chi Zhang ⋅ Kimia Ghobadi
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #310
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #316
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4101
Hi-Time: Hierarchical Latent Prediction for Multivariate Time Series Classification
Kun Zeng ⋅ Wu Binquan ⋅ Qianli Ma
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1512
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #313
Rethinking Multimodal Time-Series Forecasting Evaluation
Haoxin Liu ⋅ Yichen Zhou ⋅ Rajat Sen ⋅ B. Aditya Prakash ⋅ Abhimanyu Das
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1613
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #314
One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification
Mengzhou Gao ⋅ Kaiwei Wang ⋅ Pengfei Jiao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1612
Byte Pair Encoding for Efficient Time Series Forecasting
Leon Götz ⋅ Marcel Kollovieh ⋅ Stephan Günnemann ⋅ Leo Schwinn
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4000
You Can Learn Tokenization End-to-End with Reinforcement Learning
Sam Dauncey ⋅ Roger Wattenhofer
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #312
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #311
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1616
MuonSSM: Orthogonalizing State Space Models for Sequence Modeling
Thai Khanh Nguyen ⋅ Ngoc Bich Uyen Vo ⋅ Thieu Vo ⋅ Tan Nguyen ⋅ Cuong Pham
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1513
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1515
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #416
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2609
Universal Redundancies in Time Series Foundation Models
Anthony Bao ⋅ Venkata Hasith Vattikuti ⋅ Jeffrey Lai ⋅ William Gilpin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #315
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1611
Divide and Contrast: Learning Robust Temporal Features without Augmentation
Abdul-Kazeem Shamba ⋅ Kerstin Bach ⋅ Gavin Taylor
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1516
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1916
On the "Induction Bias" in Sequence Models
MohammadReza Ebrahimi ⋅ Michaël Defferrard ⋅ Sunny Panchal ⋅ Roland Memisevic
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4100
Winformer: Transcending Pairwise Similarity for Time-series Generation
Haoyi Zhou ⋅ Xin Xue ⋅ Tianyu Chen ⋅ lanhao li ⋅ Lijun SUN ⋅ Jianxin Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1514
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
Yubin Kim ⋅ Viresh Pati ⋅ Jevon Twitty ⋅ Vinh Pham ⋅ Shihao Yang ⋅ Jiecheng Lu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #317
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1615
IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
Xiaohui Zhou ⋅ Yijie Wang ⋅ Hongzuo Xu ⋅ Weixuan Liang ⋅ Xiaoli Li ⋅ Guansong Pang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3702
Gradient Descent as a Perceptron Algorithm: Understanding Dynamics and Implicit Acceleration
Alexander Tyurin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1505
On the Theoretical Limitations of Embedding-based Link Prediction
Samy Badreddine ⋅ Emile van Krieken ⋅ Luciano Serafini
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3708
Exploiting weight-space symmetries for approximating curvature
Artem Artemev ⋅ Rui Xia ⋅ Benjamin M. Boyd ⋅ Youjing Yu ⋅ Felix Dangel ⋅ Guillaume Hennequin ⋅ Alberto Bernacchia
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #508
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
Sacha Morin ⋅ Moonsub Byeon ⋅ Alexia Jolicoeur-Martineau ⋅ Sebastien Lachapelle
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3500
Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation
Genki Osada
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4215
Efficient Inference for Noisy LLM-as-a-Judge Evaluation
Yiqun Chen ⋅ Sizhu Lu ⋅ Sijia Li ⋅ Moran Guo ⋅ Shengyi Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #308
FormalRx: Rectify and eXamine Semantic Failures in Autoformalization
Haocheng Wang ⋅ Baiyu Huang ⋅ Yingjia Wan ⋅ Xiao Zhu ⋅ Xiaoyang Liu ⋅ Yinya Huang ⋅ Zhijiang Guo
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2213
Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
Naïm Es-sebbani ⋅ Esteban Marquer ⋅ Yakoub Salhi ⋅ Zied Bouraoui
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4114
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4113
When Can We Trust Survival Model Evaluation ?
Ghanem BAHRINI ⋅ Sebastien Razakarivony ⋅ Jean-François Dupuy ⋅ Valerie Gares ⋅ Morgane Barbet-Massin
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4115
SEDRAS: Symbolically Evaluated Deep Research And Science
Fredrik Carlsson ⋅ Dan Ward ⋅ Joseph Ortiz ⋅ Fangyu Liu ⋅ Joakim Nivre
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3109
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4214
CiteGuard: Conformal False-Discovery Control for Faithful Retrieval-Augmented Generation
Xiangyu Jiang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4102
Conditional Quantile Adjusted Conformal Prediction for Time Series
Cheng Yu ⋅ Zhoufan Zhu ⋅ Ke Zhu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3217
Attributed Network Alignment: Statistical Limits and Efficient Algorithm
Dong Huang ⋅ Chenyang Tian ⋅ Pengkun Yang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4001
Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts
Meng Lou ⋅ Yunxiang Fu ⋅ Yizhou Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1609
TRACER: Persistent Regularization for Robust Multimodal Finetuning
Hesam Asadollahzadeh ⋅ Feng Liu ⋅ Christopher Leckie ⋅ Sarah Erfani
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2917
Convergence Rate of the Last Iterate of Stochastic Proximal Algorithms
Kevin Kurian Thomas Vaidyan ⋅ Michael Friedlander ⋅ Ahmet Alacaoglu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3902
An Approximation Algorithm for Graph Label Selection
Josia John ⋅ Simon Meierhans ⋅ Maximilian Probst Gutenberg
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3813
Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretraining and Adaptation
Wenzheng Pan ⋅ Jiale Ma ⋅ Nuoyan Chen ⋅ Yang Li ⋅ Junchi Yan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3816
Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
Florian Adriaens ⋅ Nikolaj Tatti
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3901
Conformal Prediction for Early Stopping in Mixed Integer Optimization
Stefan Clarke ⋅ Bartolomeo Stellato
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3810
PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
Oguzhan Gungordu ⋅ Siheng Xiong ⋅ Faramarz Fekri
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3802
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4003
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
Federico Berto ⋅ Chuanbo Hua ⋅ Nayeli Gast Zepeda ⋅ André Hottung ⋅ Niels Wouda ⋅ Leon Lan ⋅ Junyoung Park ⋅ Kevin Tierney ⋅ Jinkyoo Park
[ Slides [ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3811
PoMtVRS: Preference-Optimized Multi-Task Vehicle Routing Solver with Preference Gating
Dian Meng ⋅ Yaoxin Wu ⋅ Yaqing Hou ⋅ Zhiguang Cao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3801
Dynamic Stratified Contrastive Learning with Upstream Augmentation for MILP Branching
Tongkai Lu ⋅ Shuai Ma ⋅ Chongyang Tao
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3703
ECCO: Evidence-Driven Causal Reasoning for Compiler Optimization
Haolin Pan ⋅ Lianghong Huang ⋅ Dong Jinyuan ⋅ Mingjie Xing ⋅ Yanjun Wu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3709
A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention
Peixin Huang ⋅ Yaoxin Wu ⋅ Yining Ma ⋅ Cathy Wu ⋅ Wei Zhang ⋅ Wen Song
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3714
Towards Optimal Robustness in Learning-Augmented Paging
Peng Chen ⋅ Hailiang Zhao ⋅ Xueyan Tang ⋅ Yixuan Wang ⋅ Shuiguang Deng
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3806
Learning-Augmented Scalable Linear Assignment Problem Optimization via Neural Dual Warm-Starts
Ilay Yavlovich ⋅ Jad Agbaria ⋅ Muhamed Mhamed ⋅ Nir Weinberger ⋅ Jose Yallouz
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3809
Neural QAOA$^2$: Differentiable Joint Graph Partitioning and Parameter Initialization for Quantum Combinatorial Optimization
Zubin Zheng ⋅ Jiahao Wu ⋅ Shengcai Liu
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3800
Divide and Learn: Multi-Objective Combinatorial Optimization at Scale
Esha Singh ⋅ Dongxia Wu ⋅ Chien-Yi Yang ⋅ Tajana Rosing ⋅ Rose Yu ⋅ Yian Ma
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #109
Abductive Reasoning with Probabilistic Commonsense
Joseph Cotnareanu ⋅ Chiara Roverato ⋅ Han Zhou ⋅ Didier Chételat ⋅ Yingxue Zhang ⋅ Mark Coates
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3805
LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs
Zhinan Hou ⋅ Xingchen Li ⋅ Yankai Zhang ⋅ Tianxun Li ⋅ Keyou You
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4516
Learning-augmented Rent-or-Buy with a Sample
Davidson Zhu ⋅ Sreenivas Gollapudi ⋅ Debmalya Panigrahi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3814
RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs
Tae-Hoon Lee ⋅ Min-Soo Kim
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3812
Position: Neural Approximation Is Rarely Justified for Hard Combinatorial Problems
Pritish Chakraborty ⋅ Indradyumna Roy ⋅ Soumen Chakrabarti ⋅ Abir De
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4002
Learning Permutation from Structure Without Supervision
Ran Eisenberg ⋅ Ofir Lindenbaum
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #507
Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges
Usman A Khan ⋅ Joseph Durham
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3900
DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers
Shraman Pal ⋅ Can Li
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3711
Unsupervised Diffusion Solver for Combinatorial Optimization via Combinatorial Adjoint Matching
Shengyu Feng ⋅ Tarun Suresh ⋅ Yiming Yang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4112
DynaSchedBench: Calibrated Dynamic Scheduling Benchmarks and Observability Paradox in LLM-based Scheduling Agents
Shijie Cao ⋅ Yuan Yuan ⋅ Jing Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3803
Generative Large Neighborhood Search: Scalable Set Cover Optimization via Discrete Diffusion
Achref Jaziri ⋅ Thibaut Cuvelier ⋅ Bruno De Backer
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3710
Unsupervised Neural Langevin Sampler for Mixed Integer Linear Programming
Yixin Huang ⋅ Shengyu Feng ⋅ Yiming Yang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3712
Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
Zhenchao Sun ⋅ Shuai Ma ⋅ Ping Lu ⋅ Chongyang Tao
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3804
Instance-Specific Approximation Ratios for Correlation Clustering and Max-Cut
Sebastian Lüderssen ⋅ Ioana-Oriana Bercea ⋅ Stefan Neumann
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3815
RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience
Yang Wu ⋅ Junran Pan ⋅ Yifan Zhang ⋅ Ning Xu ⋅ Fanshuo Zeng ⋅ Jian Cheng
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3807
Local-Minima-Preserving Polynomial Relaxation of Ising Problems
Debraj Banerjee ⋅ Santanu Mahapatra ⋅ Kunal Narayan Chaudhury
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4623
Compact Conformal Subgraphs
Sreenivas Gollapudi ⋅ Kostas Kollias ⋅ Kamesh Munagala ⋅ Aravindan Vijayaraghavan
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3713
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3701
Near-Universal Multiplicative Updates for Nonnegative Einsum Factorization
John Hood ⋅ Aaron Schein
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4601
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #203
Hierarchical Successor Representation for Robust Transfer
Changmin Yu ⋅ Máté Lengyel
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2911
Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training
Ruishuo Chen ⋅ Xun Wang ⋅ Rui Hu ⋅ Zhuoran Li ⋅ Longbo Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #122
Position: Multi-Agent Systems Should Prioritize Concurrency Control
Xin Yang ⋅ Letian Li ⋅ Zimo Ji ⋅ Terry Zhang ⋅ Wenyuan Jiang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #123
PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning
Xinyue Peng ⋅ Yi Qian ⋅ Jiaojiao Lin ⋅ Wenjian Shao ⋅ Yanming Liu
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4111
Position: Artificial Intelligence Needs Meta Intelligence - the Case for Metacognitive AI
Sergei Chuprov ⋅ Richard Lange ⋅ Leon Reznik ⋅ Paulo Shakarian ⋅ Raman Zatsarenko ⋅ Dmitrii Korobeinikov
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #124
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
Yuchen Xiao ⋅ lei yuan ⋅ Ruiqi Xue ⋅ Tieyue Yin ⋅ Yang Yu
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #116
Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
Constantin Ruhdorfer ⋅ Matteo Bortoletto ⋅ Victor Oei ⋅ Anna Penzkofer ⋅ Andreas Bulling
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #209
Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
Beyazit Yalcinkaya ⋅ Marcell Vazquez-Chanlatte ⋅ Ameesh Shah ⋅ Hanna Krasowski ⋅ Sanjit Seshia
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #210
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3505
Learning Robust Multi-Agent Policies via Selective Adversarial Fault Induction
David H Mguni ⋅ Yaqi Sun ⋅ Haojun Chen ⋅ Wanrong Yang ⋅ Amir Darabi ⋅ Larry Orimoloye ⋅ Yaodong Yang
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #119
Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
Zhibo Deng ⋅ Feng Liang ⋅ Yong Zhang ⋅ Xiaoxi Zhang ⋅ Xiping Hu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3016
Position: Solipsistic superintelligence is unlikely to be cooperative
Rakshit Trivedi ⋅ Natasha Jaques ⋅ Logan Cross ⋅ Alexander Vezhnevets ⋅ Joel Z Leibo
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #120
Scaling Multi-Agent Environment Co-Design with Diffusion Models
Hao Xiang Li ⋅ Michael Amir ⋅ Amanda Prorok
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #215
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
Sangjun Bae ⋅ Yisak Park ⋅ Sanghyeon Lee ⋅ Seungyul Han
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #216
Moving Out: Physically-grounded Human-AI Collaboration
Xuhui Kang ⋅ Sung-Wook Lee ⋅ Haolin Liu ⋅ Yuyan Wang ⋅ Yen-Ling Kuo
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #214
HPS: Hyperspherical Parameter Sharing for Efficient Multi-Agent Reinforcement Learning
Hu Fu ⋅ Pengyi Li ⋅ Hao Chen ⋅ Xuanyu Xiang ⋅ Biao Luo ⋅ Yihua Tan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #117
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #121
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #212
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies
Zhuoran Li ⋅ Hai Zhong ⋅ Xun Wang ⋅ Qingxin Xia ⋅ Lihua Zhang ⋅ Longbo Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #125
Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
Dan Qiao ⋅ Wenhao Li ⋅ Shanchao Yang ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #213
Factored Value Functions for Graph-Based Multi-Agent Reinforcement Learning
Ahmed Rashwan ⋅ Keith Briggs ⋅ Chris Budd ⋅ Lisa Kreusser
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #111
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
Shiyu Li ⋅ Yifan Wang ⋅ Peiming Li ⋅ Zheng Wei ⋅ Yang Tang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #115
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #211
Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
lei yuan ⋅ Ruiqi Xue ⋅ Yang Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3105
Concept Concentration for Faithful Representation Intervention
Hongzheng Yang ⋅ Yongqiang Chen ⋅ Zeyu Qin ⋅ Tongliang Liu ⋅ Chaowei Xiao ⋅ Kun Zhang ⋅ Bo Han
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2905
Watermarking Graph Neural Networks via Explanations for Ownership Protection
Jane Downer ⋅ Yingdan Shi ⋅ Ziyan Liu ⋅ Ren Wang ⋅ Binghui Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4004
Position: In Defense of Information Leakage in Concept-based Models
Mateo Espinosa Zarlenga
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3304
Sem-Detect: Semantic Level Detection of AI Generated Peer-Reviews
André Duarte ⋅ Brian Tufts ⋅ Aditya Oke ⋅ Fei Fang ⋅ Arlindo Oliveira ⋅ Lei Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3200
The Assistant Axis: Situating and Stabilizing the Default Persona of Language Models
Christina Lu ⋅ Jack Gallagher ⋅ Jonathan Michala ⋅ Kyle Fish ⋅ Jack Lindsey
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3402
Base Models Know How to Reason, Thinking Models Learn When
Constantin Venhoff ⋅ Iván Arcuschin ⋅ Phil Torr ⋅ Arthur Conmy ⋅ Neel Nanda
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3303
Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
David Chanin ⋅ Adrià Garriga-Alonso
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3406
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3411
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3310
Probing Cross-modal Information Hubs in Audio-Visual LLMs
Jihoo Jung ⋅ Chaeyoung Jung ⋅ Ji-Hoon Kim ⋅ Joon Son Chung
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3201
Token-Efficient Change Detection in LLM APIs
Timothee Chauvin ⋅ Clément Lalanne ⋅ Erwan Le Merrer ⋅ Jean-Michel Loubes ⋅ Francois Taiani ⋅ Gilles Tredan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3305
Selective Disclosure Watermarking for Large Language Models
Xuyang Chen ⋅ Xiang Li ⋅ Yangxinyu Xie ⋅ Qi Long
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2108
How Language Models Process Negation
Zhejian Zhou ⋅ Tianyi Zhou ⋅ Robin Jia ⋅ Jonathan May
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3301
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3308
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
Silpa Vadakkeeveetil Sreelatha ⋅ Dan Wang ⋅ Serge Belongie ⋅ Muhammad Awais ⋅ Anjan Dutta
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3909
Dimensional Collapse in Transformer Attention Outputs: A Challenge for Sparse Dictionary Learning
Junxuan Wang ⋅ Xuyang Ge ⋅ Wentao Shu ⋅ Zhengfu He ⋅ Xipeng Qiu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3312
Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering
Tiejin Chen ⋅ Longchao Da ⋅ Xiaoou Liu ⋅ Hua Wei
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3408
Do Activation Verbalization Methods Convey Privileged Information?
Millicent Li ⋅ Alberto Mario Ceballos Arroyo ⋅ Giordano Rogers ⋅ Naomi Saphra ⋅ Byron Wallace
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3306
Selective Concept Bottleneck Models Without Predefined Concepts
Simon Schrodi ⋅ Julian Schur ⋅ Max Argus ⋅ Thomas Brox
[ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3401
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3414
Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
Chengsheng Zhang ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3410
Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
Jongwook Han ⋅ Jongwon Lim ⋅ Injin Kong ⋅ Yohan Jo
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3202
Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits
Guanzheng Qin ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3409
Domain Restriction via SAE Multi-Layer Transitions
Elias Shaheen ⋅ Avi Mendelson
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3302
Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
Christopher Nassif ⋅ Joshua Cooper
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3412
Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio
Georgios Milis ⋅ Yubin Qin ⋅ Yihan Wu ⋅ Heng Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2812
Decomposing Query-Key Feature Interactions Using Contrastive Covariances
Andrew Lee ⋅ Yonatan Belinkov ⋅ Fernanda Viégas ⋅ Martin Wattenberg
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3315
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
Adi Simhi ⋅ Fazl Barez ⋅ Martin Tutek ⋅ Yonatan Belinkov ⋅ Shay Cohen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2101
LLM Self-Recognition: Steering and Retrieving Activation Signatures
Thibaud Ardoin ⋅ Jonas Schäfer ⋅ Gerhard Wunder
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3405
Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
Joeun Kim ⋅ HoEun Kim ⋅ Dongsup Jin ⋅ Young-Sik Kim
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3407
Certified Circuits: Stability Guarantees for Mechanistic Circuits
Alaa Anani ⋅ Tobias Lorenz ⋅ Bernt Schiele ⋅ Mario Fritz ⋅ Jonas Fischer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3300
The ACUTE Protocol: Operationalizing Language Model Activations for Better Calibration, Utility, and Trust
Nishant Subramani ⋅ Palash Goyal ⋅ Yiwen Song ⋅ Mani Malek ⋅ Yuan Xue ⋅ Tomas Pfister ⋅ Hamid Palangi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3404
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
Iván Arcuschin ⋅ David Chanin ⋅ Adrià Garriga-Alonso ⋅ Oana-Maria Camburu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1911
Position: Hallucinations Undermine Trust; Metacognition is a Way Forward
Gal Yona ⋅ Mor Geva ⋅ Yossi Matias
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3307
SVD as a Fast Interpretability Method for Transformers
Min Xue ⋅ Artur Andrzejak
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3400
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3316
Learning a Generative Meta-Model of LLM Activations
Grace Luo ⋅ Jiahai Feng ⋅ Trevor Darrell ⋅ Alec Radford ⋅ Jacob Steinhardt
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3309
Query Circuits: Explaining How Language Models Answer User Prompts
Tung-Yu Wu ⋅ Fazl Barez
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3904
Alignment Risks from Capability-Seeking RL Training
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3205
Conflict-Aware Adaptive Alignment for LLM Hallucination Mitigation
Ruohan Zong ⋅ Yang Zhang ⋅ Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3203
Automatically Finding Reward Model Biases
Atticus Wang ⋅ Iván Arcuschin ⋅ Arthur Conmy
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3209
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3208
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #207
Towards Disentangled Preference Optimization Dynamics: Suppress the Loser, Preserve the Winner
Wei Chen ⋅ Yubing Wu ⋅ Junmei Yang ⋅ Delu Zeng ⋅ Qibin Zhao ⋅ John Paisley ⋅ Min Chen ⋅ Zhou Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4511
Corrigibility Transformation: Constructing Goals That Accept Updates
Rubi Hudson
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3207
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3212
Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
Yuanshuai Li ⋅ Yuping Yan ⋅ Junfeng Tang ⋅ Zeqi Zheng ⋅ Yaochu Jin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3211
MESA: Improving MoE Safety Alignment via Decentralized Expertise
Yitong Sun ⋅ Yao Huang ⋅ Teng Li ⋅ Ranjie Duan ⋅ Yichi Zhang ⋅ Xingjun Ma ⋅ Hui Xue' ⋅ Xingxing Wei
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1608
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3214
Position: LLMs Should Incorporate Explicit Mechanisms for Human Empathy
Xiaoxing You ⋅ Qiang Huang ⋅ Jun Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3115
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3110
VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
Woojin Kim ⋅ Sieun Hyeon ⋅ Jusang Oh ⋅ Jaeyoung Do
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3206
Discovering Implicit Large Language Model Alignment Objectives
Edward Chen ⋅ Sanmi Koyejo ⋅ Carlos Guestrin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3213
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3215
Position: We Need Large Language Models Optimized For Our Well-Being
Ashton Anderson ⋅ Harsh Kumar ⋅ Louis Tay ⋅ Karina Vold
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4216
Position: Scale is a False Promise for Endangered Languages
Ivory Yang ⋅ Soroush Vosoughi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3210
IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination
Yuanshuai Li ⋅ Yuping Yan ⋅ Jirui Han ⋅ Fei Ming ⋅ Lingjuan Lyu ⋅ Yaochu Jin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3908
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3116
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards
Yiran Shen ⋅ Yu Xia ⋅ Jonathan Chang ⋅ Prithviraj Ammanabrolu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3111
Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment
Yucong Huang ⋅ Xiucheng Li ⋅ Kaiqi Zhao ⋅ Jing Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #414
Position: LLM-Based Social Simulations Require a Boundary
Zengqing Wu ⋅ Run Peng ⋅ Takayuki Ito ⋅ Makoto Onizuka ⋅ Chuan Xiao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3216
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3311
Position: We Need A Unified Definition of Hallucination (It’s The World Model, Stupid!)
Emmy Liu ⋅ Varun Prashant Gangal ⋅ Chelsea Zou ⋅ Michael Yu ⋅ Xiaoqi Huang ⋅ Alex Chang ⋅ Zhuofu Tao ⋅ Karanpartap Singh ⋅ Sachin Kumar ⋅ Steven Feng
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3112
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3113
The Realignment Problem: When Right becomes Wrong in LLMs
Aakash Sen Sharma ⋅ Debdeep Sanyal ⋅ Manodeep Ray ⋅ Vivek Srivastava ⋅ Shirish Karande ⋅ Murari Mandal
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3907
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
Wenhao Chen ⋅ Sirui Sun ⋅ Shengyuan Bai ⋅ Guojie Song
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4116
Robust AI Evaluation through Maximal Lotteries
Hadi Khalaf ⋅ Serena Wang ⋅ Daniel Halpern ⋅ Itai Shapira ⋅ Flavio Calmon ⋅ Ariel Procaccia
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3114
The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
Mohammad Taufeeque ⋅ Stefan Heimersheim ⋅ Adam Gleave ⋅ Chris Cundy
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3601
Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance
Bohdan Turbal ⋅ Blossom Metevier ⋅ Max Springer ⋅ Aleksandra Korolova
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3104
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1716
Towards Functional Correctness of Large Code Models with Selective Generation
Jaewoo Jeong ⋅ Taesoo Kim ⋅ Sangdon Park
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2912
SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
Weilin Lin ⋅ Jianze Li ⋅ Hui Xiong ⋅ Li Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3100
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2915
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2910
Securing Multimodal AI through Internal Information Decomposition
Jehyeok Yeon ⋅ Hyeonjeong Ha ⋅ Qiusi Zhan ⋅ Heng Ji
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3006
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3103
Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding
Liu Yu ⋅ Can Chen ⋅ PING KUANG ⋅ Zhikun Feng ⋅ Fan Zhou ⋅ Gillian Dobbie
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3106
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3009
OpenDeception: Learning Deception and Trust in Human–AI Interaction via Multi-Agent Simulation
Yichen Wu ⋅ Qianqian Gao ⋅ Xudong Pan ⋅ Geng Hong ⋅ Min Yang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3007
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2916
Proactive Defense Benchmark against Deepfake Generation
Joonhyuk Baek ⋅ Wonjune Seo ⋅ Jae-yun Kim ⋅ Saerom Park ⋅ Hoki Kim
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #304
Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
Mengxuan Wang ⋅ Yuxin Chen ⋅ Gang Xu ⋅ Tao He ⋅ hongjie jiang ⋅ Ming Li
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3011
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4010
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3015
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3613
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2909
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2908
When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
Lingxi Zhang ⋅ Guangtao Zheng ⋅ Hanjie Chen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3014
Position: Safe AI Should be Resistant and Resilient in an Evolving World
Youbang Sun ⋅ Xiang Wang ⋅ Jie Fu ⋅ Chaochao Lu ⋅ Bowen Zhou
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2913
Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
Jiachen Ma ⋅ Jiawen Zhang ⋅ Xiangtian Li ⋅ Bo Zou ⋅ Chaochao Lu ⋅ Chao Yang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3403
Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
Guanxu Chen ⋅ Jing Shao ⋅ Tao Luo ⋅ Lijie Hu ⋅ Qihao Lin ⋅ Dongrui Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3005
Learning Efficient Guardrails for Compliance
Xiaofei Wen ⋅ Wenjie Mo ⋅ Yanan Xie ⋅ Peng Qi ⋅ Muhao Chen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3108
How does information access affect LLM monitors' ability to detect sabotage?
Rauno Arike ⋅ Raja Moreno ⋅ Rohan Subramani ⋅ Shubhorup Biswas ⋅ Francis Rhys Ward
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3313
Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability
Judy Zhu ⋅ Dhari Gandhi ⋅ Ahmad Mianroodi ⋅ Dhanesh Ramachandram ⋅ Sedef Akinli Kocak ⋅ shaina raza
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3101
Exploration Hacking: Can LLMs Learn to Resist RL Training?
Yeonwoo Jang ⋅ Damon Falck ⋅ Joschka Cedric Braun ⋅ Nathalie Kirch ⋅ Achyutha Menon ⋅ Perusha Moodley ⋅ Scott Emmons ⋅ Roland S. Zimmermann ⋅ David Lindner
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3610
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1910
Position: LLM Agents Are the Antidote to Walled Gardens
Samuele Marro ⋅ Phil Torr
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2914
Reasoning Models Struggle to Control their Chains of Thought
Chen Yueh-Han ⋅ Robert McCarthy ⋅ Bruce W. Lee ⋅ He He ⋅ Micah Carroll ⋅ Tomek Korbak
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3013
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3107
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
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4008
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas
Emanuel Tewolde ⋅ Xiao Zhang ⋅ David Guzman Piedrahita ⋅ Vincent Conitzer ⋅ Zhijing Jin
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3004
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
Liyan Chen ⋅ Yael Kalai ⋅ Zoe Xi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3008
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3000
Faithful Mobile GUI Agents with Guided Advantage Estimator
Haowen Hu ⋅ Pengzhou Cheng ⋅ Zheng Wu ⋅ Lingzhong Dong ⋅ Gongshen Liu ⋅ Zhuosheng Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3012
Position: Bridge the Gaps between AI Development and Regulation
Mansur Ali Khan ⋅ Mehmet Efe Akengin ⋅ Osman Salahuddin ⋅ Ahmad A. Rushdi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3010
Position: AI Lock-In Is in Progress, and We Must Be Prepared
Jaeho Kim ⋅ Seokhyun Lee ⋅ Jieun Lee ⋅ Changhee Lee
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4011
Mixtures of geodesic factor analyzers on Riemannian homogeneous spaces
Hengchao Chen ⋅ Yuanyao Tan ⋅ Chao Huang ⋅ Hongtu Zhu ⋅ Qiang Sun
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4621
General Quantification of Covariate and Concept Shifts
Hongbo Chen ⋅ Li Xia
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4515
Optimal Unconstrained Self-Distillation in Ridge Regression: Strict Improvements, Precise Asymptotics, and One-Shot Tuning
Hien Dang ⋅ Pratik Patil ⋅ Alessandro Rinaldo
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #305
Utility Boundary of Dataset Distillation: Scaling and Coverage Laws
Zhengquan Luo ⋅ Zhiqiang Xu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4506
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3914
A Statistical Framework for Analyzing Specification Resistance to Learnware-Inversion Risks
Hao-Yi Lei ⋅ Zhi-Hao Tan ⋅ Zhi-Hua Zhou
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4513
Semi-knockoffs: a model-agnostic conditional independence testing method with finite-sample guarantees
Angel REYERO LOBO ⋅ Thirion Bertrand ⋅ Pierre Neuvial
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3413
Ideal Attribution and Faithful Watermarks for Language Models
Min Jae Song ⋅ Kameron Shahabi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #301
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3314
On the Variability of Concept Activation Vectors
Julia Wenkmann ⋅ Damien Garreau
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4624
Quantifying Error Propagation and Model Collapse in Diffusion Models
Naïl B. Khelifa ⋅ Richard E Turner ⋅ Ramji Venkataramanan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4622
Asymptotically Fast Clebsch-Gordan Tensor Products with Vector Spherical Harmonics
YuQing Xie ⋅ Ameya Daigavane ⋅ Mit Kotak ⋅ Tess Smidt
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3515
Sobolev Regularized Score Difference Estimation in Diffusion Models
Chenghan Xie ⋅ Jose Blanchet ⋅ Renyuan Xu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2215
Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention Models
Chungpa Lee ⋅ Jy-yong Sohn ⋅ Kangwook Lee
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4617
Sharp Concentration Bounds for Bundle-Valued Statistics on Manifolds
Swagatam Das ⋅ Vaclav Snasel
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4618
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1511
Revisiting Padded Transformer Expressivity: Which Architectural Choices Matter and Which Don't
Anej Svete ⋅ William Merrill ⋅ Ryan Cotterell ⋅ Ashish Sabharwal
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4625
Innovation: An Almost Characterization of Hallucination
Nishant Pratim Das ⋅ Piyush Srivastava
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4502
Tightening the Score Matching Gap for Diffusion Models
Benjamin Dupuis ⋅ Tyler Farghly ⋅ Maxime Haddouche ⋅ Alain Oliviero Durmus ⋅ Umut Simsekli
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4503
Quantifying Cross-Domain Knowledge Distillation in the Presence of Domain Shift
Xiangchao Li ⋅ Xiao Han ⋅ Qing Yang ⋅ Xin Tong
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1909
Position: The Turing-Completeness of Real-World Autoregressive Transformers Relies Heavily on Context Management
Guanyu Cui ⋅ Zhewei Wei ⋅ Kun He
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4610
Dynamics of neural scaling laws in random feature regression with powerlaw-distributed kernel eigenvalues
Jakob Kramp ⋅ Javed Lindner ⋅ Moritz Helias
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2715
Understanding Catastrophic Forgetting In LoRA via Mean-Field Attention Dynamics
Hugo Koubbi ⋅ Louis Hernandez ⋅ Matthieu Boussard
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1504
Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov–Arnold Networks
Puyu Wang ⋅ Junyu Zhou ⋅ Philipp Liznerski ⋅ Marius Kloft
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4609
Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling
Indranil Halder ⋅ Cengiz Pehlevan
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4206
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4613
Muon in Associative Memory Learning: Training Dynamics and Scaling Laws
Kaifei Wang ⋅ Binghui Li ⋅ Han Zhong ⋅ Pinyan Lu ⋅ Liwei Wang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4608
Attention Implements the Fisher Geometry of Exponential Families
Bodie Rubacher
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4614
On Minimum Depth and Width of Floating-Point Neural Networks for Representing Floating-Point Functions
Sejun Park ⋅ Yeachan Park ⋅ Geonho Hwang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4607
Understanding the Parameter Space Geometry of Transformers Encoding Boolean Functions
Blanka Kövér ⋅ Alexandra Butoi ⋅ Anej Svete ⋅ Michael Hahn ⋅ Ryan Cotterell
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3608
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
Yoshihiro Maruyama
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1610
A Geometry-Based View of Mahalanobis OOD Detection
Denis Janiak ⋅ Jakub Binkowski ⋅ Tomasz Kajdanowicz
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1510
A unified theory of feature learning in RNNs and DNNs
Jan Bauer ⋅ Kirsten Fischer ⋅ Moritz Helias ⋅ Agostina Palmigiano
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1506
Finite-Width Neural Tangent Kernels from Feynman Diagrams
Max Guillen ⋅ Philipp Misof ⋅ Jan Gerken
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3915
Universal Learning of Nonlinear Dynamics
Evan Dogariu ⋅ Anand Brahmbhatt ⋅ Elad Hazan
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1507
Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
Ruichen Xu ⋅ Wenjing Yan ⋅ Angela Yingjun Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4619
The Expressivity Limits of Transformers
Maxime Meyer ⋅ Mario Michelessa ⋅ Caroline Chaux ⋅ Vincent Tan
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1508
Early Directional Convergence in Deep Homogeneous Neural Networks for Small Initializations
Akshay Kumar ⋅ Jarvis Haupt
[ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1500
Width Independent Bounds for the Local Lipschitz Constant of Deep Neural Networks at Random Initialization and after Lazy Training
Apostolos Evangelidis ⋅ Felix Krahmer
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1503
The Entropic Signature of Class Speciation in Diffusion Models
Florian Handke ⋅ Dejan Stancevic ⋅ Felix Koulischer ⋅ Thomas Demeester ⋅ Luca Ambrogioni
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4612
Likelihood Matching for Diffusion Models
Lei Qian ⋅ Wu Su ⋅ Yanqi Huang ⋅ Song Chen
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4620
The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
Eitan Gronich ⋅ Gal Vardi
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4616
Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
Kiran Tomlinson ⋅ Tobias Schnabel ⋅ Adith Swaminathan ⋅ Jennifer Neville
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1509
An analytic theory of convolutional neural network inverse problems solvers
Minh Hai Nguyen ⋅ Quoc Bao ⋅ Edouard Pauwels ⋅ Pierre Weiss
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2814
Geometric Entropy and Retrieval Phase Transitions in Continuous Thermal Dense Associative Memory
Tatiana Petrova ⋅ Evgeny Polyachenko ⋅ Radu State
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4510
Deep Incentive Design with Differentiable Equilibrium Blocks
Vinzenz Thoma ⋅ Georgios Piliouras ⋅ Luke Marris
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4512
(Doubly) Exponential Lower Bounds for Follow the Regularized Leader in Potential Games
Ioannis Anagnostides ⋅ Ioannis Panageas ⋅ Nikolas Patris ⋅ Tuomas Sandholm
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4507
Online Contract Design With Unknown Technology
Matteo Bollini ⋅ Matteo Castiglioni ⋅ Alberto Marchesi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2009
Mind the Gap: Structure-Aware Consistency in Preference Learning
Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4505
Black-Box Assisted Regression: Phase Transitions and Minimax Optimality
Yan Zhou
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4402
Decentralized Bandits without Global Clock for Dynamic Matching Market
Mengtong Gao ⋅ Zhenhe Zhang ⋅ Jichen Li ⋅ Wentao Zhou ⋅ Xia Xuanzhi ⋅ Jing Chen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4406
Improved Algorithms for Nash Welfare in Linear Bandits
Dhruv Sarkar ⋅ Nishant Pandey ⋅ Sayak Ray Chowdhury
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4408
Neural Logistic Bandits
Seoungbin Bae ⋅ Dabeen Lee
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4404
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4410
Tighter Regret Lower Bound for Gaussian Process Bandits with Squared Exponential Kernel in Hypersphere
Shogo Iwazaki
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4401
Contextual Slate GLM Bandits with Limited Adaptivity
Tanmay Goyal ⋅ Sukruta Midigeshi ⋅ Gaurav Sinha
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4110
A Perturbation Approach to Unconstrained Linear Bandits
Andrew Jacobsen ⋅ Dorian Baudry ⋅ Shinji Ito ⋅ Nicolò Cesa-Bianchi
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4501
Adaptive Bandit Algorithms for Contextual Matching Markets
Shiyun Lin ⋅ Simon Mauras ⋅ Vianney Perchet ⋅ Nadav Merlis
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4403
Decentralized Online Convex Optimization with Efficient Communication: Improved Algorithm and Lower Bounds
Sifan Yang ⋅ Wenhao Yang ⋅ Wei Jiang ⋅ Lijun Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4407
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
Kaixuan Ji ⋅ Qingyue Zhao ⋅ Heyang Zhao ⋅ Qiwei Di ⋅ Quanquan Gu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4108
Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations
Hang Yu ⋅ Yu-Hu Yan ⋅ Peng Zhao
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4500
Bandit Social Leaning Dynamics with Exploration Episodes
Kiarash Banihashem ⋅ Natalie Collina ⋅ Alex Slivkins
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4409
Regret Minimization With a Crowd of Awakening Experts
Anna Lunghi ⋅ Gianmarco Genalti ⋅ Alberto Marchesi ⋅ Matteo Castiglioni
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4107
Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions
Youngmin Oh
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4509
Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
Yuantong Li ⋅ Guang Cheng ⋅ Xiaowu Dai
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4405
Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
Taihei Oki ⋅ Shinsaku Sakaue
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4109
Data-Source Adaptive Online Learning under Heteroscedastic Noise
Amith Bhat Hosadurga Anand ⋅ Haipeng Luo ⋅ Aadirupa Saha
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3501
Simple Approximation and 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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3504
Supervised Guidance Training for Infinite-Dimensional Diffusion Models
Elizabeth Baker ⋅ Alexander Denker ⋅ Jes Frellsen
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4412
Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
Tom Yates ⋅ Yuzhou Cheng ⋅ Ignacio Alzugaray ⋅ Danyal Akarca ⋅ Pedro Mediano ⋅ Andrew Davison
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3503
Dimension-Free Multimodal Sampling via Preconditioned Annealed Langevin Dynamics
Lorenzo Baldassari ⋅ Josselin Garnier ⋅ Knut Solna ⋅ Maarten de Hoop
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2714
WildCat: Near-Linear Attention in Theory and Practice
Tobias Schröder ⋅ Lester Mackey
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4411
Approximating f -Divergences with Rank Statistics
Viktor Stein ⋅ José Manuel de Frutos
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #2204
Dependence-Aware Label Aggregation for LLM-as-a-Judge via Ising Models
Krishna Balasubramanian ⋅ Aleksandr Podkopaev ⋅ Shiva Kasiviswanathan
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #306
GAAVI: Global Asymptotic Anytime Valid Inference for the Conditional Mean Function
Brian Cho ⋅ Raaz Dwivedi ⋅ Nathan Kallus
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4415
Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence
Shiyuan Zhang ⋅ Qiwei Di ⋅ Xuheng Li ⋅ Quanquan Gu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4413
Calibrated Preference Learning: The Case of Label Ranking
Santo Thies ⋅ Viktor Bengs ⋅ Timo Kaufmann ⋅ Sebastian Vollmer ⋅ Eyke Hüllermeier
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3913
Dimension-free convergence of diffusion models for approximate Gaussian mixtures
Gen Li ⋅ Changxiao Cai ⋅ Yuting Wei
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4416
Error Analysis of Discrete Flow with Generator Matching
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Qiang Yao ⋅ Liyan Xie ⋅ Fang Fang ⋅ Hongyuan Zha ⋅ Guang Cheng
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4311
Statistically Undetectable Backdoors in Deep Neural Networks
Andrej Bogdanov ⋅ Alon Rosen ⋅ Neekon Vafa
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4414
Corrected Samplers for Discrete Flow Models
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Liyan Xie ⋅ Hongyuan Zha ⋅ Fang Fang ⋅ Guang Cheng
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4316
Logit Distance Bounds Representational Similarity
Beatrix M. G. Nielsen ⋅ Emanuele Marconato ⋅ Luigi Gresele ⋅ Andrea Dittadi ⋅ Simon Buchholz
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4212
Probably Approximately Correct Labels
Emmanuel J Candes ⋅ Andrew Ilyas ⋅ Tijana Zrnic
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3502
Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
Kwangmin Lee ⋅ Yeonhee Park ⋅ Sewon Park
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4315
Mean-Shift PCA by Knockoff Mean
Mengda Li ⋅ Zeng Li ⋅ Jianfeng Yao
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4314
Optimal Decision-Making Based on Prediction Sets
Tao Wang ⋅ Edgar Dobriban
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4312
Signal Strength Estimation in Logistic Regression Using Data Splitting
Weihao Li ⋅ Jun Liu
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4611
Improved Convergence of Score-Based Diffusion Models via Prediction-Correction
Francesco Pedrotti ⋅ Jan Maas ⋅ Marco Mondelli
[ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #200
Robust Reinforcement Learning in a Sample-Efficient Setting
Siemen Herremans ⋅ Ali Anwar ⋅ Siegfried Mercelis
[ Slides [ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4203
Reusing Trajectories in Policy Gradients Enables Fast Convergence
Alessandro Montenegro ⋅ Federico Mansutti ⋅ Marco Mussi ⋅ Matteo Papini ⋅ Alberto Maria Metelli
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #204
Near-Minimax Multi-Objective RL under Predictable Adversarial Preferences and Preference-Free Exploration in Linear MDPs
Mingxi Hu ⋅ Meiling Yu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #217
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4303
Learning to Correct: Reinforcement Learning for Multi-Attempt Chain-of-Thought
Muhammed Emrullah Ildiz ⋅ Halil Alperen Gozeten ⋅ Ege Onur Taga ⋅ Samet Oymak
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #205
Noise as a Natural Regularizer in Markov Decision Processes: Connecting Environmental Stochasticity and Policy Simplicity
Harry Chen ⋅ Yiyang Sun ⋅ Michal Moshkovitz ⋅ Zachery Boner ⋅ Lesia Semenova ⋅ Cynthia Rudin ⋅ Ron Parr
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4504
Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently
Stanley Wei ⋅ Juno Kim
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4304
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
Rui Hu ⋅ Yu Chen ⋅ Longbo Huang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4306
Compositional Behavioral Semantics for State Abstraction in Reinforcement Learning
Yivan Zhang ⋅ Ziyan Luo ⋅ Manuel Baltieri
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4310
World Models in Pieces: Structural Certification for General Agents
Yikai Lu ⋅ Yifei Wu ⋅ Xinyu Lu ⋅ Tongxin Li
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4210
Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning
Yike Zhao ⋅ Onno Eberhard ⋅ Malek khammassi ⋅ Ali Sayed ⋅ Michael Muehlebach
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4205
The Value Function Semi-Algebraic Set in Partially Observable Markov Decision Processes
Ryan Anderson ⋅ Guido Montufar
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4207
Understanding Behavior Cloning with Action Quantization
Haoqun Cao ⋅ Tengyang Xie
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4200
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
Amogh Palasamudram ⋅ Jakub Svoboda ⋅ Suguman Bansal ⋅ Krishnendu Chatterjee
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #206
Towards Achieving Optimal Strong Regret and Constraint Violation via Computationally Efficient Model-free RL
Xiyue Peng ⋅ Lingkai Zu ⋅ Ziyu Shao ⋅ Xin Liu
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4208
Value Aggregation with Uncertainty in Online Decentralized MARL
Ziyue Chu ⋅ Leonardo Stella
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4209
Well-Posed KL-Regularized Control via Wasserstein and Kalman–Wasserstein KL Divergences
Viktor Stein ⋅ Adwait Datar ⋅ Nihat Ay
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4307
Commit to the Bit: Reactive Reinforcement Learning Done Right
Onno Eberhard ⋅ Claire Vernade ⋅ Michael Muehlebach
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #112
Learn to change the world: Multi-level reinforcement learning with model-changing actions
Ziqing Lu ⋅ Babak Hassibi ⋅ Lifeng Lai ⋅ Weiyu Xu
[ Slides [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4309
Breaking the Computational Barrier: Provably Efficient Actor–Critic for Low-Rank MDPs
Ruiquan Huang ⋅ Donghao Li ⋅ Yingbin LIANG ⋅ Jing Yang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4305
Convergence of Two-Timescale Markovian Stochastic Approximations with Applications in Reinforcement Learning
Vagul Mahadevan ⋅ Claire Chen ⋅ Shuze D Liu ⋅ Shangtong Zhang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4301
Mirror Descent Policy Optimisation for Robust Constrained Markov Decision Processes
David Bossens ⋅ Atsushi Nitanda
[ Poster [ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4201
Reinforcement Learning with Action-Triggered Observations
Alexander Ryabchenko ⋅ Wenlong Mou
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4400
Best-of-Both-Worlds for Heavy-Tailed Markov Decision Processes
Yu Chen ⋅ Yuhao Liu ⋅ Jiatai Huang ⋅ Yihan Du ⋅ Longbo Huang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #113
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes
Axel Benyamine ⋅ Julien Grand-Clément ⋅ Marek Petrik ⋅ Michael Jordan ⋅ Alain Oliviero Durmus
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #114
Constrained Meta Reinforcement Learning with Provable Test-Time Safety
Tingting Ni ⋅ Maryam Kamgarpour
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4300
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4508
Offline Two-Player Zero-Sum Markov Games with KL Regularization
Claire Chen ⋅ Yuheng Zhang ⋅ Xinyu Liu ⋅ Zixuan Xie ⋅ Shuze D Liu ⋅ Nan Jiang
[ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4302
Minimax Optimal Strategy for Delayed Observations in Online Reinforcement Learning
Harin Lee ⋅ Kevin Jamieson
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4202
Rethinking the Hardness of PbRL: A Provable General Regret Bound
Chenjie Mao ⋅ Yi Fan ⋅ Ning Zhang ⋅ Chongjie Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #1502
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
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #118
Temporal Difference Learning with Compressed Updates: Error-Feedback meets Reinforcement Learning
Aritra Mitra ⋅ George Pappas ⋅ Hamed Hassani
[ URL [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #110
Towards Parameter-Free Temporal Difference Learning
Yunxiang LI ⋅ Mark Schmidt ⋅ Reza Babanezhad ⋅ Sharan Vaswani
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4204
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
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #4308
Chebyshev Policies and the Mountain Car Problem: Reinforcement Learning for Low-dimensional Control Tasks
Stefan Huber ⋅ Hannes Unger ⋅ Georg Schäfer ⋅ Jakob Rehrl
[ Poster [ OpenReview
Poster
Tue Jul 07 06:30 PM -- 08:15 PM (PDT) @ HALL A #3905
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