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Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation
Steven Liu ⋅ Jane Luo ⋅ Xin Zhang ⋅ Aofan Liu ⋅ Hao Liu ⋅ Jie Wu ⋅ Ziyang Huang ⋅ Yangyu Huang ⋅ Yu Kang ⋅ Scarlett Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Professional-Grade Financial Agents: Benchmarking, Tooling, and Structured Reasoning
Cheng Huang ⋅ Jinghua Piao ⋅ Wang Ranran ⋅ Yong Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enhancing Neural Theorem Proving via High-Quality Proof Selection and Verifier Feedback
Xiaoxue Zhu ⋅ Jilin Hu ⋅ Fuyuan Zhang ⋅ Jianyu Zhang ⋅ Yongwang Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XDomainBench: Diagnosing Reasoning Collapse in High-Dimensional Scientific Knowledge Composition
Zhiren Gong ⋅ Tiantong Wu ⋅ Jiaming Zhang ⋅ Fuyao Zhang ⋅ CHE WANG ⋅ Yurong Hao ⋅ Yikun Hou ⋅ Foo Ping ⋅ Yilei Zhao ⋅ Fei Huang ⋅ Chau Yuen ⋅ Wei Lim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Interestingness is an Inductive Heuristic for Future Compression Progress
Vincent Herrmann ⋅ Jürgen Schmidhuber
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?
Xinyi He ⋅ Qian Liu ⋅ Mingzhe Du ⋅ Lin Yan ⋅ ZhiJie Fan ⋅ Yiming Huang ⋅ Yin Zheng ⋅ Zejian Yuan ⋅ Zejun MA
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeSpot: Benchmarking Geo-Temporal Understanding in Vision–Language Models in Real-World Settings
Azmine Toushik Wasi ⋅ Shahriyar Zaman Ridoy ⋅ Koushik Tonmoy ⋅ Kinga Tshering ⋅ S. Hasan ⋅ Wahid Faisal ⋅ Tasnim Mohiuddin ⋅ Md Rizwan Parvez
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EvoC2F: Compiling Tool Orchestration for Efficient and Evolvable LLM Agents
Lei Wei ⋅ Qi Liu ⋅ Ruiyang Huang ⋅ Xiao Peng ⋅ TT ⋅ Lanbo Lin ⋅ Chenhao Jiang ⋅ Yuanwu Xu ⋅ Tianyuan Yang ⋅ Jiayao Liu ⋅ Li Cai ⋅ Zhaolu Kang ⋅ Bin Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning
Hao Wang ⋅ Lei Sha ⋅ Jie Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning-Driven Synthetic Data Generation and Evaluation
Tim Davidson ⋅ Benoit Seguin ⋅ Enrico Bacis ⋅ Cesar Ilharco ⋅ Hamza Harkous
[ URL [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JAEGER: Joint 3D Audio-Visual Grounding and Reasoning in Simulated Physical Environments
Zhan Liu ⋅ Changli Tang ⋅ Yuxin WANG ⋅ Zhiyuan Zhu ⋅ Youjun Chen ⋅ Yiwen Shao ⋅ TIANZI WANG ⋅ Lei Ke ⋅ Zengrui Jin ⋅ Chao Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
Jing Ye ⋅ Yiwen Duan ⋅ Yonghong Yu ⋅ Victor Ma ⋅ Yang Gao ⋅ Xing Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpaceVista: All-Scale Visual Spatial Reasoning from mm to km
Peiwen Sun ⋅ Shiqiang Lang ⋅ Dongming Wu ⋅ Ding Yi ⋅ Kaituo Feng ⋅ Huadai Liu ⋅ Zhen Ye ⋅ Rui Liu ⋅ Yun-Hui Liu ⋅ Jianan Wang ⋅ Xiangyu Yue
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpreadsheetArena: Decomposing Preference in LLM Generation of Spreadsheet Workbooks
Srivatsa Kundurthy ⋅ Clara Na ⋅ Michael Handley ⋅ Zach Kirshner ⋅ Chen Bo Calvin Zhang ⋅ Manasi Sharma ⋅ Emma Strubell ⋅ John Ling
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Closing the Loop: Universal Repository Representation with RPG-Encoder
Jane Luo ⋅ Chengyu Yin ⋅ Xin Zhang ⋅ Qingtao Li ⋅ Steven Liu ⋅ Yiming Huang ⋅ Jie Wu ⋅ Hao Liu ⋅ Yangyu Huang ⋅ Yu Kang ⋅ Fangkai Yang ⋅ Ying Xin ⋅ Scarlett Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines
Yifan WU ⋅ Yiran Peng ⋅ Yiyu Chen ⋅ Jianhao Ruan ⋅ Zijie Zhuang ⋅ Cheng Yang ⋅ Jiayi Zhang ⋅ Man CHEN ⋅ Yenchi Tseng ⋅ Zhaoyang Yu ⋅ Liang Chen ⋅ Yuyao Zhai ⋅ Bang Liu ⋅ Wu ⋅ Yuyu Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Solving the Gilbert-Pollak Conjecture via Large Language Models
Yisi Ke ⋅ Tianyu Huang ⋅ Yankai Shu ⋅ Di He ⋅ Jingchu Gai ⋅ Liwei Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Theorem Proving: Formulation, Framework and Benchmark for Formal Problem-Solving
Qi Liu ⋅ Xinhao Zheng ⋅ Renqiu Xia ⋅ Xingzhi Qi ⋅ Qinxiang Cao ⋅ Junchi Yan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion
Liang Zhu ⋅ Haolin Chen ⋅ Lidong Zhao ⋅ Xian Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating AI Grading on Real-World Handwritten College Mathematics: A Large-Scale Study Toward a Benchmark
Zhiqi Yu ⋅ Xingping Liu ⋅ Haobin Mao ⋅ Mingshuo Liu ⋅ Long Chen ⋅ Jack Xin ⋅ Yifeng Yu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MALICE: Memory-aware Loop Invariants Generation on Symbolic Execution Traces
Tong Chen ⋅ Siyu Liu ⋅ Hongyi Zhong ⋅ liao zhang ⋅ Lixiang Wang ⋅ Xiwei Wu ⋅ Junchi Yan ⋅ Qinxiang Cao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-fficiency: Can Language Models Optimize Real-World Repositories on Real Workloads?
Jeffrey Ma ⋅ Milad Hashemi ⋅ Amir Yazdanbakhsh ⋅ Kevin Swersky ⋅ Ofir Press ⋅ Enhui Li ⋅ Vijay Janapa Reddi ⋅ Parthasarathy Ranganathan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning GUI Grounding with Spatial Reasoning from Visual Feedback
Yu Zhao ⋅ Wei-Ning Chen ⋅ Huseyin Inan ⋅ Samuel Kessler ⋅ Lu Wang ⋅ Lukas Wutschitz ⋅ Fangkai Yang ⋅ Chaoyun Zhang ⋅ Pasquale Minervini ⋅ Saravanakumar Rajmohan ⋅ Robert A Sim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
QuArch: A Benchmark for Evaluating LLM Reasoning in Computer Architecture
Shvetank Prakash ⋅ Andrew Cheng ⋅ Arya Tschand ⋅ Mark Mazumder ⋅ Varun Gohil ⋅ Jeffrey Ma ⋅ Jason Yik ⋅ Zishen Wan ⋅ Jessica A. Quaye ⋅ Elisavet Alvanaki ⋅ Avinash Kumar ⋅ Chandrashis Mazumdar ⋅ Tuhin Khare ⋅ Alexander Ingare ⋅ Ikechukwu Uchendu ⋅ Radhika Ghosal ⋅ Abhishek Tyagi ⋅ Chenyu Wang ⋅ Andrea Mattia Garavagno ⋅ Sarah Gu ⋅ Alice Guo ⋅ Grace Hur ⋅ Luca Carloni ⋅ Tushar Krishna ⋅ Ankita Nayak ⋅ Amir Yazdanbakhsh ⋅ Vijay Janapa Reddi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer
Suparna Bhattacharya ⋅ Tarun Kumar ⋅ Cong Xu ⋅ Satish Mopur ⋅ Jiahao Li ⋅ Ashish Mishra ⋅ Aalap Tripathy ⋅ ANNMARY KOOMTHANAM ⋅ Martin Foltin ⋅ Ian Foster
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReCoG: Relational and Compact Context Graph Learning for Few-shot Molecular Property Prediction
Zeyu Wang ⋅ Xin Zheng ⋅ Yao Lu ⋅ Shanqing Yu ⋅ Qi Xuan ⋅ Shirui Pan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Prediction of SO(3)-Equivariant Hamiltonian Matrices via SO(2) Local Frames
Haiyang Yu ⋅ Yuchao Lin ⋅ Xuan Zhang ⋅ Xiaofeng Qian ⋅ Shuiwang Ji
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
Teddy Koker ⋅ Abhijeet Gangan ⋅ Mit Kotak ⋅ Jaime Marian ⋅ Tess Smidt
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WF-Bench: A Benchmark for Neural-Network WaveFunction Expressivity and Scaling Laws
Lixing Zhang ⋅ Guijing Duan ⋅ Di Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
Jannis Becktepe ⋅ Aleksandra Franz ⋅ Nils Thuerey ⋅ Sebastian Peitz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying Multimodal Biomolecular Co-design With Intrinsic Geodesic Coupling
Keyue Qiu ⋅ Xintong Wang ⋅ Zhilong Zhang ⋅ Hao Zhou ⋅ Wei-Ying Ma
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TriForces: Augmenting Atomistic GNNs for Transferable Representations
Ali Ramlaoui ⋅ Alexandre Duval ⋅ Hannah Bull ⋅ Victor Schmidt ⋅ Hugues Talbot ⋅ Fragkiskos Malliaros ⋅ Joseph Musielewicz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LeakGFN: Robust Molecular Generation in Generative Flow Networks via Flow Decomposition
Hwanhee Kim ⋅ Seungyeon Choi ⋅ Sanghyun Park
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoarseBind: Fast and Accurate Binding Affinity Prediction through Coarse Structural Representations
Matteo Rossi ⋅ Ryan Pederson ⋅ Miles Wang-Henderson ⋅ Benjamin Kaufman ⋅ Edward Williams ⋅ Carl Underkoffler ⋅ Owen Howell ⋅ Adrian Layer ⋅ Stephan Thaler ⋅ Narbe Mardirossian ⋅ John Parkhill
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GFFMERGE: Efficient Merging of Graph Neural Force Fields and Beyond
PARTH VERMA ⋅ Parv P Singh ⋅ Vipul Garg ⋅ Ishita Thakre ⋅ N M Anoop Krishnan ⋅ Sayan Ranu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Basis to Basis: Gaussian Particle Representation for Interpretable PDE Operators
Zhihao LI ⋅ Yu Feng ⋅ Zhilu Lai ⋅ Wei Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MUSA-PINN: Multi-scale Weak-form Physics-Informed Neural Networks for Fluid Flow in Complex Geometries
Weizheng Zhang ⋅ Xunjie Xie ⋅ Hao Pan ⋅ Xiaowei Duan ⋅ Bingteng Sun ⋅ Qiang Du ⋅ Lin Lu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Diffusion Pretraining for Crystal Property Prediction
Shrimon Mukherjee ⋅ KISHALAY DAS ⋅ Partha Basuchowdhuri ⋅ Pawan Goyal ⋅ Niloy Ganguly
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials
Hongyu Wang ⋅ Weijian Liu ⋅ Mingzhen Li ⋅ Hongtao Xu ⋅ Yan Wang ⋅ Weile Jia ⋅ Guangming Tan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
Ziyi Yang ⋅ Zitong Tian ⋅ Yinjun Jia ⋅ Tianyi Zhang ⋅ Jiqing Zheng ⋅ Hao Wang ⋅ Yubu Su ⋅ Juncai He ⋅ Lei Liu ⋅ Yanyan Lan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inference-time optimization for experiment-grounded protein ensemble generation
Sai Advaith Maddipatla ⋅ Anar Rzayev ⋅ Marco Pegoraro ⋅ Ailie Marx ⋅ Martin Pacesa ⋅ Paul Schanda ⋅ Sanketh Vedula ⋅ Alexander Bronstein
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Inevitable Transition to Machine Learning in Quantum Chemistry
Karen Sargsyan ⋅ Chao-Ping Hsu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Derivative Informed Learning of Exchange-Correlation Functionals
Eike S. Eberhard ⋅ Luca Anthony Thiede ⋅ Abdulrahman Aldossary ⋅ Andreas Burger ⋅ Nicholas Gao ⋅ Vignesh Bhethanabotla ⋅ Alan Aspuru-Guzik ⋅ Stephan Günnemann
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Coupled Cluster con MoLe: Molecular Orbital Learning for Neural Wavefunctions
Luca Anthony Thiede ⋅ Abdulrahman Aldossary ⋅ Andreas Burger ⋅ Jorge Campos-Gonzalez-Angulo ⋅ Alex Zook ⋅ Melisa Alkan ⋅ KOHEI NAKAJI ⋅ Jérôme F. Gonthier ⋅ Taylor Patti ⋅ Mohammad Vakili ⋅ Alan Aspuru-Guzik
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Protein Language Model Embeddings Improve Generalization of Implicit Transfer Operators
Panagiotis Antoniadis ⋅ Beatrice Pavesi ⋅ Ole Winther ⋅ Simon Olsson
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TINNs: Time-Induced Neural Networks for Solving Time-Dependent PDEs
Chen-Yang Dai ⋅ Che-Chia Chang ⋅ Te-Sheng Lin ⋅ Ming-Chih Lai ⋅ Chieh-Hsin Lai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Quantum States in Mixed Precision
Massimo Solinas ⋅ Agnes Valenti ⋅ Nawaf Bou-Rabee ⋅ Roeland Wiersema
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Minimum Weight Perfect Matching for Quantum Error Codes
Yotam Peled ⋅ David Zenati ⋅ Eliya Nachmani
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VideoLoom: A Video Large Language Model for Joint Spatial-Temporal Understanding
Jiapeng Shi ⋅ junke Wang ⋅ Zuyao You ⋅ Bo He ⋅ Zuxuan Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Verifiable Multimodal Reasoning: Fact-level Attribution with Multimodal Sources
David Wan ⋅ Han Wang ⋅ Ziyang Wang ⋅ Elias Stengel-Eskin ⋅ Hyunji Lee ⋅ Mohit Bansal
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SLIP-RS: Structured-Attribute Language-Image Pre-Training for Remote Sensing Object Detection
Chenxu Wang ⋅ Yuxuan Li ⋅ Yunheng Li ⋅ Xiang Li ⋅ Jingyuan Xia ⋅ Qibin Hou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Artemis: Structured Visual Reasoning for Perception Policy Learning
Wei Tang ⋅ Yanpeng Sun ⋅ Shan Zhang ⋅ Weihao Bo ⋅ Xiaofan Li ⋅ Piotr Koniusz ⋅ Wei Li ⋅ Na Zhao ⋅ Zechao Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Solving Spatial-Spectral Fusion with Latent Spectral Operators
Wei Li ⋅ jieyuan pei ⋅ Junnan Xu ⋅ Xuanfeng Ding ⋅ Junwei Zhu ⋅ wanjun chen ⋅ Jianwei Zheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AURA: Visually Interpretable Affective Understanding via Robust Archetypes
Guanyu Hu ⋅ Dimitrios Kollias ⋅ Xinyu Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Perception to Planning: Evolving Ego-Centric Task-Oriented Spatiotemporal Reasoning via Curriculum Learning
Xiaoda Yang ⋅ Yuxiang Liu ⋅ Shenzhou Gao ⋅ Can Wang ⋅ Jingyang Xue ⋅ Lixin Yang ⋅ Yao Mu ⋅ Tao Jin ⋅ Shuicheng YAN ⋅ Zhimeng Zhang ⋅ Zhou Zhao
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Forget Why You Started: Tackling Dual Forgetting in Vision-Language Continual Learning
Borui Kang ⋅ Jinrui Gu ⋅ Tao Feng ⋅ Qi Fan ⋅ Yinghuan Shi ⋅ Lei Wang ⋅ Wenbin Li ⋅ Yang Gao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PhaseAlign: Complex Phase Alignment for Stable Open-Vocabulary Semantic Segmentation
Jiankang Wang ⋅ Dingding Jia ⋅ Zhoushuopeng ⋅ Xuan Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models
Zefeng He ⋅ Xiaoye Qu ⋅ Yafu Li ⋅ Tong Zhu ⋅ Qipeng Guo ⋅ Muxin Fu ⋅ Siyuan Huang ⋅ Yu Cheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Referring Multiple Regions with Large Multimodal Models via Contextual Latent Steering
Yun Xing ⋅ Hanyuan Liu ⋅ Jiahao Nie ⋅ Shijian Lu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Aware Mechanism: Hybrid MoE Vision Tower Towards Holistic Video Understanding
Qishen Yin ⋅ Tanghui Jia ⋅ Peng Jin ⋅ Hao Li ⋅ Juntong Wu ⋅ Guanlin Lu ⋅ Li Yuan
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VisionPulse: Dynamic Visual Sparsity for Efficient Multimodal Reasoning
Hengbo Xu ⋅ Shengjie Jin ⋅ Yanbiao Ma ⋅ Zhiwu Lu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Less is More: Neuroscience-Motivated Probing for Efficient Concept Circuits Tracing
Tang Li ⋅ Yanlin Chen ⋅ Mengmeng Ma ⋅ Xi Peng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RSAgent: Learning to Reason and Act via Multi-Turn Tool Invocations for Text-Guided Segmentation
Xingqi He ⋅ Yujie Zhang ⋅ Shuyong Gao ⋅ Wenjie Li ⋅ Lingyi Hong ⋅ Mingxi Chen ⋅ Kaixun Jiang ⋅ Jiyuan Fu ⋅ Wenqiang Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IVQA-LD: Inclusive Multimodal Understanding for Population with Limb-Deficiency
Yan Ke ⋅ Xin Shen ⋅ Jiaying Ying ⋅ Xin Li ⋅ Xin Yu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Overthink with Pixels: Efficient Reasoning for Segmentation
Song Wang ⋅ Gongfan Fang ⋅ Lingdong Kong ⋅ Xiangtai Li ⋅ Jianyun Xu ⋅ Sheng Yang ⋅ Qiang Li ⋅ Jianke Zhu ⋅ Xinchao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
Hongyang ZHANG ⋅ Maonan Wang ⋅ Ziyao Wang ⋅ Hongrui Yin ⋅ Simon Pun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral-Progressive Thought Flow for Lightweight Multimodal Reasoning
Yixian Shen ⋅ Zhiheng Yang ⋅ Qi Bi ⋅ Changshuo Wang ⋅ JIA-HONG HUANG ⋅ Shuai Wang ⋅ Prayag Tiwari ⋅ George Floros ⋅ Anuj Pathania
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VideoVeritas: AI-Generated Video Detection via Perception Pretext Reinforcement Learning
Hao Tan ⋅ jun lan ⋅ Senyuan Shi ⋅ Zichang Tan ⋅ Zijian Yu ⋅ Huijia Zhu ⋅ Weiqiang Wang ⋅ Jun Wan ⋅ Zhen Lei
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeFacto: Counterfactual Thinking with Images for Enforcing Evidence-Grounded and Faithful Reasoning
Tianrun Xu ⋅ Haoda Jing ⋅ Ye Li ⋅ Yuquan Wei ⋅ Jun Feng ⋅ Guanyu Chen ⋅ Haichuan Gao ⋅ Tianren Zhang ⋅ Jing Liu ⋅ Feng Chen
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Linguistic Relative Policy Optimization for Video Anomaly Reasoning
Jiaxu Leng ⋅ Jiankang Zheng ⋅ Mengjingcheng Mo ⋅ Zhanjie Wu ⋅ Haosheng Chen ⋅ Ji Gan ⋅ Xinbo Gao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOCUS: Forcing In-Context Object Localization through Visual Support Constraints and Policy Optimization
Mohammed Asad Karim ⋅ Vinay Verma
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STORM: Segment, Track, and Object Re-Localization from a Single Image
Yu Deng ⋅ Teng Cao ⋅ Hikaru Shindo ⋅ Quentin Delfosse ⋅ Jiahong Xue ⋅ Kristian Kersting
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding
Zelin Zheng ⋅ Xinyan Liu ⋅ Ruixin Li ⋅ Antoni B. Chan ⋅ Guorong Li ⋅ Qingming Huang ⋅ Laiyun Qing
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attend to Anything: Foundation Model for Unified Human Attention Modeling
Wenzhuo Zhao ⋅ Ronghao Xian ⋅ Keren Fu ⋅ Qijun Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Real-Time Visual Attribution Streaming in Thinking Model
Seil Kang ⋅ Woojung Han ⋅ Junhyeok Kim ⋅ Jinyeong Kim ⋅ Youngeun Kim ⋅ Seong Jae Hwang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection
Xiaolu Kang ⋅ Zhongyuan Wang ⋅ Baojin Huang ⋅ Jikang Cheng ⋅ Zhanhe Lei ⋅ Gang Wu ⋅ Qin Zou ⋅ Qian Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hermes: An Evidence-Driven Agentic Framework for Trustworthy and Explainable AI-Generated Video Detection
Shuaibo Li ⋅ Pengfei HAO ⋅ Hongtao Wu ⋅ Jianfeng Dong ⋅ Ping Li ⋅ Xiaohong Liu ⋅ Lei Zhu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Blind Spots to Gains: Diagnostic-Driven Iterative Training for Large Multimodal Models
Hongrui Jia ⋅ Chaoya Jiang ⋅ Yongrui Heng ⋅ Shikun Zhang ⋅ Wei Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
Shuchen Xue ⋅ Chongjian GE ⋅ Shilong Zhang ⋅ Yichen Li ⋅ Zhi-Ming Ma
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolution
Chengyan Deng ⋅ Zhangquan Chen ⋅ Li Yu ⋅ Kai Zhang ⋅ Xue Zhou ⋅ Wang Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TAGRPO: Boosting GRPO on Image-to-Video Generation with Direct Trajectory Alignment
Jin Wang ⋅ Jianxiang Lu ⋅ Xu Guangzheng ⋅ Comi Chen ⋅ Haoyu Yang ⋅ LinqingWang ⋅ Peng Chen ⋅ Mingtao Chen ⋅ Zhichao hu ⋅ Longhuang Wu ⋅ Shuai Shao ⋅ Qinglin Lu ⋅ Ping Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Context Forcing: Consistent Autoregressive Video Generation with Long Context
Shuo Chen ⋅ Cong Wei ⋅ Sun Sun ⋅ Tiancheng SHEN ⋅ Ping Nie ⋅ Kai Zou ⋅ Ge Zhang ⋅ Ming-Hsuan Yang ⋅ Wenhu Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unified Multimodal Visual Tracking with Dual Mixture-of-Experts
Lingyi Hong ⋅ Jinglun Li ⋅ Xinyu Zhou ⋅ Kaixun Jiang ⋅ Pinxue Guo ⋅ Zhaoyu Chen ⋅ Runze Li ⋅ Xingdong Sheng ⋅ Wenqiang Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion
Yuchen Xian ⋅ Yunqiu Xu ⋅ Yang He ⋅ Yi Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CSD: Content-aware Speculative Decoding for Efficient Image Generation
Mingcheng Wang ⋅ junbo qiao ⋅ Yunchen Li ⋅ Lingfu Jiang ⋅ Wei Li ⋅ Jie Hu ⋅ Jiao Xie ⋅ Zhou Yu ⋅ Xinghao Chen ⋅ Guixu Zhang ⋅ Shaohui Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PhoStream: Benchmarking Real-World Streaming for Omnimodal Assistants in Mobile Scenarios
Xudong LU ⋅ Guan Huankang ⋅ Yang Bo ⋅ Jinpeng Chen ⋅ Xintong Guo ⋅ Shuhan LI ⋅ Fang Liu ⋅ Peiwen Sun ⋅ Xueying Lee ⋅ Wei Zhang ⋅ Xue Yang ⋅ Rui Liu ⋅ Hongsheng Li
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-SVD: Efficient Video Diffusion via Orthogonal Basis Composition
Zhang Wan ⋅ Yu Li ⋅ Tianze Huang ⋅ Haochen Li ⋅ Juan Cao ⋅ Sheng Tang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TurboGS: Accelerating 3D Gaussian Splatting via Error-Guided Sparse Pixel Sampling and Optimization
Zheng Dong ⋅ Daifei Qiu ⋅ Pinxuan Dai ⋅ Ke Xu ⋅ Jiamin Xu ⋅ Lili He ⋅ Rynson Lau ⋅ Weiwei Xu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal-aware Flow Matching for Video Generation with Temporally Coherent Motion
Zirui Pan ⋅ Xin Wang ⋅ Yipeng Zhang ⋅ Yuwei Zhou ⋅ Wenwu Zhu
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WorldCompass: Reinforcement Learning for Long-Horizon World Models
Zehan Wang ⋅ Tengfei Wang ⋅ Haiyu Zhang ⋅ Xuhui Zuo ⋅ Junta Wu ⋅ Haoyuan Wang ⋅ Wenqiang Sun ⋅ Zhenwei Wang ⋅ chenjie cao ⋅ Hengshuang Zhao ⋅ Chunchao Guo ⋅ Zhou Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang ⋅ Donglin Bai ⋅ Yifan Yang ⋅ Xiao Jin ⋅ Anlan Zhang ⋅ Rui Wang ⋅ Shiqi Jiang ⋅ Yuqing Yang ⋅ Hao Wu ⋅ Qi Dai ⋅ Chong Luo ⋅ Ting Cao ⋅ Lili Qiu ⋅ Suman Banerjee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LieWarper: Geometry-Aware Motion Transfer via Lie Algebra
Linsong Shan ⋅ Laurence Yang ⋅ Zecan Yang ⋅ Fukai Guo ⋅ Honglu Zhao ⋅ Yixuan Geng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benchmarking and Enhancing VLM for Compressed Image Understanding
Zifu Zhang ⋅ Tongda Xu ⋅ Siqi Li ⋅ Shengxi Li ⋅ Yue Zhang ⋅ Mai Xu ⋅ Yan Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RVAS: Referring Video Active Exploration and Segmentation
Hengrui Hu ⋅ Weiwei Gao ⋅ Zipei Zhang ⋅ Henghui Ding
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Image Tokenization for Multi-Scale Image Super Resolution
Isma Hadji ⋅ Enrique Sanchez ⋅ Adrian Bulat ⋅ Brais Martinez ⋅ Georgios Tzimiropoulos
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Synthetic-Real Domain Shortcut for Training-Free Generative Replay-based Class Incremental Learning
Tao Zhang ⋅ Xu Zou ⋅ Qixuan Fan ⋅ Yiyuan Liang ⋅ Yanjie Wang ⋅ Song Yan ⋅ Tian Tian ⋅ Jiahuan Zhou ⋅ Luxin Yan ⋅ Sheng Zhong
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SCoA: Revisiting Domain Generalized Object Detection with Style-Conditioned Adaptation
Han Jiang ⋅ Wenfei Yang ⋅ Tianzhu Zhang ⋅ Yongdong Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
Yeyao Ma ⋅ Chen Li ⋅ Xiaosong Zhang ⋅ Han Hu ⋅ Weidi Xie
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniShow: Orchestrating Multimodal Conditions for Human-Object Interaction Video Generation
Donghao Zhou ⋅ Guisheng Liu ⋅ Hao Yang ⋅ Jiatong Li ⋅ Jingyu Lin ⋅ Xiaohu Huang ⋅ Yichen Liu ⋅ Xin Gao ⋅ Cunjian Chen ⋅ Shilei Wen ⋅ Chi Wing Fu ⋅ Pheng Ann Heng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PMSPO: Progressive Matching and Semantic-Aware Policy Optimization for Camouflaged Object Detection
Maosheng Su ⋅ Junlei Cao ⋅ Zhiyuan Wang ⋅ Shuo Wang ⋅ Ning Zhang ⋅ Jun Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Detection: A Structure-Aware Framework for Scene Text Tracking
Chenmin Yu ⋅ Liu Yu ⋅ Daiqing Wu ⋅ Li gengluo ⋅ Zeyu Chen ⋅ Yu ZHOU
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FrameOracle: Learning What to See and How Much to See in Videos
Chaoyu Li ⋅ Tianzhi Li ⋅ Fei Tao ⋅ ZHENYU ZHAO ⋅ Ziqian Wu ⋅ Maozheng Zhao ⋅ Juntong Song ⋅ Cheng Niu ⋅ Pooyan Fazli
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
Zekang Zhang ⋅ Guangyu Gao ⋅ YouyunTang ⋅ WU CHENGJING ⋅ Chi Harold Liu ⋅ Xiaochao Qu ⋅ Luoqi Liu ⋅ Ting Liu ⋅ Jianbo Jiao ⋅ Yunchao Wei
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decouple and Cache: KV Cache Construction for Streaming Video Understanding
Zhanzhong Pang ⋅ Dibyadip Chatterjee ⋅ Fadime Sener ⋅ Angela Yao
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
Woojung Han ⋅ Seil Kang ⋅ Youngjun Jun ⋅ Min-Hung Chen ⋅ Fu-En Yang ⋅ Seong Jae Hwang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScalingAR: Scaling Confidence for Autoregressive Image Generation
Harold Haodong Chen ⋅ Xianfeng Wu ⋅ Wenjie Shu ⋅ Rongjin Guo ⋅ Disen Lan ⋅ Harry Yang ⋅ YINGCONG CHEN
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Resolution as a Direction: Vector-Panning Feature Alignment for Cross-Resolution Re-Identification
Zanwu Liu ⋅ Chao Yuan ⋅ Bo Li ⋅ Xiaowei Zhang ⋅ Guanglin Niu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting
Yuhan Wang ⋅ Yuanyuan Zou ⋅ Jie Cheng ⋅ Bin Dai ⋅ Jinhong Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education
Zhitao He ⋅ Haolin Yang ⋅ Zeyu Qin ⋅ Yi Fung
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Double Dilemma in Multi-Task Radiology Report Generation: A Gradient Dynamics Analysis and Solution
Erjian Zhang ⋅ Yatong Hao ⋅ Liejun Wang ⋅ Zhiqing Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evidential Reasoning Advances Interpretable Real-World Disease Screening
Chenyu Lian ⋅ Hong-Yu Zhou ⋅ Jing Qin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Conflict to Consensus: Boosting Medical Reasoning via Multi-Round Agentic RAG
Wenhao Wu ⋅ Zhentao Tang ⋅ Yafu Li ⋅ Shixiong Kai ⋅ Mingxuan Yuan ⋅ Zhenhong Sun ⋅ Chunlin Chen ⋅ Zhi Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ORBIT: A Prognostic World Model for Ocular Reasoning Based on Imagined Trajectories
Jiangtao Yan ⋅ Huixun Jia ⋅ Yansheng Qiu ⋅ Yanlin Qu ⋅ Shujian Gao ⋅ Wei Yu ⋅ Zheng Wang ⋅ Diping Song ⋅ Xiaodong Sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Salus: Strategic Diagnostic Testing for Complex Diagnosis via Multi-Agent Reinforcement Learning
Shuohao Gao ⋅ Xuanzhong Chen ⋅ Lingxiao Luo ⋅ Zilin Ding ⋅ Rong Han ⋅ Rui Jiang ⋅ Ting Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Medical AI Neglects Real Treatment Outcomes
Shiva Kaul ⋅ Anjum Khurshid
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedREK: Retrieval-Based Editing for Medical LLMs with Key-Aware Prompts
Shujun Xia ⋅ Haokun Lin ⋅ Yichen WU ⋅ Yinan Zhou ⋅ Zixuan Li ⋅ Zhongwei Wan ⋅ Xingrun Xing ⋅ Yefeng Zheng ⋅ Xiang Li ⋅ Caifeng Shan ⋅ Zhenan Sun ⋅ Quanzheng Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Guideline-Grounded Evidence Accumulation for High-Stakes Agent Verification
Yichi Zhang ⋅ Nabeel Seedat ⋅ Yinpeng Dong ⋅ Peng Cui ⋅ Jun Zhu ⋅ Mihaela van der Schaar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agentic Framework for Epidemiological Modeling
Rituparna Datta ⋅ Zihan Guan ⋅ Baltazar Espinoza ⋅ Yiqi Su ⋅ Priya Pitre ⋅ Srini Venkatramanan ⋅ Naren Ramakrishnan ⋅ Anil Vullikanti
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Genomic Model Research Must Move Beyond Anecdotal Evaluation of Interpretability Methods
Shasha Zhou ⋅ Mingyu Huang ⋅ Ke Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Structured Multi-modal Graph Disentanglement for Psychiatric Diagnosis
Hongyu Shi ⋅ Kaizhong Zheng ⋅ WS Zhai ⋅ Shuai Jiang ⋅ Liangjun Chen ⋅ Badong Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Accuracy: Latent Perturbations for Cognitive-Aware Diagnosis
Yuting Yan ⋅ Yinghao Fu ⋅ Wendi Ren ⋅ Haozhou Gao ⋅ Shuang Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Treatment Allocations with Risk Control Under Partial Identifiability
Sofia Ek ⋅ Dave Zachariah
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Dynamic Matching via Coarsening with Application to Heart Transplantation
Itai Zilberstein ⋅ Ioannis Anagnostides ⋅ Zachary Sollie ⋅ Arman Kilic ⋅ Tuomas Sandholm
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FACT: Fuzzy Alignment with Comorbidity Topology for Reliable Multi-Label Medical Image Diagnosis
Yingyu Chen ⋅ Yongqiang Huang ⋅ Yang Qin ⋅ Ziyuan Yang ⋅ Lang Yuan ⋅ Maosong Ran ⋅ Yi Zhang
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PPI Candidate Ranking: Large-Scale Evaluation of a Domain Knowledge–Guided Pipeline
Maria Emilia Russo ⋅ Federico Di Valerio ⋅ Alessia Borghini ⋅ Alessio Ragno ⋅ Roberto Capobianco
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
Pengkai Wang ⋅ Pengwei Liu ⋅ Qi Zuo ⋅ Zhijie Sang ⋅ Congkai Xie ⋅ Hongxia Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Knowledge to Inference: Formalizing Specialized Public Health Reasoning on GlobalHealthAtlas
Zhaokun Yan ⋅ Shan Xu ⋅ Wuzheng Dong ⋅ Zhaohan Liu ⋅ Lijie Feng ⋅ CHENGXIAO DAI ⋅ Chen Tianqi ⋅ Yingting Li ⋅ Yi Zhang ⋅ Yunpu Ma ⋅ Binfan Liu ⋅ Wenting Wei ⋅ Tongning Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Instance-Level Self-Supervision in 3D Multi-Modal Medical Imaging
Tan Pan ⋅ Shuhao Mei ⋅ Yixuan Sun ⋅ Kaiyu Guo ⋅ Chen Jiang ⋅ Zhaorui Tan ⋅ Mengzhu Li ⋅ LIMEI HAN ⋅ Xiang Zou ⋅ Yuan Cheng ⋅ Mahsa Baktashmotlagh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ophiuchus: Incentivizing Tool-augmented ''Think with Images'' for Joint Medical Segmentation, Understanding and Reasoning
Yankai Jiang ⋅ Yujie Zhang ⋅ Peng Zhang ⋅ Wenjie Li ⋅ Yichen Li ⋅ Jintai Chen ⋅ Xiaoming Shi ⋅ Shihui Zhen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Process Reward Agents for Steering Knowledge-Intensive Reasoning
Jiwoong Sohn ⋅ Tomasz Sternal ⋅ Kenneth Styppa ⋅ Torsten Hoefler ⋅ Michael Moor
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Gap in Autonomous Science: The Corpus and Benchmark for Biological Protocol Reasoning
Yuyang Liu ⋅ Liuzhenghao Lv ⋅ Xiancheng Zhang ⋅ Jingya Wang ⋅ Li Yuan ⋅ Yonghong Tian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
Akash Ghosh ⋅ Srivarshinee Sridhar ⋅ Raghav Ravi ⋅ Muhsin Muhsin ⋅ Sriparna Saha ⋅ Chirag Agarwal
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification
Shaohao Rui ⋅ Kaitao Chen ⋅ Weijie Ma ⋅ Xiaosong Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration
Luru Jing ⋅ Cong Cong ⋅ Yanyuan Chen ⋅ Yongzhi Cao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioAgent Bench: An AI Agent Evaluation Suite for Bioinformatics
Dionizije Fa ⋅ Marko Culjak ⋅ Bruno Pandža ⋅ Mateo Čupić
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis
Tianwei Lin ⋅ Zhongwei Qiu ⋅ Jie Cao ⋅ Jiang Liu ⋅ Wenjie Yan ⋅ Bo Zhang ⋅ Yu Zhong ⋅ Wenqiao Zhang ⋅ Yingda Xia ⋅ Ling Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins
Nikita Makarov ⋅ Maria Bordukova ⋅ Lena von Voithenberg ⋅ Estrella Pivel-Villanueva ⋅ Sabrina Mielke ⋅ Jonathan Wickes ⋅ Hanchen Wang ⋅ Mingyu Ma ⋅ Keunwoo Choi ⋅ Kyunghyun Cho ⋅ Stephen Ra ⋅ Raul Rodriguez-Esteban ⋅ Fabian Schmich ⋅ Michael Menden
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PathwayLLM: Explainable Clinical Trajectory Modeling with Structured Pathways for Sepsis Prediction
Zhengqiu Yu ⋅ Yueping Ding ⋅ Xiangrong Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedScope: Incentivizing "Think with Videos" for Clinical Reasoning via Coarse-to-Fine Tool Calling
Wenjie Li ⋅ Yujie Zhang ⋅ Haoran Sun ⋅ Xingqi He ⋅ Hongcheng Gao ⋅ Chenglong Ma ⋅ Ming Hu ⋅ Guankun Wang ⋅ Shiyi Yao ⋅ Renhao Yang ⋅ Hongliang Ren ⋅ Lei Wang ⋅ Junjun He ⋅ Yankai Jiang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DC-W2S: Dual-Consensus Weak-to-Strong Training for Reliable Process Reward Modeling in Biological Reasoning
Chi-Min Chan ⋅ Ehsan Hajiramezanali ⋅ Xiner Li ⋅ Edward De Brouwer ⋅ Carl Edwards ⋅ Wei Xue ⋅ Sirui Han ⋅ Yike Guo ⋅ Gabriele Scalia
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AgentScore: Autoformulation of Deployable Clinical Scoring Systems
Silas Ruhrberg Estevez ⋅ Chris Chiu ⋅ Mihaela van der Schaar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Decision Learning: Test-Time Evolution for Abnormality Grounding in Rare Diseases
Jun Li ⋅ Mingxuan Liu ⋅ Jiazhen Pan ⋅ che liu ⋅ Wenjia Bai ⋅ Cosmin Bercea ⋅ Julia Schnabel
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
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 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedCoG: Maximizing LLM Inference Density in Medical Reasoning via Meta-Cognitive Regulation
Yu Zhao ⋅ Hao Guan ⋅ Yongcheng Jing ⋅ Ying Zhang ⋅ Dacheng Tao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning
Jiusong Ge ⋅ Yingkang Zhan ⋅ Wenjie Zhao ⋅ Di Zhang ⋅ Ke Wang ⋅ Jiashuai Liu ⋅ Chunze Yang ⋅ Chengzu Li ⋅ Jian Zhang ⋅ Yuxin Dong ⋅ Ni Zhang ⋅ Qidong Liu ⋅ Mireia Crispin-Ortuzar ⋅ Huazhu Fu ⋅ Chen Li ⋅ Zeyu Gao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploring Accurate and Transparent Domain Adaptation in Predictive Healthcare via Concept-Grounded Orthogonal Inference
Pengfei Hu ⋅ Chang Lu ⋅ Feifan Liu ⋅ Yue Ning
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benchmarking the Scientific Mind: Toward Evaluation of Complex-Reasoning Biomedical VQA
Ziyu Zhao ⋅ Yiyang Liu ⋅ Yajiao Wang ⋅ Xiaotao Wang ⋅ Yang Li ⋅ Yuyang Peng ⋅ Jiaheng Zhou ⋅ Jinqiao Wang ⋅ Yingying Chen ⋅ Ge Yang ⋅ Haixin Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning in Role-playing Agents
Yihong Tang ⋅ Kehai Chen ⋅ Liang Yue ⋅ Benyou Wang ⋅ Min zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws in Model Fine-tuning for Audio DeepFake Detection
Xiang Li ⋅ Pin-Yu Chen ⋅ Wenqi Wei
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Diversity and Quality through Base-Aligned Model Collaboration
Yichen Wang ⋅ Chenghao Yang ⋅ Tenghao Huang ⋅ Muhao Chen ⋅ Jonathan May ⋅ Mina Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convex Low-resource Accent-Robust Language Detection in Speech Recognition
Miria Feng ⋅ William H. Tan ⋅ Mert Pilanci
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaMEM: Test-Time Adaptive Memory for Language Agents
Yunxiang Zhang ⋅ Yiheng Li ⋅ Ali Payani ⋅ Lu Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Large Language Model Agents Are Not Always Faithful Self-Evolvers
Weixiang Zhao ⋅ Yingshuo Wang ⋅ Yichen Zhang ⋅ Yang Deng ⋅ Yanyan Zhao ⋅ Wanxiang Che ⋅ Bing Qin ⋅ Ting Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
Shuangyi Chen ⋅ Ashish Khisti
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Does AI Reviewer See the Full Picture? Attacking and Defending Multimodal Peer Review
Xinyu Zhao ⋅ Rana Khan ⋅ Zhen Xu ⋅ Zhen Tan ⋅ Tianlong Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Safe and Scalable Web Agent Learning via Recreated Websites
Hyungjoo Chae ⋅ Jungsoo Park ⋅ Alan Ritter
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions
boyu shi ⋅ Chang Liu ⋅ Chuanbao Gao ⋅ Xu Yang ⋅ Xin Geng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EVOLVING ROLLOUTS: Harnessing Historical Experience for Web Agent Evolution in Reinforcement Learning
Sinuo Wang ⋅ WANG PIAOHONG ⋅ Tianrui Qin ⋅ Maojia Song ⋅ Qianben Chen ⋅ Qiexiang Wang ⋅ Gengze Zhou ⋅ Zeyu Zhang ⋅ He Zhu ⋅ Dingfeng Shi ⋅ Yutong Xie ⋅ Liam Liu ⋅ Jiaheng Liu ⋅ Ge Zhang ⋅ Jiawei Ma ⋅ Yuchen Jiang ⋅ Qi Wu ⋅ Wangchunshu Zhou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hybrid-Gym: Training Coding Agents to Generalize Across Tasks
Yiqing Xie ⋅ Emmy Liu ⋅ Gaokai Zhang ⋅ Nachiket Kotalwar ⋅ Shubham Gandhi ⋅ Acharya ⋅ Xingyao Wang ⋅ Carolyn Rose ⋅ Graham Neubig ⋅ Daniel Fried
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
Hongjin SU ⋅ Shizhe Diao ⋅ Ximing Lu ⋅ Mingjie Liu ⋅ Jiacheng Xu ⋅ Xin Dong ⋅ Yonggan Fu ⋅ Peter Belcak ⋅ Hanrong Ye ⋅ Hongxu Yin ⋅ Yi Dong ⋅ Evelina Bakhturina ⋅ Tao Yu ⋅ Yejin Choi ⋅ Jan Kautz ⋅ Pavlo Molchanov
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MusicDET: Zero-Shot AI-Generated Music Detection
Chaolei Han ⋅ Hongsong Wang ⋅ Jie Gui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FIRE-Bench: Evaluating Agents on the Rediscovery of Scientific Insights
Zhen Wang ⋅ Fan Bai ⋅ Zhongyan Luo ⋅ Jinyan Su ⋅ Kaiser Sun ⋅ Xinle Yu ⋅ Jieyuan Liu ⋅ Kun Zhou ⋅ Claire Cardie ⋅ Mark Dredze ⋅ Eric Xing ⋅ Zhiting Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Minimizing Mismatch Risk: A Prototype-Based Routing Framework for Zero-shot LLM-generated Text Detection
Ke Sun ⋅ Guangsheng Bao ⋅ Han Cui ⋅ Yue Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Small Agents Through Strategy Auctions
Lisa Alazraki ⋅ Shen ⋅ Yoram Bachrach ⋅ Akhil Mathur
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking
Qiang Zhang ⋅ Boli Chen ⋅ Fanrui Zhang ⋅ Ruixue Ding ⋅ Shihang Wang ⋅ Qiuchen Wang ⋅ Yinfeng Huang ⋅ Haonan Zhang ⋅ Rongxiang Zhu ⋅ Xin Li ⋅ Houquan zhou ⋅ Pengjun Xie ⋅ Kaipeng Zhang ⋅ Jingren Zhou ⋅ Jiawei Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ADEPT: RL-Aligned Agentic Decoding of Emotion via Evidence Probing Tools — From Consensus Learning to Ambiguity-Driven Emotion Reasoning
Esther Sun ⋅ Bo-Hao Su ⋅ Abinay Reddy Naini ⋅ Shinji Watanabe ⋅ Carlos Busso
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Route Languages for Multilingual Preference Optimization
Geyang Guo ⋅ Hiromi Wakaki ⋅ Yuki Mitsufuji ⋅ Alan Ritter ⋅ Wei Xu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IntentRL: Training Proactive User-intent Agents for Open-ended Deep Research via Reinforcement Learning
Haohao Luo ⋅ Zexi Li ⋅ Yuexiang Xie ⋅ Wenhao Zhang ⋅ Yaliang Li ⋅ Ying Shen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding
Talor Abramovich ⋅ Maor Ashkenazi ⋅ Izzy Putterman ⋅ Benjamin Chislett ⋅ Tiyasa Mitra ⋅ Bita Darvish Rouhani ⋅ Ran Zilberstein ⋅ Yonatan Geifman
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EGG: An Expert-Guided Agent Framework for Kernel Generation
Yaochen Han ⋅ Ke Fan ⋅ Hongxu Jiang ⋅ Wanqi Xu ⋅ Weiyu Xie ⋅ Runhua Zhang ⋅ Chenhui Zhu ⋅ Yixiang Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FactGuard: Agentic Video Misinformation Detection via Reinforcement Learning
Zehao Li ⋅ Hongwei Yu ⋅ Hao Jiang ⋅ Qiang Sheng ⋅ Yilong Xu ⋅ Baolong Bi ⋅ Yang Li ⋅ Zhenlong Yuan ⋅ Yujun Cai ⋅ Zhaoqi Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models
Yizhong Geng ⋅ Yanliang Li ⋅ Jinghan Yang ⋅ Tianhan Jiang ⋅ Boxun An ⋅ Ya Li ⋅ Xiaoyu Shen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ROAMM: A Benchmark Dataset for Multimodal Human Attention Decoding and EEG-to-Text Modeling During Naturalistic Reading
Haorui Sun ⋅ Ardyn Olszko ⋅ Niharika Singh ⋅ David Jangraw
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training
Dulhan Jayalath ⋅ ʻŌiwi Parker Jones
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIF Recurrent Memory Enables Long-Horizon Spiking Computation
Fenghao Liu ⋅ Yipeng Shen ⋅ Peng Chen ⋅ Qian Zheng ⋅ Peng Lin ⋅ Gang Pan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficiently Training Time-to-First-Spike Spiking Neural Networks from Scratch
Kaiwei Che ⋅ Wei Fang ⋅ Zhengyu Ma ⋅ Yifan Huang ⋅ Peng Xue ⋅ Li Yuan ⋅ Yonghong Tian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Attention in Spiking Transformers: Overcoming Density Bias with Set Similarity
JinGyo Lim ⋅ Seunggyu Jeong ⋅ Seong-Eun Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SVL: Empowering Spiking Neural Networks for Efficient 3D Open-World Understanding
Xuerui Qiu ⋅ Shaowei Gu ⋅ Peixi Wu ⋅ JiaKui Hu ⋅ Yaozhi Wen ⋅ Yuqi Pan ⋅ Xinhao Luo ⋅ Bo XU ⋅ Guoqi Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ViEEG: Hierarchical Visual Neural Representation for EEG Brain Decoding
Minxu Liu ⋅ Donghai Guan ⋅ Chuhang Zheng ⋅ Chunwei Tian ⋅ Jie Wen ⋅ Qi Zhu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A$^2$SG: Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Network
Yechan Kang ⋅ Yongjin Kweon ⋅ Mingyeong Seo ⋅ Sohee Park ⋅ Yeonguk jeon ⋅ Jongkil Park ⋅ Hyun Jae Jang ⋅ Jaewook Kim ⋅ Yeonjoo Jeong ⋅ Suyoun Lee ⋅ Seongsik Park
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spike-HTR: Spiking Neural Transformer for Handwritten Text Recognition
Xiubo Liang ⋅ Jinxing Han ⋅ Yuke Li ⋅ Haoqi Zhu ⋅ Yu Zhao ⋅ Hongzhi Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniSparse: Combining Weight Pruning and Spike Sparsification in Spiking Neural Networks
Xinyu Shi ⋅ Tong Bu ⋅ Zhaofei Yu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
Hyun-Jong Lee ⋅ Jae-Han Lim
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpikingLM: Towards Fully Spiking Language Model
Yu Liang ⋅ Zijian Zhou ⋅ Wenjie Wei ⋅ Shuai Wang ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Yu Yang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BIT-LLM: Brain Instruction Tuned LLM with persistent Cross-Attention for fMRI-to-Text Decoding
Sunghwan LEE ⋅ jihun kim ⋅ Chaelynn Kim ⋅ Jiyun Park ⋅ Jong-Hwan Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bullet Trains: Parallelizing Training of Temporally Precise Spiking Neural Networks
Todd Morrill ⋅ Christian-Gernot Pehle ⋅ Anthony Zador
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Resolving the Timestep Scaling Paradox in Spiking Neural Networks with a Timestep-Scalable Neuron Model
Binghao Ye ⋅ Wenjuan Li ⋅ Dengfeng Xue ⋅ Bing Li ⋅ Weiming Hu ⋅ Dong Liang ⋅ Kun Shang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SmoothSpike: Spiking Transformer with Learnable Hadamard Transformation
Zijian Zhou ⋅ Wenjie Wei ⋅ Yu Liang ⋅ Jialin Li ⋅ Ammar Belatreche ⋅ Honglin Cao ⋅ Shuai Wang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spik4lite: Refactoring Neuromorphic Sparsity for Efficient Spiking Neural Networks on Commodity Edge Devices
Yongzhi She ⋅ Qihua Zhou ⋅ Yuhao Wang ⋅ Yaodong Huang ⋅ Jingcai Guo ⋅ Laizhong Cui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Weighted Encoding: Towards Maximal-Capacity Spike Coding for ANN–SNN Conversion
Yiwen Gu ⋅ Junchuan Gu ⋅ Haibin Shen ⋅ Kejie Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training Deep Spiking Neural Networks without Normalization
Xinyu Shi ⋅ Zhaofei Yu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaS: Adaptive Gradient Descent for Spiking Transformers
Zijian Zhou ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Wenjie Wei ⋅ Yimeng Shan ⋅ Yu Liang ⋅ Yu Yang ⋅ Shuai Wang ⋅ Yalan Ye ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMM Transformer: Leveraging Spiking Neural Networks for Multimodal Tasks
Xiubo Liang ⋅ Jinxing Han ⋅ Yuke Li ⋅ Haoqi Zhu ⋅ Yu Zhao ⋅ Hongzhi Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
Zhongju Yuan ⋅ Geraint Wiggins ⋅ Dick Botteldooren
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Little By Little: Continual Learning via Incremental Mixture of Rank-1 Associative Memory Experts
Haodong Lu ⋅ Chongyang Zhao ⋅ Minhui Xue ⋅ Lina Yao ⋅ Kristen Moore ⋅ Dong Gong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Generalization Spectrum: A Chromatographic Approach to Evaluating Learning Algorithms
Jinghan Zhang ⋅ Zerui Cheng ⋅ Shiqi Chen ⋅ Ge Zhang ⋅ Wenhao Huang ⋅ Jiashuo Liu ⋅ Junxian He ⋅ Tianle Cai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Multi-Agent Coordination via Sheaf-ADMM
Jeffrey Seely ⋅ Bartłomiej Cupiał ⋅ Llion Jones
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
Mingqing Xiao ⋅ Yansen Wang ⋅ Dongqi Han ⋅ Caihua Shan ⋅ Dongsheng Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Who Said Neural Networks Aren't Linear?
Nimrod Berman ⋅ Assaf Hallak ⋅ Assaf Shocher
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CAffNet: Hard Constraint-Affine Neural Networks
Yang Zhao ⋅ Jungeun Lee ⋅ Jeong hwan Jeon ⋅ Sze Zheng Yong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Collapse Drives Loss of Plasticity in Deep Continual Learning
Arjun Prakash ⋅ Naicheng He ⋅ Kaicheng Guo ⋅ Saket Tiwari ⋅ Tyrone Serapio ⋅ Ruo Yu Tao ⋅ Amy Greenwald ⋅ George Konidaris
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Symmetry Reveals the In-Context Classifier: Transformers Implement Mean-Shift Dynamics
Patrick Lutz ⋅ Themistoklis Haris ⋅ Arjun Chandra ⋅ Aditya Gangrade ⋅ Venkatesh Saligrama
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpecPL: Disentangling Spectral Granularity for Prompt Learning
Jingtao Zhou ⋅ Xirui Kang ⋅ feiyang huang ⋅ Lai Man Po
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Large Language Models as Topological Thinkers: A Benchmark on Graph Persistent Homology
Hao Li ⋅ Hao Wan ⋅ Yixue Huang ⋅ Yuzhou Chen ⋅ Yulia Gel ⋅ Hao Jiang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Spectroscopy: Susceptibility Clusters in Language Models
Andrew Gordon ⋅ Daniel Murfet ⋅ William Snell ⋅ Garrett Baker ⋅ George Wang ⋅ Stan van Wingerden
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Unified Multimodal Pretraining
Shengbang Tong ⋅ David Fan ⋅ John Nguyen ⋅ Ellis Brown ⋅ Gaoyue Zhou ⋅ Shengyi Qian ⋅ Boyang Zheng ⋅ Théophane Vallaeys ⋅ Rob Fergus ⋅ Naila Murray ⋅ Marjan Ghazvininejad ⋅ Mike Lewis ⋅ Jakob Verbeek ⋅ Nicolas Ballas ⋅ Amir Bar ⋅ Michael Rabbat ⋅ Yann LeCun ⋅ Luke Zettlemoyer ⋅ Saining Xie ⋅ Koustuv Sinha
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Straightening for Latent Planning
Ying Wang ⋅ Oumayma Bounou ⋅ Gaoyue Zhou ⋅ Randall Balestriero ⋅ Tim G. J. Rudner ⋅ Yann LeCun ⋅ Mengye Ren
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
Suorong Yang ⋅ Fangjian Su ⋅ Hai Gan ⋅ Ziqi Ye ⋅ Jie Li ⋅ Baile Xu ⋅ Furao Shen ⋅ Soujanya Poria
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Calibration for Early-Exit Neural Networks
Piotr Kubaty ⋅ Filip Szatkowski ⋅ Grzegorz Choczyński ⋅ Bartosz Wójcik ⋅ Eric Nalisnick
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prototype-Based Test-Time Adaptation of Vision-Language Models
Zhaohong Huang ⋅ Yuxin Zhang ⋅ Wenjing Liu ⋅ Fei Chao ⋅ Rongrong Ji
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing is Solving: Unlocking Efficient Multimodal RL via View Alignment
Qinsi Wang ⋅ Jing Shi ⋅ Kun Wan ⋅ Handong Zhao ⋅ Hancheng Ye ⋅ Zishan Shao ⋅ Jinghan Ke ⋅ Yudong Liu ⋅ Daniel Miranda ⋅ Purvak Lapsiya ⋅ Yiran Chen ⋅ Wentian Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Procedural Generation Of Algorithm Discovery Tasks in Machine Learning
Alexander D. Goldie ⋅ Zilin Wang ⋅ Adrian Hayler ⋅ Deepak Nathani ⋅ Edan Toledo ⋅ Aleksandra Kalisz ⋅ Ken Thampiratwong ⋅ Michael Beukman ⋅ Alistair Letcher ⋅ Shashank Reddy Chirra ⋅ Clarisse Wibault ⋅ Theo Wolf ⋅ Charles O'Neill ⋅ Uljad Berdica ⋅ Nicholas Roberts ⋅ Saeed Rahmani ⋅ Roberta Raileanu ⋅ Shimon Whiteson ⋅ Jakob Foerster
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TrustworthyQENN: A Quantum Evidential Neural Network Based on Complex-Valued Contrastive Learning for Uncertainty Pattern Classification
Xiaolong Chen ⋅ Fuyuan Xiao ⋅ Xiaohong Zhang ⋅ Zehong Cao ⋅ Chin-teng Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Iterative Refinement Neural Operators are Learned Fixed-Point Solvers: A Principled Approach to Spectral Bias Mitigation
Xiaotian Liu ⋅ Shuyuan Shang ⋅ Xiaopeng Wang ⋅ Pu Ren ⋅ Yaoqing Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LaTtE-Flow: Layerwise Timestep-Expert Flow-based Transformer
Ying Shen ⋅ Zhiyang Xu ⋅ Jiuhai Chen ⋅ Shizhe Diao ⋅ Jiaxin Zhang ⋅ Yuguang Yao ⋅ Joy Rimchala ⋅ Ismini Lourentzou ⋅ Lifu Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Energy-Structured Low-Rank Adaptation for Continual Learning
Longhua Li ⋅ Lei Qi ⋅ Qi Tian ⋅ Xin Geng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Single-Index Fréchet Regression
MUQING CUI ⋅ Yidong Zhou ⋅ Su Iao ⋅ Hans-Georg Müller
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG
Yiqun Chen ⋅ Erhan Zhang ⋅ Tianyi Hu ⋅ Shijie Wang ⋅ Zixuan Yang ⋅ Meizhi Zhong ⋅ Xiaochi Wei ⋅ Yan Gao ⋅ YIWU ⋅ Yao Hu ⋅ Jiaxin Mao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
Yanan Wang ⋅ Shuaicong Hu ⋅ Jian Liu ⋅ Guohui Zhou ⋅ Aiguo Wang ⋅ Cuiwei Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
Ziang Gan ⋅ Qi Zhu ⋅ Libao Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Random Scaling of Emergence Capabilities
Rosie Zhao ⋅ Tian Qin ⋅ David Alvarez-Melis ⋅ Sham Kakade ⋅ Naomi Saphra
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Connecting Independently Trained Modes via Layer-Wise Connectivity
Yongding Tian ⋅ Zaid Al-Ars ⋅ Maksim Kitsak ⋅ H Peter Hofstee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preserving Plasticity in Continual Learning via Dynamical Isometry
Andries Rosseau ⋅ Robert Müller ⋅ Ann Nowe
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing to Generalize: How Visual Data Corrects Binding Shortcuts
Nicolas Buzeta ⋅ Felipe del Rio ⋅ Cristian Hinostroza ⋅ Denis Parra ⋅ Hans Lobel ⋅ Rodrigo Toro Icarte
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability
Vincent Bürgin ⋅ Daniel Herbst ⋅ Ya-Wei Eileen Lin ⋅ Stefanie Jegelka
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dual-stage Contrastive Learning-enhanced Multi-view Variational Clustering
Yanxi Liu ⋅ Fangxi Liu ⋅ Yipin Hu ⋅ Yanwei Yu ⋅ Lei Meng ⋅ Yongyong Chen ⋅ Guoqing Chao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Depth-Progressive Monotonic Learning without Backpropagation
Chenhao Ye ⋅ Rongguang Ye ⋅ Yuchao Zhang ⋅ Ming Tang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stem: Rethinking Causal Information Flow in Sparse Attention
Lin Niu ⋅ Xin Luo ⋅ LinchuanXie ⋅ Yifu Sun ⋅ Guanghua Yu ⋅ Jianchen Zhu ⋅ S Kevin Zhou
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RAT+: Train Dense, Infer Sparse - Recurrence Augmented Attention for Dilated Inference
Xiuying Wei ⋅ Caglar Gulcehre
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models
Difan Deng ⋅ Andreas B. Winje ⋅ Lukas Fehring ⋅ Marius Lindauer
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EchoAttention: Exploiting Token-Pair Redundancy and Frame-Block Similarity for Efficient Long Video Generation
Yifei Xia ⋅ Fangcheng Fu ⋅ Hao Yuan ⋅ Suhan Ling ⋅ Xupeng Miao ⋅ Huixia Li ⋅ Yuxi Ren ⋅ Xin Xia ⋅ Xuefeng Xiao ⋅ Bin Cui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attention with Routed-Memory for Learnable Sparse Control
QIUHAO Zeng ⋅ Jerry Huang ⋅ Peng Lu ⋅ Ruiyi Fang ⋅ Gezheng Xu ⋅ Zihao Jing ⋅ Yufei Cui ⋅ Charles X. Ling ⋅ Gang Niu ⋅ Boyu Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chain-of-Thought Gradient Descent
Hong-Yu Chen ⋅ Venkat Ganti ⋅ Jerry Yao-Chieh Hu ⋅ Hude Liu ⋅ Han Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scalable Medical Multimodal Fusion via Symmetric Consistency Modeling
Xiaowen Sun ⋅ Hui Liu ⋅ Gongguan Chen ⋅ Ning Mao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ATLAS: Learning to Optimally Memorize the Context at Test Time
Ali Behrouz ⋅ Zeman Li ⋅ Praneeth Kacham ⋅ Majid Daliri ⋅ Yuan Deng ⋅ Peilin Zhong ⋅ Meisam Razaviyayn ⋅ Vahab Mirrokni
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Pairwise Affinities to Functional Correspondences: Rethinking Attention
Jiefang Xiao ⋅ Maolin Gao ⋅ Simon Weber ⋅ Guandao Yang ⋅ Daniel Cremers
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decoupling The "What" and "Where" With Polar Coordinate Positional Embedding
Anand Gopalakrishnan ⋅ Róbert Csordás ⋅ Jürgen Schmidhuber ⋅ Michael Mozer
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preconditioned DeltaNet: Curvature-aware Sequence Modeling for Linear Recurrences
Neehal Tumma ⋅ Noel Loo ⋅ Daniela Rus
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prism: Spectral-Aware Block-Sparse Attention
Xinghao Wang ⋅ Pengyu Wang ⋅ Xiaoran Liu ⋅ Fangxu Liu ⋅ Jason Chu ⋅ Kai Song ⋅ Xipeng Qiu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Q-Delta: Beyond Key–Value Associative State Evolution
Sumin Park ⋅ Seojin Kim ⋅ Noseong Park
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rotary Position Encodings for Graphs
Isaac Reid ⋅ Arijit Sehanobish ⋅ Cederik Höfs ⋅ Bruno Mlodozeniec ⋅ Leonhard Vulpius ⋅ Federico Barbero ⋅ Adrian Weller ⋅ Krzysztof Choromanski ⋅ Richard E Turner ⋅ Petar Veličković
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRISM: Sequence Modeling as Parallel Residual Iteration
Jie Jiang ⋅ Ke Cheng ⋅ Xin Xu ⋅ Mengyang Pang ⋅ Tianhao Lu ⋅ Jiaheng Li ⋅ Yue Liu ⋅ Yuan Wang ⋅ Jun Zhang ⋅ Huan Yu ⋅ Zhouchen Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hamiltonian Asymmetric Fusion: One-Way Safe Directed Refinement under Modality Imbalance
Bingbing Chen ⋅ Congcong Liu ⋅ Dong Liang ⋅ Zhuo-Xu Cui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faster Query-Key Learning Sharpens Attention in Self-Attention Models
Rahul Vashisht ⋅ Harish Ramaswamy
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparser Block-Sparse Attention via Token Permutation
Xinghao Wang ⋅ Pengyu Wang ⋅ Dong Zhang ⋅ Chenkun Tan ⋅ Shaojun Zhou ⋅ Zhaoxiang Liu ⋅ Shiguo Lian ⋅ Fangxu Liu ⋅ Kai Song ⋅ Xipeng Qiu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semantic Integrity Matters: Benchmarking and Preserving High-Density Reasoning in KV Cache Compression
Xiang Liu ⋅ Zhenheng Tang ⋅ Hong Chen ⋅ Peijie Dong ⋅ Zeyu Li ⋅ Xiuze Zhou ⋅ Bo Li ⋅ Xuming Hu ⋅ Xiaowen Chu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FiX: Introducing Fine-grained Forget Gate into Softmax Attention
Runzhong Li ⋅ Renjie Liu ⋅ Qing Li ⋅ Bo Tang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compressed Sensing for Capability Localization in Large Language Models
Anna Bair ⋅ Yixuan Xu ⋅ Mingjie Sun ⋅ Zico Kolter
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prototype Transformer: Towards Language Model Architectures Interpretable by Design
Yordan Yordanov ⋅ Matteo Forasassi ⋅ Bayar Menzat ⋅ Tommaso Salvatori ⋅ Ruizhi Wang ⋅ Markus Kaltenberger ⋅ Amine M'Charrak ⋅ Chang Qi ⋅ Thomas Lukasiewicz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TileSparse: Arithmetic-Intensity-Aware Sparse Attention for Compute-Bound LLM Decoding
Chao Wang ⋅ Pengfei Zuo ⋅ Zhangyu Chen ⋅ Qihui Zhou ⋅ Tsung-Yi Ho ⋅ Ming-Chang Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Provable Expressiveness Hierarchy in Hybrid Linear-Full Attention
Xiaowei Ye ⋅ Xiaoyu He ⋅ Chao Liao ⋅ Chen Wu ⋅ Pinyan Lu
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding
Zhigeng Liu ⋅ Zhiyuan Ning ⋅ Ruixiao Li ⋅ Xiaoran Liu ⋅ Yuerong Song ⋅ Min zhang ⋅ Ziwei He ⋅ Xipeng Qiu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Remember, Learn, and Forget in Attention-Based Models
Djohan Bonnet ⋅ Jamie Lohoff ⋅ Jan Finkbeiner ⋅ Elidona Shiqerukaj ⋅ Emre Neftci
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stochastic Sparse Attention for Memory-Bound Inference
Kyle Lee ⋅ Corentin Delacour ⋅ Kevin Callahan-Coray ⋅ Kyle Jiang ⋅ Can Yaras ⋅ Samet Oymak ⋅ Tathagata Srimani ⋅ Kerem Camsari
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universality, Function Composition, and Algorithm Emulation All In-Context
Hong-Yu Chen ⋅ Po-Chiao Lin ⋅ Maojiang Su ⋅ Jerry Yao-Chieh Hu ⋅ Han Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
Yulong Huang ⋅ Xiang Liu ⋅ Hongxiang Huang ⋅ Xiaopeng LIN ⋅ Zunchang LIU ⋅ Xiaowen Chu ⋅ Zeke Xie ⋅ Bojun Cheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Induction Heads Interpolate N-Grams
Francesco D'Angelo ⋅ Oğuz Yüksel ⋅ Swathi Narashiman ⋅ Nicolas Flammarion
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Not All Answers Are Contextually Persuadable: Inference Dynamics in Large Language Models under Contextual Influence
Zongye Hu ⋅ Weiqing Luo ⋅ Yanjie Fu ⋅ Yu Gan ⋅ Haofeng Zhang ⋅ Ziyi Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AsyncSpade: Efficient Test-Time Scaling with Asynchronous Sparse Decoding
Shuqing Luo ⋅ Yilin Guan ⋅ Pingzhi Li ⋅ Hanrui Wang ⋅ Tianlong Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Effective Multimodal Graph Foundation Model: A Divide-and-Conquer Based Approach
Sicheng Liu ⋅ Xunkai Li ⋅ Daohan Su ⋅ Ru Zhang ⋅ Hongchao Qin ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Synergistic Intra- and Cross-Layer Regularization Losses for MoE Expert Specialization
Rizhen Hu ⋅ Yuan Cao ⋅ Boao Kong ⋅ Mou Sun ⋅ Kun Yuan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization
ZHEN YANG ⋅ Wenyi Hong ⋅ Mingde Xu ⋅ Xinyue Fan ⋅ Weihan Wang ⋅ Jiale Cheng ⋅ Xiaotao Gu ⋅ Jie Tang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SwiftPFN: Revisiting Row-Wise Attention–Only Tabular Foundation Models with Adaptive Early Exit
Si-Yang Liu ⋅ Han-Jia Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Zero to Hero: Advancing Zero-Shot Foundation Models for Tabular Outlier Detection
Xueying Ding ⋅ Haomin Wen ⋅ Simon Klüttermann ⋅ Leman Akoglu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GFMate: Empowering Graph Foundation Models with Pre-training-agnostic Test-time Prompt Tuning
Yan Jiang ⋅ Ruihong Qiu ⋅ Zi Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InfoDLM: an Information-Adaptive Framework for Discrete Diffusion Language Model Pretraining
Shirou Jing ⋅ Chunshu Wu ⋅ Chuan Liu ⋅ Arghavan Bahadorinejad ⋅ Feitong Qiao ⋅ Dongfang Liu ⋅ Tony Geng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
A. Said Gurbuz ⋅ Sunghwan Hong ⋅ Ahmed Nassar ⋅ Marc Pollefeys ⋅ Peter Staar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models
Vignesh Kothapalli ⋅ Rishabh Ranjan ⋅ Valter Hudovernik ⋅ Vijay Prakash Dwivedi ⋅ Johannes Hoffart ⋅ Carlos Guestrin ⋅ Jure Leskovec
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
No Need to Train Your RDB Foundation Model
Minjie Wang ⋅ Quan Gan ⋅ Linjie Xu ⋅ David Wipf ⋅ Yanlin Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Graph is a Substrate Across Data Modalities
Ziming Li ⋅ Xiao-Ming Wu ⋅ Zehong Wang ⋅ Jiazheng Li ⋅ Yijun Tian ⋅ Jinhe Bi ⋅ Yunpu Ma ⋅ Yanfang Ye ⋅ Chuxu Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Long Grounded Thoughts: Synthesizing Grounded Visual Problems and Distilling Reasoning Chains at Scale
David Acuna ⋅ Chao-Han Huck Yang ⋅ Yuntian Deng ⋅ Jaehun Jung ⋅ Ximing Lu ⋅ Prithviraj Ammanabrolu ⋅ Hyunwoo Kim ⋅ Yuan-Hong Liao ⋅ Yejin Choi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
End-to-End Compression for Tabular Foundation Models
Guri Zabërgja ⋅ Rafiq Kamel ⋅ Arlind Kadra ⋅ Christian Frey ⋅ Josif Grabocka
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MiniX: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models
Yuanrui Wang ⋅ Xingxuan Zhang ⋅ Han Yu ⋅ Mingchao Hao ⋅ Gang Ren ⋅ hao yuan ⋅ Li Mao ⋅ Yunjia Zhang ⋅ Chun Yuan ⋅ Peng Cui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Data Is Scarce: Scaling Sparse Language Models with Repeated Training
Boqian Wu ⋅ Qiao Xiao ⋅ Patrik Okanovic ⋅ Tomasz Sternal ⋅ Maurice Keulen ⋅ Mykola Pechenizkiy ⋅ Elena Mocanu ⋅ Torsten Hoefler ⋅ Decebal Constantin Mocanu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DTop-p MoE: Sparsity-Controlled Dynamic Top-p MoE for Foundation Model Pre-training
Can Jin ⋅ Hongwu Peng ⋅ Mingcan Xiang ⋅ Qixin Zhang ⋅ Xiangchi Yuan ⋅ Amit Hasan ⋅ Ohi Dibua ⋅ Yifan Gong ⋅ Yan Kang ⋅ Dimitris Metaxas
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion
Zhuokun Chen ⋅ Jianfei Cai ⋅ Bohan Zhuang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Relational In-Context Learning via Synthetic Pre-training with Structural Prior
Yanbo Wang ⋅ Jiaxuan You ⋅ Chuan Shi ⋅ Muhan Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GraphPFN: A Prior-Data Fitted Network for Graph Node-Level Tasks
Dmitry Eremeev ⋅ Oleg Platonov ⋅ Gleb Bazhenov ⋅ Artem Babenko ⋅ Liudmila Prokhorenkova
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Curriculum Reinforcement Learning for Black-Box Prompt Tuning via Large Language Models
Shuai Gong ⋅ Chaoran Cui ⋅ Xiaolin Dong ⋅ Chunyun Zhang ⋅ Linwei Fan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
h1: Bootstrapping LLMs to Reason over Longer Horizons via Reinforcement Learning
Alesia Ivanova ⋅ Sumeet Motwani ⋅ Jack Cai ⋅ Phil Torr ⋅ Riashat Islam ⋅ Shital Shah ⋅ Christian Schroeder de Witt ⋅ Charles London
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Is One Layer Enough? Understanding Inference Dynamics in Tabular Foundation Models
Amir Rezaei Balef ⋅ Mykhailo Koshil ⋅ Katharina Eggensperger
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ConceptMoE: Adaptive Token-to-Concept Compression for Implicit Compute Allocation
Zihao Huang ⋅ Jundong Zhou ⋅ Xingwei Qu ⋅ Qiyang Min ⋅ Ge Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regression Language Models for Code
Yash Akhauri ⋅ Xingyou Song ⋅ Arissa Wongpanich ⋅ Bryan Lewandowski ⋅ Mohamed Abdelfattah
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TabICooL: A better, faster, scalable, and open tabular foundation model
Jingang QU ⋅ David Holzmüller ⋅ Gael Varoquaux ⋅ Marine Le Morvan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NanoFLUX: Distillation-Driven Compression of Large Text-to-Image Generation Models for Mobile Devices
Ruchika Chavhan ⋅ Malcolm Chadwick ⋅ Alberto Gil Couto Pimentel Ramos ⋅ Luca Morreale ⋅ Mehdi Noroozi ⋅ Abhinav Mehrotra
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Logical Guidance for the Exact Composition of Diffusion Models
Francesco Alesiani ⋅ Jonathan Warrell ⋅ Tanja Bien ⋅ Henrik Christiansen ⋅ Matheus Ferraz ⋅ Mathias Niepert
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OneSearch: A Preliminary Exploration of the Unified End-to-End Generative Framework for E-commerce Search
Ben Chen ⋅ Xian Guo ⋅ Siyuan Wang ⋅ Zihan Liang ⋅ Yufei Ma ⋅ Yue Lv ⋅ Chenyi Lei ⋅ Yuqing DING ⋅ Wenwu Ou ⋅ Han Li ⋅ Kun Gai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoFrGeNet: Continued Fraction Architectures for Language Generation
Amit Dhurandhar ⋅ Vijil Chenthamarakshan ⋅ Dennis Wei ⋅ Tejaswini Pedapati ⋅ Karthikeyan Natesan Ramamurthy ⋅ Rahul Nair
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Objective Protein Design via Memory-Aware Test-Time Scaling in Diffusion Models
Ming Yang ⋅ Xin Zheng ⋅ Yi Li ⋅ YIZHEN ZHENG ⋅ Huan Yee Koh ⋅ Yanqing Guo ⋅ Xiaofeng Cao ⋅ Shirui Pan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Diffusion Controller: Framework, Algorithms and Parameterization
Tong Yang ⋅ Moonkyung Ryu ⋅ Chih-wei Hsu ⋅ Guy Tennenholtz ⋅ Yuejie Chi ⋅ Craig Boutilier ⋅ Bo Dai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EigenCache: Rethinking Diffusion Acceleration as Covariance-Optimal Forecasting and Submodular Information Allocation
Chenyang Xu ⋅ Dezhen Wang ⋅ Lin Chen ⋅ Kepeng Lin ⋅ Hao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Predicting Future KV Utility: Global Combinatorial Optimization for Task-Agnostic KV Cache Eviction
Ziyao Tang ⋅ Pengkun Jiao ⋅ Xinhang Chen ⋅ LiuWei Liu ⋅ Shiyong Li ⋅ Jingjing Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models
Jiaqi Wang ⋅ Haoge Deng ⋅ Ting Pan ⋅ Yang Liu ⋅ Chengyuan Wang ⋅ Fan Zhang ⋅ Yonggang Qi ⋅ Xinlong Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
General and Efficient Steering of Unconditional Diffusion Models
Qingsong Wang ⋅ Misha Belkin ⋅ Yusu Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Physics-informed diffusion models in spectral space
Davide Gallon ⋅ Philippe von Wurstemberger ⋅ Patrick Cheridito ⋅ Arnulf Jentzen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lookahead Path Likelihood Optimization for Diffusion LLMs
Xuejie Liu ⋅ Vit Chun Yap ⋅ Yitao Liang ⋅ Anji Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffusion Bridge or Flow Matching? A Unifying Framework and Comparative Analysis
Kaizhen Zhu ⋅ Mokai Pan ⋅ Zhechuan Yu ⋅ Jingya Wang ⋅ Jingyi Yu ⋅ Ye Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent-Guided Cooperative Energy-Based Models
Cong Geng ⋅ Xue Han ⋅ Ye Yuan ⋅ Qiang Hu ⋅ Huang ⋅ Ruiqiao Bai ⋅ JUNLAN FENG
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Factorization Barrier in Diffusion Language Models
Ian Li ⋅ Zilei Shao ⋅ Benjie Wang ⋅ Rose Yu ⋅ Guy Van den Broeck ⋅ Anji Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploring and Exploiting Stability in Latent Flow Matching
Rania Briq ⋅ Michael Kamp ⋅ Ohad Fried ⋅ Sarel Cohen ⋅ Stefan Kesselheim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Diffusion Alignment: Learning Structured Latents for Controllable Generation
Ruchi Sandilya ⋅ Sumaira Perez ⋅ Charles Lynch ⋅ Lindsay Victoria ⋅ Benjamin Zebley ⋅ Derrick Buchanan ⋅ Mahendra Bhati ⋅ Nolan Williams ⋅ Timothy Spellman ⋅ FAITH GUNNING ⋅ Conor Liston ⋅ Logan Grosenick
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$E^2$PO: Embedding-perturbed Exploration Preference Optimization for Flow Models
Sujie Hu ⋅ Chubin Chen ⋅ Jiashu Zhu ⋅ Jiahong Wu ⋅ Xiangxiang Chu ⋅ Xiu Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Entropic Optimal Transport
Roman Dyachenko ⋅ Nikita Gushchin ⋅ Kirill Sokolov ⋅ Petr Mokrov ⋅ Evgeny Burnaev ⋅ Aleksandr Korotin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Guidance for Flexible and Efficient Control of Diffusion Models
Gabriel Moreira ⋅ Manuel Marques ⋅ Joao Costeira ⋅ Chenyan Xiong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Calibrated Test-Time Guidance for Bayesian Inference
Daniel Geyfman ⋅ Felix Draxler ⋅ Jan Groeneveld ⋅ Hyunsoo Lee ⋅ Theofanis Karaletsos ⋅ Stephan Mandt
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stabilizing Reinforcement Learning for Diffusion Language Models
Jianyuan Zhong ⋅ Wang Kaibo ⋅ Ding Ding ⋅ Zijin Feng ⋅ Haoli Bai ⋅ Yang Xiang ⋅ Jiacheng Sun ⋅ Qiang Xu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semantic Granularity Navigation in Image Editing
Liangsi Lu ⋅ Minzhe Guo ⋅ Xuhang Chen ⋅ Yang Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DirectEdit: Step-Level Accurate Inversion for Flow-Based Image Editing
Desong Yang ⋅ Mang Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
Lunjie Zhu ⋅ Yushi Huang ⋅ Xingtong Ge ⋅ Yufei Xue ⋅ Zhening Liu ⋅ Yumeng Zhang ⋅ Zehong Lin ⋅ Jun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trajectory Consistency for One-Step Generation on Euler Mean Flows
Zhiqi Li ⋅ Yuchen Sun ⋅ Duowen Chen ⋅ Jinjin He ⋅ Bo Zhu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LUVE : Latent-Cascaded Ultra-High-Resolution Video Generation with Dual Frequency Experts
Chen Zhao ⋅ Jiawei Chen ⋅ Hongyu Li ⋅ Zhuoliang Kang ⋅ Shilin Lu ⋅ Xiaoming Wei ⋅ Kai Zhang ⋅ Jian Yang ⋅ Ying Tai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Riemannian MeanFlow
Dongyeop Woo ⋅ Marta Skreta ⋅ Seonghyun Park ⋅ Kirill Neklyudov ⋅ Sungsoo Ahn
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
End-to-End Autoregressive Image Generation with 1D Semantic Tokenizer
Wenda Chu ⋅ Bingliang Zhang ⋅ Jiaqi Han ⋅ Yizhuo Li ⋅ Linjie Yang ⋅ Yisong Yue ⋅ Qiushan Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Lock-in: Diversifying Text-to-Image Generation via Representation Modulation
Dahee Kwon ⋅ Haeun Lee ⋅ Jaesik Choi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Designing a Conditional Prior Distribution for Flow-Based Generative Models
Noam Issachar ⋅ Mohammad Salama ⋅ Raanan Fattal ⋅ Sagie Benaim
[ URL [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mode Seeking meets Mean Seeking for Long Video Generation
Shengqu Cai ⋅ Weili Nie ⋅ Chao Liu ⋅ Julius Berner ⋅ Lvmin Zhang ⋅ Nanye Ma ⋅ Hansheng Chen ⋅ Maneesh Agrawala ⋅ Leonidas Guibas ⋅ Gordon Wetzstein ⋅ Arash Vahdat
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stronger Semantic Encoders Can Harm Relighting Performance: A Probe of Visual Priors via Augmented Latent Intrinsics
Xiaoyan Xing ⋅ Xiao Zhang ⋅ Sezer Karaoglu ⋅ Theo Gevers ⋅ Anand Bhattad
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Concept Removal for Frontier Image Generative Models
Pierre Joly ⋅ Aditya Kumar ⋅ Adam Dziedzic ⋅ Franziska Boenisch
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAMBO-G: Magnitude-Aware Mitigation for Boosted Guidance
Shangwen Zhu ⋅ Qianyu Peng ⋅ Zhilei Shu ⋅ Yuting Hu ⋅ Han Zhang ⋅ Andy Zheng ⋅ Xinyu Cui ⋅ Jian Zhao ⋅ Ruili Feng ⋅ Fan Cheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LiteVSR: Enabling Cross-Domain Fine-Grained Detail Generation in Light-Weight Transformers for Video Super-Resolution
Yu Cao ⋅ Ziquan Liu ⋅ Zhensong Zhang ⋅ Jiankang Deng ⋅ Shaogang Gong ⋅ Jifei Song
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distribution Matching Variational AutoEncoder
Sen Ye ⋅ Jianning Pei ⋅ Mengde Xu ⋅ Shuyang Gu ⋅ Chunyu Wang ⋅ Liwei Wang ⋅ Han Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-step Latent-free Image Generation with Pixel Mean Flows
Yiyang Lu ⋅ Susie Lu ⋅ Qiao Sun ⋅ Hanhong Zhao ⋅ Zhicheng Jiang ⋅ Xianbang Wang ⋅ Tianhong Li ⋅ Zhengyang Geng ⋅ Kaiming He
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LayerT2V: A Unified Multi-Layer Video Generation Framework
Guangzhao Li ⋅ Kangrui Cen ⋅ Baixuan Zhao ⋅ Yi Xin ⋅ Siqi Luo ⋅ Guangtao Zhai ⋅ Lei Zhang ⋅ Xiaohong Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Evolution Search: Efficient Inference-Time Scaling for Reward-Aligned Image Generation
Jinyan Ye ⋅ Zhongjie Duan ⋅ Zhiwen Li ⋅ Cen Chen ⋅ Daoyuan Chen ⋅ Yaliang Li ⋅ Yingda Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimizing Visual Generative Models via Distribution-wise Rewards
Ruihang Li ⋅ Mengde Xu ⋅ Shuyang Gu ⋅ Leigang Qu ⋅ Fuli Feng ⋅ Han Hu ⋅ Wenjie Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Diffusive Classification Loss for Learning Energy-based Generative Models
RuiKang OuYang ⋅ Louis Grenioux ⋅ Jose Miguel Hernandez-Lobato
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Do Graph Foundation Models Transfer? A Data-Centric Theory
Jiajun Zhu ⋅ Ying Chen ⋅ Peihao Wang ⋅ Yixuan He ⋅ Pan Li ⋅ Aditya Akella ⋅ Zhangyang “Atlas” Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution
Francesco Ferrini ⋅ Veronica Lachi ⋅ Antonio Longa ⋅ Bruno Lepri ⋅ Akiyoshi Matono ⋅ Andrea Passerini ⋅ Xin Liu ⋅ Manfred Jaeger
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Graph Foundation Model with Cross-Modal Alignment and Modality-Aware Expert Fusion for Multi-Modal Graphs
Dongxiao He ⋅ AnKang Yang ⋅ Jitao Zhao ⋅ Di Jin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
InvGNN: Learning Invertible Node Representations on Graphs
Giannis Nikolentzos ⋅ Dimitrios Kelesis ⋅ Nikolaos Nakis
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifying and Correcting Label Noise for Robust GNNs via Influence Contradiction
Wei Ju ⋅ Wei Zhang ⋅ Siyu Yi ⋅ Zhengyang Mao ⋅ Yifan Wang ⋅ Jingyang Yuan ⋅ Zhiping Xiao ⋅ Ziyue Qiao ⋅ Ming Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Message Passing on the Edge: Towards Scalable and Expressive GNNs
Pablo Barcelo ⋅ Fabian Jogl ⋅ Alexander Kozachinskiy ⋅ Matthias Lanzinger ⋅ Stefan Neumann ⋅ Cristobal Rojas
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection
Yilin Liu ⋅ Hongchao Zhang ⋅ Ahmad Taha ⋅ Taylor T Johnson ⋅ Meiyi Ma
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ERAlign: Energy-based Representation Alignment of GNNs and LLMs on Text-attributed Graphs
Xianlin Zeng ⋅ Fan Xia ⋅ Xiangyu Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Contrastive Learning for Graph Collaborative Filtering: Limitations and A Simple Remedy
Geon Lee ⋅ Sunwoo Kim ⋅ Kyungho Kim ⋅ Kijung Shin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Generative Graph Matching for Graph Edit Distance Computation
Wei Huang ⋅ Hanchen Wang ⋅ Dong Wen ⋅ Wenjie Zhang ⋅ Ying Zhang ⋅ Xuemin Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clustering as Reasoning: A $k$-Means Interpretation of Chain-of-Thought Graph Learning
Xuanting Xie ⋅ Zhaochen Guo ⋅ Bingheng Li ⋅ Xingtong Yu ⋅ Zhifei Liao ⋅ zhao kang ⋅ Yuan Fang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Positive Samples in Graph Contrastive Learning: From the Perspective of Message Passing
Lianze Shan ⋅ Ningchong Wang ⋅ Jitao Zhao ⋅ Di Jin ⋅ Dongxiao He
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normality Calibration in Semi-supervised Graph Anomaly Detection
Guolei Zeng ⋅ Hezhe Qiao ⋅ Guoguo Ai ⋅ Jinsong Guo ⋅ Guansong Pang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CCLRec: Consensus-driven Contrastive Learning for LLM-enhanced Graph Recommendation
Ting Guo ⋅ Dongyu Pei ⋅ Litiao Qiu ⋅ Xiaoying Liao ⋅ KE LIANG ⋅ Peng Song ⋅ Pinle Qin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging Structure and Semantics: Uncertainty-Modulated Dual-Path Diffusion for Robust Text-Attributed Graph Learning
Zhizhi Yu ⋅ Jiachen Liu ⋅ Qingyu Li ⋅ Dongxiao He ⋅ Di Jin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Graph-GRPO: Training Graph Flow Models with Reinforcement Learning
Baoheng Zhu ⋅ Deyu Bo ⋅ Delvin Zhang ⋅ Xiao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective
Yancheng Chen ⋅ Dun Ma ⋅ Shuai Zhang ⋅ Yang Liu ⋅ Xixun Lin ⋅ Xiangyu Zhao ⋅ Wenguo Yang ⋅ Wei Chen ⋅ Chuan Zhou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Representation Learning on Hyper-relational Knowledge Graphs via Masked Discrete Diffusion
Jaejun Lee ⋅ Seheon Kim ⋅ Joyce Whang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Graph Condensation Needs a Reset—Move Beyond Full-dataset Training and Model-Dependence
Mridul Gupta ⋅ Samyak Jain ⋅ Vansh Ramani ⋅ HARIPRASAD KODAMANA ⋅ Sayan Ranu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CELL: A Causal Perspective for Fairness-aware Graph Adaptation
Hourun Li ⋅ Yifan Wang ⋅ Qinghua Ran ⋅ Junyu Luo ⋅ Jia Yang ⋅ Changling Zhou ⋅ Zhiping Xiao ⋅ Wei Ju ⋅ Xiao Luo ⋅ Ming Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
Ziyu Zheng ⋅ Yaming Yang ⋅ Ziyu Guan ⋅ Wei Zhao ⋅ Xinyan Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalist Graph Anomaly Detection via Prototype-Based Distillation
Yiming Xu ⋅ Zihan Chen ⋅ Zhen Peng ⋅ Song Wang ⋅ Bin Shi ⋅ Bo Dong ⋅ Chao Shen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SE3Set: Harnessing Equivariant Hypergraph Neural Networks for Molecular Representation Learning
Hongfei Wu ⋅ Lijun Wu ⋅ Guoqing Liu ⋅ Zhirong Liu ⋅ Bin Shao ⋅ Zun Wang
[ URL [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Discriminative and Generalizable Anomaly Detector for Dynamic Graph with Limited Supervision
Yuxing Tian ⋅ Yiyan Qi ⋅ Fengran Mo ⋅ Weixu Zhang ⋅ Jian Guo ⋅ Jian-Yun Nie
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination
Yi Xie ⋅ Siao Liu ⋅ Falong FAN ⋅ Yuanqi Yao ⋅ Siyang Cao ⋅ Yue Zhao ⋅ Bo Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox
Yuanyang Li ⋅ Xue Yang ⋅ Longyue Wang ⋅ Weihua Luo ⋅ Hongyang Chen
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LiftQuant: Continuous Bit-Width Control for Pareto-Optimal LLM Deployment
Liulu He ⋅ Xuan Ang Liu ⋅ Juntao Liu ⋅ Taolue Feng ⋅ Ting Lu ⋅ Chunsheng Gan ⋅ ZHIYV PENG ⋅ Yuan Du ⋅ Li Du ⋅ Huanrui Yang ⋅ Yijiang Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems
Yao Guan ⋅ Lin Wang ⋅ Zhihui Lu ⋅ Ziyi Wang ⋅ Wenzhu Yan ⋅ Qiang Duan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent Primitives: Reuseable Latent Building Blocks for Multi-Agent Systems
Haibo Jin ⋅ Peng Kuang ⋅ Ye Yu ⋅ Xiaopeng Yuan ⋅ Haohan Wang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks
Jie-Jing Shao ⋅ Haiyan Yin ⋅ Yueming LYU ⋅ Xingrui Yu ⋅ Lan-Zhe Guo ⋅ Ivor Tsang ⋅ James Kwok ⋅ Yu-Feng Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
Ruijie Shi ⋅ Houbin Zhang ⋅ Yuecheng Han ⋅ Yuheng Wang ⋅ Jingru Fan ⋅ Runde Yang ⋅ Yufan Dang ⋅ Huatao Li ⋅ Dewen Liu ⋅ Yuan Cheng ⋅ Chen Qian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation
Zhen Zhang ⋅ Wanjing Zhou ⋅ Juncheng Li ⋅ Hao Fei ⋅ Jun Wen ⋅ Wei Ji
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks
Songwen Zhao ⋅ Danqing Wang ⋅ Kexun Zhang ⋅ Jiaxuan Luo ⋅ Zhuo Li ⋅ Lei Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training with Honeypots: Reshaping How LLMs Fail
Samuel Simko ⋅ Punya Pandey ⋅ Zhijing Jin ⋅ Bernhard Schölkopf
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Great Minds Think Alike: Contextual Tacit Communication for Decentralized LLM-Agent Cooperation
Yue Pei ⋅ Hongming Zhang ⋅ Jiarui Guan ⋅ Jusheng Zhang ⋅ Liang Lin ⋅ Haogang Zhu ⋅ Ziliang Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LRAgent: Efficient KV Cache Sharing for Multi-LoRA LLM Agents
Hyesung Jeon ⋅ Hyeongju Ha ⋅ jae-joon kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Agent Teams Hold Experts Back
Aneesh Pappu ⋅ Batu El ⋅ Hancheng Cao ⋅ Carmelo di Nolfo ⋅ Yanchao Sun ⋅ Meng Cao ⋅ James Zou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Outrunning LLM Cutoffs: A Live Kernel Crash Resolution Benchmark for All
Chenxi Huang ⋅ Alex Mathai ⋅ Feiyang Yu ⋅ Aleksandr Nogikh ⋅ Petros Maniatis ⋅ Franjo Ivancic ⋅ Eugene Wu ⋅ Kostis Kaffes ⋅ Junfeng Yang ⋅ Baishakhi Ray
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proact-VL: A Proactive VideoLLM for Real-Time AI Companions
Weicai Yan ⋅ Yuhong Dai ⋅ Qi Ran ⋅ Haodong Li ⋅ Wang Lin ⋅ Hao Liao ⋅ Xing Xie ⋅ Tao Jin ⋅ Jianxun Lian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation
Jinuk Kim ⋅ Junsoo Byun ⋅ Donghwi Hwang ⋅ Seong-Jin Park ⋅ Hyun Oh Song
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evolutionary Generation of Multi-Agent Systems
Yuntong Hu ⋅ Matthew Trager ⋅ Yuting Zhang ⋅ Yi Zhang ⋅ Shuo Yang ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Efficiency–Accuracy Scaling in Mixture-of-Experts Architectures
Venmugil Elango ⋅ Nidhi Bhatia ⋅ Roger Waleffe ⋅ Rasoul Shafipour ⋅ Tomer Asida ⋅ Abhinav Khattar ⋅ Nave Assaf ⋅ Maximilian Golub ⋅ Joseph Guman ⋅ Tiyasa Mitra ⋅ Ritchie Zhao ⋅ Ritika Borkar ⋅ Ran Zilberstein ⋅ Mostofa Patwary ⋅ Mohammad Shoeybi ⋅ Bita Darvish Rouhani
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ThunderAgent: A Fast, Simple, and Program-Aware Agentic Inference System
Hao Kang ⋅ Ziyang Li ⋅ Xinyu Yang ⋅ Weili Xu ⋅ Yinfang Chen ⋅ Junxiong Wang ⋅ Beidi Chen ⋅ Tushar Krishna ⋅ Chenfeng Xu ⋅ Simran Arora
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMs
Wenzhi Fang ⋅ Dong-Jun Han ⋅ Liangqi Yuan ⋅ Seyyedali Hosseinalipour ⋅ Christopher G. Brinton
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MonoScale: Scaling Multi-Agent System with Monotonic Improvement
Shuai Shao ⋅ Yixiang Liu ⋅ Bingwei Lu ⋅ Weinan Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
What Do Agents Learn from Trajectory-SFT: Semantics or Interfaces?
Weizheng Gu ⋅ Chengze Li ⋅ Zhuohao Yu ⋅ Mengyuan Sun ⋅ Zhibang Yang ⋅ Wei Wang ⋅ Hongrui Jia ⋅ Shikun Zhang ⋅ Wei Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CORRECT: COndensed eRror RECognition via knowledge Transfer in multi-agent systems
Yifan Yu ⋅ Moyan Li ⋅ Shaoyuan Xu ⋅ Jinmiao Fu ⋅ Xinhai Hou ⋅ Fan Lai ⋅ Bryan Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAS-Architect: Declarative Multi-Agent System Design via Separation of Concerns
Jing Huang ⋅ Lidong Zhang ⋅ Mutian Bao ⋅ Yadong Li ⋅ Xingzhong Xu ⋅ Jinjian Zhang ⋅ Jie Liu ⋅ Ming Kong ⋅ Qiang Zhu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
Junze Zhu ⋅ Weihao Chen ⋅ Xuanwang Zhang ⋅ Zhen Wu ⋅ Xinyu Dai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Code Watermarking Through Reinforcement Learning
Zhimeng Guo ⋅ Huaisheng Zhu ⋅ Siyuan Xu ⋅ Hangfan Zhang ⋅ Teng Xiao ⋅ Minhao Cheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Instruction Tuning: Conflict-Aware Splitting and Weight Merging
MINSIK CHOI ⋅ Geewook Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Executable Agentic Memory for GUI Agent
Zerui Qin ⋅ Sheng Yue ⋅ Xingyuan Hua ⋅ Yongjian Fu ⋅ Ju Ren
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems
Haowen Xu ⋅ Xue Tan ⋅ Lei Ma ⋅ Zhihao Zhang ⋅ CHAO WANG ⋅ Qingze Wang ⋅ Ping Chen ⋅ Jun Dai ⋅ Xiaoyan Sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
R-Diverse: Mitigating Diversity Illusion in Self-Play LLM Training
Gengsheng Li ⋅ Jinghan He ⋅ Shijie Wang ⋅ Dan Zhang ⋅ Ruiqi Liu ⋅ Renrui Zhang ⋅ Zijun Yao ⋅ Junfeng Fang ⋅ Haiyun Guo ⋅ Jinqiao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Which LLM Multi-Agent Protocol to Choose?
Hongyi Du ⋅ Jiaqi Su ⋅ Jisen Li ⋅ Lijie Ding ⋅ Yingxuan Yang ⋅ Peixuan Han ⋅ Robert Tang ⋅ Kunlun Zhu ⋅ Jiaxuan You
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent Learning via Early Experience
Kai Zhang ⋅ Xiangchao Chen ⋅ Bo Liu ⋅ Tianci Xue ⋅ Zeyi Liao ⋅ Zhihan Liu ⋅ xiyao wang ⋅ Yuting Ning ⋅ Zhaorun Chen ⋅ Xiaohan Fu ⋅ Jian Xie ⋅ Yuxuan Sun ⋅ Boyu Gou ⋅ Qi Qi ⋅ Zihang Meng ⋅ Jianwei Yang ⋅ Ning Zhang ⋅ Xian Li ⋅ Ashish Shah ⋅ Dat Huynh ⋅ Hengduo Li ⋅ Zi Yang ⋅ Xuefei Cao ⋅ Lawrence Jang ⋅ Shuyan Zhou ⋅ Jiacheng Zhu ⋅ Huan Sun ⋅ JASON WESTON ⋅ Yu Su ⋅ Yifan Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning
Hen Davidov ⋅ Nachshon Cohen ⋅ Oren Kalinsky ⋅ Yaron Fairstein ⋅ Guy Kushilevitz ⋅ Ram Yazdi ⋅ Patrick Rebeschini
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Safe Quantization-Aware Fine-tuning: Understanding and Mitigating Safety Alignment Degradation
Yuning Yang ⋅ Guowei Peng ⋅ Xiurui Xie ⋅ Minrui Jiang ⋅ Shuang Liang ⋅ Guisong Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality
Nitay Calderon ⋅ Eyal Ben-David ⋅ Zorik Gekhman ⋅ Eran Ofek ⋅ Gal Yona
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How do LLMs Compute Verbal Confidence?
Dharshan Kumaran ⋅ Arthur Conmy ⋅ Federico Barbero ⋅ Simon Osindero ⋅ Viorica Patraucean ⋅ Petar Veličković
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
Jiayi Zhang ⋅ Simon Yu ⋅ Derek Chong ⋅ Anthony Sicilia ⋅ Michael Tomz ⋅ Christopher Manning ⋅ Weiyan Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalized Correctness Models: Learning Calibrated and Cross-Model Correctness Predictors from Historical Patterns
Hanqi Xiao ⋅ Vaidehi Patil ⋅ Hyunji Lee ⋅ Elias Stengel-Eskin ⋅ Mohit Bansal
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning Is Not Free: Robust Adaptive Cost-Efficient Router for LLM-as-a-Judge
Wenbo Zhang ⋅ Lijinghua Zhang ⋅ Liner Xiang ⋅ Hengrui Cai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data Difficulty and the Generalization–Extrapolation Tradeoff in LLM Fine-Tuning
Siyuan Liu ⋅ Tinghong Chen ⋅ Xinghan Li ⋅ Yifei Wang ⋅ Jingzhao Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A model of errors in transformers
Suvrat Raju ⋅ Praneeth Kumar Netrapalli
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Which Heads Matter for Reasoning? RL-Guided KV Cache Compression
Wenjie Du ⋅ Li Jiang ⋅ Keda TAO ⋅ Xue Liu ⋅ Huan Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Safety Anchor: Defending Harmful Fine-tuning via Geometric Bottlenecks
Guoxin Lu ⋅ Letian Sha ⋅ Qing Wang ⋅ Peijie Sun ⋅ Hao Zhou ⋅ Hua Dai ⋅ Fu Xiao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Shaping for Inference-Time Alignment: A Stackelberg Game Perspective
Haichuan Wang ⋅ Tao Lin ⋅ Lingkai Kong ⋅ Ce Li ⋅ Hezi Jiang ⋅ Milind Tambe
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scheduling LLM Inference with Uncertainty-Aware Output Length Predictions
Haoyu Zheng ⋅ Yongqiang Zhang ⋅ Fangcheng Fu ⋅ Xiaokai Zhou ⋅ Hao Luo ⋅ Hongchao Zhu ⋅ Yuanyuan Zhu ⋅ Hao Wang ⋅ Xiao Yan ⋅ Jiawei Jiang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Fixed Biases: Decoding the Role of Reasoning Uncertainty in MLLM Modality Conflicts
Zhuoran Zhang ⋅ Tengyue Wang ⋅ Xilin Gong ⋅ Yang Shi ⋅ Haotian Wang ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Random Selection Reveals Implicit Knowledge Consensus in Code Generation
Ren-Biao Liu ⋅ Li Xin-Ye ⋅ Hui Sun ⋅ Yali Du ⋅ Jiang-Tian Xue ⋅ Ming Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeSpec: Fast and Safe LLM via Dynamic Reflective Sampling
HAOTIAN XU ⋅ Zeyang Zhang ⋅ Linbao Li ⋅ Huadi Zheng ⋅ YU LI ⋅ Cheng Zhuo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Concept Heterogeneity-aware Representation Steering
Laziz Abdullaev ⋅ Noelle Y. L. Wong ⋅ Ryan Lee ⋅ Shiqi Jiang ⋅ Minh-Khoi Nguyen-Nhat ⋅ Tan Nguyen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating LLM Uncertainty in Long-Form Generation Using Deterministic Ground Truth
Ido Amit ⋅ Ido Galil ⋅ Ran El-Yaniv
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
T-POP: Test-Time Personalization with Online Preference Feedback
Zikun Qu ⋅ Min Zhang ⋅ Mingze Kong ⋅ Xiang Li ⋅ Zhiwei Shang ⋅ Zhiyong Wang ⋅ Yikun Ban ⋅ Shuang Qiu ⋅ Yao Shu ⋅ Zhongxiang Dai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Knowledge-Prediction Gap in LLMs on Multiple-Choice Questions
Yoonah Park ⋅ Haesung Pyun ⋅ Yohan Jo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeepImageSearch: Benchmarking Multimodal Agents for Context-Aware Image Retrieval in Visual Histories
Chenlong Deng ⋅ Mengjie Deng ⋅ Junjie Wu ⋅ Dun Zeng ⋅ Teng Wang ⋅ Qingsong Xie ⋅ Jiadeng Huang ⋅ Shengjie Ma ⋅ Changwang Zhang ⋅ Zhaoxiang Wang ⋅ Jun Wang ⋅ Yutao Zhu ⋅ Zhicheng Dou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Power-Calibrated LLM Watermarking: A Statistical Framework
Xiaopu Wang ⋅ Zelin He ⋅ Chengyuan Liu ⋅ Runze Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
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 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
Zexuan Wang ⋅ Chenghao Yang ⋅ Yingqi Que ⋅ Zhoufutu Wen ⋅ Zaiyuan Wang ⋅ Jiashuo Liu ⋅ Zhixin Yao ⋅ Zhenzhu Yang ⋅ Huaqing Yuan ⋅ Yiwen Wang ⋅ Zhengxuan Jiang ⋅ Shengjie Fang ⋅ Zhenhe Wu ⋅ Zhaohui Wang ⋅ JinCheng Ren ⋅ Yuzhen Li ⋅ YangYang ⋅ Jiaheng Liu ⋅ Jian Yang ⋅ Ge Zhang ⋅ Wenhao Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs
Jaemin Kim ⋅ Hangeol Chang ⋅ Hyunmin Hwang ⋅ Choonghan Kim ⋅ Jong Chul YE
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Correctness: Distance-Based Social Dynamics of Multi-Agent Debate
Seungwoong Ha ⋅ Melanie Mitchell
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Star Elastic: Many-in-One Reasoning LLMs with Efficient Budget Control
Ali Taghibakhshi ⋅ Ruisi Cai ⋅ Saurav Muralidharan ⋅ Sharath Turuvekere Sreenivas ⋅ Ameya Mahabaleshwarkar ⋅ Marcin Chochowski ⋅ Akhiad Bercovich ⋅ Ran Zilberstein ⋅ Ran El-Yaniv ⋅ Yonatan Geifman ⋅ Daniel Korzekwa ⋅ Yoshi Suhara ⋅ Oluwatobi Olabiyi ⋅ Ashwath Aithal ⋅ Nima Tajbakhsh ⋅ Pavlo Molchanov
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Information-Theoretic Criterion for Efficient Data Synthesis
Zhengqi Sun ⋅ Hanyu Li ⋅ Xiaotie Deng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SetPO: Set-Level Policy Optimization for Diversity-Preserving LLM Reasoning
Chenyi Li ⋅ Yuan Zhang ⋅ Bo Wang ⋅ Guoqing Ma ⋅ Wei Tang ⋅ Haoyang Huang ⋅ Nan Duan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation
Chu Zhao ⋅ Enneng Yang ⋅ Jianzhe Zhao ⋅ Guibing Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VENOMREC: Cross-Modal Interactive Poisoning for Targeted Promotion in Multimodal LLM Recommender Systems
Guowei Guan ⋅ Yurong Hao ⋅ Jiaming Zhang ⋅ Tiantong Wu ⋅ Fuyao Zhang ⋅ Tianxiang Chen ⋅ Longtao Huang ⋅ Cyril Leung ⋅ Wei Lim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scheduling Thoughts: Learning the Order of Thought in Diffusion Language Models
Jiawei Xu ⋅ Minghui Liu ⋅ Aakriti Agrawal ⋅ Yifan Chen ⋅ Furong Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Judgment Operators: A Composition-Invariant Substrate for Multi-Agent Action Spaces
Jun Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DisPPO: Quantile-Based Distributional Reinforcement Learning for Large Language Models
Zhijian Zhou ⋅ Long Li ⋅ Xuan Zhang ⋅ Zongkai Liu ⋅ Yanting Miao ⋅ Yuchen Liu ⋅ Deshu Chen ⋅ Ke Li ⋅ Xing Sun ⋅ Ruoxi Jiang ⋅ Xiaoyu Tan ⋅ Chao Qu ⋅ Yuan Qi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Conversational Inertia in Multi-Turn Agents
Yang Wan ⋅ Zheng Cao ⋅ Zhenhao Zhang ⋅ Zhengwen Zeng ⋅ Shuheng Shen ⋅ Changhua Meng ⋅ Linchao Zhu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Group Relative Policy Optimization Collapse in Agent Search: The Lazy Likelihood-Displacement
wenlong deng ⋅ Yushu Li ⋅ Boying Gong ⋅ YI REN ⋅ Christos Thrampoulidis ⋅ Xiaoxiao Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TextResNet: Decoupling and Routing Optimization Signals in Compound AI Systems via Deep Residual Tuning
Suizhi Huang ⋅ Mei Li ⋅ Han Yu ⋅ Xiaoxiao Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multilingual Safety Alignment Via Sparse Weight Editing
Jiaming Liang ⋅ Zhaoxin Wang ⋅ Handing Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ratio-Variance Regularized Policy Optimization
Yu Luo ⋅ Shuo Han ⋅ Yihan Hu ⋅ Lei Lv ⋅ Huaping Liu ⋅ Fuchun Sun ⋅ Jianye Hao ⋅ Dong Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normalized Rewards for Preference Optimization
Shawn Im ⋅ Federico Danieli ⋅ Skyler Seto ⋅ Barry-John Theobald ⋅ Katherine Metcalf
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Long-Horizon Agent via Context Folding
Weiwei Sun ⋅ Lu Miao ⋅ Zhan Ling ⋅ Kang Liu ⋅ Xuesong Yao ⋅ Yiming Yang ⋅ Jiecao Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity
Menglin Xia ⋅ Xuchao Zhang ⋅ Shantanu Dixit ⋅ Paramaguru Harimurugan ⋅ Rujia Wang ⋅ Victor Ruehle ⋅ Robert A Sim ⋅ Chetan Bansal ⋅ Saravanakumar Rajmohan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models
Mickel Liu ⋅ Liwei Jiang ⋅ Yancheng Liang ⋅ Simon Du ⋅ Yejin Choi ⋅ Tim Althoff ⋅ Natasha Jaques
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
jialiang zhu ⋅ Gongrui Zhang ⋅ Xiaolong Ma ⋅ Lin Xu ⋅ Miaosen Zhang ⋅ Ruiqi Yang ⋅ Song Wang ⋅ Kai Qiu ⋅ Zhirong Wu ⋅ Qi Dai ⋅ Ruichun Ma ⋅ Bei Liu ⋅ Yifan Yang ⋅ Chong Luo ⋅ Zhengyuan Yang ⋅ Linjie Li ⋅ Lijuan Wang ⋅ Weizhu Chen ⋅ Xin Geng ⋅ Baining Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Vision-Language Models
Chengcheng Wang ⋅ Jianyuan Guo ⋅ Hongguang Li ⋅ Yuchuan Tian ⋅ Ying Nie ⋅ Chang Xu ⋅ Kai Han
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DOT-MoE: Differentiable Optimal Transport for MoEfication
Udbhav Bamba ⋅ Arnav Chavan ⋅ Aryamaan Thakur ⋅ Deepak Gupta ⋅ Steven Teig
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel
The Viet Bui ⋅ Wenjun Li ⋅ Yong Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Weak-to-Strong Generalization
Houcheng Jiang ⋅ Junfeng Fang ⋅ Jiaxin Wu ⋅ Tianyu Zhang ⋅ Chen Gao ⋅ Xiang Wang ⋅ Xiangnan He ⋅ Yang Deng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PADA-Coder: Improving Plan-Following Code Generation via Perturbation-Verified Attention Distillation and Dynamic Alignment
Yihong Huang ⋅ KE QIN ⋅ Rongzheng Wang ⋅ Muquan Li ⋅ Jiakai Li ⋅ Xiurui Xie ⋅ Shuang Liang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contextual Rollout Bandits for Reinforcement Learning with Verifiable Rewards
Xiaodong Lu ⋅ Xiaohan Wang ⋅ Jiajun Chai ⋅ Guojun Yin ⋅ Wei Lin ⋅ Zhijun Chen ⋅ Yu Luo ⋅ Fuzhen Zhuang ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Search or Accelerate: Confidence-Switched Position Beam Search for Diffusion Language Models
Mingyu Cao ⋅ Alvaro Correia ⋅ Christos Louizos ⋅ Shiwei Liu ⋅ Lu Yin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PS-PPO : Prefix-Sampling PPO for Critic-Free RLHF
Doo Hwan Hwang ⋅ Kee-Eung Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Dynamic Compute Allocation in Recurrent Transformers
Ibraheem Muhammad Moosa ⋅ Suhas Lohit ⋅ Ye Wang ⋅ Moitreya Chatterjee ⋅ Wenpeng Yin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RSPO: Regularized Self-Play Alignment of Large Language Models
Xiaohang Tang ⋅ Sangwoong Yoon ⋅ Seongho Son ⋅ Huizhuo Yuan ⋅ Quanquan Gu ⋅ Ilija Bogunovic
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments
Zhiyuan Zeng ⋅ Hamish Ivison ⋅ Yiping Wang ⋅ Lifan Yuan ⋅ Stella Li ⋅ Zhuorui Ye ⋅ Siting Li ⋅ Jacqueline He ⋅ Runlong Zhou ⋅ Tong Chen ⋅ Chenyang Zhao ⋅ Yulia Tsvetkov ⋅ Simon Du ⋅ Natasha Jaques ⋅ Hao Peng ⋅ Pang Wei Koh ⋅ Hannaneh Hajishirzi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Beyond Masked Diffusion Language Models
Subham Sekhar Sahoo ⋅ Jean-Marie Lemercier ⋅ Zhihan Yang ⋅ Justin Deschenaux ⋅ Jingyu Liu ⋅ John Thickstun ⋅ Ante Jukić
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
Arash Gholamidavoodi ⋅ Navid Rezazadeh ⋅ Seyed Davoudi ⋅ Pouya Pezeshkpour
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparser, Faster, Lighter Transformer Language Models
Edoardo Cetin ⋅ Stefano Peluchetti ⋅ Emilio Castillo ⋅ Akira Naruse ⋅ Mana Murakami ⋅ Llion Jones
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DECOR: Learning to Decompose and Collaborate in Deep Search via Multi-Agent Reinforcement Learning
Ruiqing Chen ⋅ Zekun Zhang ⋅ Gong-Duo Zhang ⋅ Lihong Gu ⋅ Lin Zhou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models
Jiyeon Kim ⋅ Sungik Choi ⋅ Yongrae Jo ⋅ Moontae Lee ⋅ Minjoon Seo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tackling Length Inflation Without Trade-offs: Group Relative Reward Rescaling for Reinforcement Learning
Zichao Li ⋅ Jie Lou ⋅ Fangchen Dong ⋅ Zhiyuan Fan ⋅ Mengjie Ren ⋅ Hongyu Lin ⋅ Xianpei Han ⋅ Debing Zhang ⋅ Le Sun ⋅ Yaojie Lu ⋅ XingYu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ALSO: Adversarial Online Strategy Optimization for Social Agents
Xiang Li ⋅ Liping Yi ⋅ Mingze Kong ⋅ Min Zhang ⋅ Zhongxiang Dai ⋅ Qinghua Hu
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Agent World Model: Infinity Synthetic Environments for Agentic Reinforcement Learning
Zhaoyang Wang ⋅ Boyi Liu ⋅ Yite Wang ⋅ Siwei Han ⋅ Zhewei Yao ⋅ Yuxiong He ⋅ Huaxiu Yao ⋅ Canwen Xu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PHALAR: Phasors for Learned Musical Audio Representations
Davide Marincione ⋅ Michele Mancusi ⋅ Giorgio Strano ⋅ Luca Cerovaz ⋅ Donato Crisostomi ⋅ Roberto Ribuoli ⋅ Emanuele Rodolà
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CrossQ: Task-Aligned Cross-Token Conditional Quantization for Late Interaction Retrieval
Rohit Kumar Salla ⋅ Manoj Saravanan ⋅ Ramya Amancherla
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Multi-modal Dataset Distillation via Analytic Parameter Matching
Deyu Bo ⋅ Xinchao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DDP-WM: Disentangled Dynamics Prediction for Efficient World Models
Shicheng Yin ⋅ Kaixuan Yin ⋅ Weixing Chen ⋅ Yang Liu ⋅ Guanbin Li ⋅ Liang Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IVQ: Structured and Lightweight Vector Quantization via Binary Hierarchical Composition Inspired by $\textit{IChing}$
Heda Zuo ⋅ Junxian Wu ⋅ Fengjie Lu ⋅ Pei Chen ⋅ Lingyun Sun ⋅ Weitao You
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiLoReFT: Decoupling Shared and Modality-Specific Subspaces in Multimodal Learning via Low-Rank Representation Fine-Tuning
Sana Tonekaboni ⋅ Viktoria Schuster ⋅ Caroline Uhler
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vision Transformer Finetuning Benefits from Non-Smooth Components
Ambroise Odonnat ⋅ Chapel Laetitia ⋅ Romain Tavenard ⋅ Ievgen Redko
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SLQ: Bridging Modalities via Shared Latent Queries for Retrieval with Frozen MLLMs
Haoran Lou ⋅ Ziyan Liu ⋅ Chunxiao Fan ⋅ Yuexin Wu ⋅ Yue Ming ⋅ Hao Wu ⋅ Kai Zuo ⋅ Yibo Chen ⋅ Xu Tang
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging Local–Global Dissonance: Learning from Compressive Measurements for Hyperspectral Reconstruction
Xian-Hua Han
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MetaBio: Learning from metadata for bioacoustics foundation models
Mustafa Chasmai ⋅ Vincent Dumoulin ⋅ Jenny Hamer
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEPS: Semantic-Enhanced Patch Slimming Framework for Fine-Grained Cross-Modal Alignment
Xinyu Mao ⋅ Junsi Li ⋅ Haoji Zhang ⋅ Yu Liang ⋅ Ming Sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bridging the Grounding Gap in VideoQA via Typed Memory for Language-based Belief-State Reasoning
Saman Forouzandeh ⋅ Wei Peng ⋅ Xinghuo Yu ⋅ Mahdi Jalili
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse Autoencoders for Interpretable Emotion Control in Text-to-Speech
Hongfei Du ⋅ Jiacheng Shi ⋅ Sidi Lu ⋅ Gang Zhou ⋅ Ashley Gao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RQ-MoE: Residual Quantization via Mixture of Experts for Efficient Input-Dependent Vector Compression
Zhengjia Zhong ⋅ Shuyan Ke ⋅ zaizhou lin ⋅ Jiaqi Song ⋅ Hongyi Lan ⋅ Hui Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ArcVQ-VAE: A Spherical Vector Quantization Framework with ArcCosine Additive Margin
Jaeyung Kim ⋅ YoungJoon Yoo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyperbolic RQ-VAE enhanced Generative Recommendation with Differential-Length Codebook Strategy
Aoran Zhang ⋅ Yu-Bin Yang ⋅ Yonghong Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations
Dominik J. Mühlematter ⋅ Lin Che ⋅ Ye Hong ⋅ Martin Raubal ⋅ Nina Wiedemann
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dispersion Loss Counteracts Embedding Condensation and Improves Generalization in Small Language Models
Chen Liu ⋅ Xingzhi Sun ⋅ Xi Xiao ⋅ Alexandre Van Tassel ⋅ Ke Xu ⋅ Kristof Reimann ⋅ Danqi Liao ⋅ Mark Gerstein ⋅ Tianyang Wang ⋅ Xiao Wang ⋅ Smita Krishnaswamy
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Code Analysis via Graph-Guided Large Language Models
Hang Gao ⋅ Tao Peng ⋅ Baoquan Cui ⋅ Hong Huang ⋅ Fengge Wu ⋅ Zhao Junsuo ⋅ Jian Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometrically Constrained Outlier Synthesis
Daniil Karzanov ⋅ Marcin Detyniecki
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Time-series forecasting through the lens of dynamics
Alexis-Raja Brachet ⋅ Pierre-Yves Richard ⋅ Céline Hudelot
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DITING: A Weak Degradation Listener for Battery Lifetime Early Prediction
Hao Miao ⋅ Ni Zhang ⋅ Zefei Ning ⋅ Li Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Modeling of Irregular Time Series via SDE-Induced Continuous-Discrete Variational Inference
Zexin Yuan ⋅ Qinliang Su ⋅ Junxi Xiao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Fractal Mamba: A Neural Renormalization Group Flow for Scale-Invariant Sequence Modeling
Shenglei Fang ⋅ Xianfang Sun ⋅ You Zhou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Neural Controlled Differential Equations via Attentive Kernel Smoothing
Egor Serov ⋅ Ilya Kuleshov ⋅ Alexey Zaytsev
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Parametric Prior Mapping Framework for Non-stationary Probabilistic Time Series Forecasting
Jinglin Li ⋅ Jun Tan ⋅ QI Fang ⋅ Ning Gui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Parallel Stochastic Gradient-Based Planning for World Models
Michael Psenka ⋅ Michael Rabbat ⋅ Aditi Krishnapriyan ⋅ Yann LeCun ⋅ Amir Bar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables
Hanyin Cheng ⋅ Jingrong Zhou ⋅ Yang Shu ⋅ Chenjuan Guo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
Chris Cameron ⋅ Wangzheng Wang ⋅ Nikita Ivanov ⋅ Ashmita Bhattacharyya ⋅ Didier Chételat ⋅ Yingxue Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReAugment: Targeted Few-Shot Time Series Augmentation via Model Zoo-Guided Reinforcement Learning
Haochen Yuan ⋅ Yutong Wang ⋅ Yihong Chen ⋅ Yunbo Wang ⋅ Xiaokang Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Structured State-Space Duality
Jerry Yao-Chieh Hu ⋅ Xiwen Zhang ⋅ Ali ElSheikh ⋅ Weimin Wu ⋅ Han Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications
Julien Brandoit ⋅ Arthur Fyon ⋅ Damien Ernst ⋅ Guillaume Drion
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting
Heng Zhou ⋅ Xin Sun ⋅ Chao LI
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WaveSSM: Multiscale State-Space Models for Non-stationary Signal Attention
Ruben Solozabal ⋅ Velibor Bojkovic ⋅ Hilal AlQuabeh ⋅ Klea Ziu ⋅ Kentaro Inui ⋅ Martin Takac
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Coupled Continuous-Time Latent Dynamics from Irregular Events
Jiankai Zuo ⋅ Yang Zhang ⋅ Yu Zhang ⋅ Jiarui Liang ⋅ YAYING ZHANG
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reviving Error Correction in Modern Deep Time-Series Forecasting
Minh Nguyen ⋅ Van Dai Do ⋅ Huu Nguyen ⋅ Dung Nguyen ⋅ Kien Do ⋅ Hung Le
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting
Siru Zhong ⋅ Yiqiu Liu ⋅ Zhiqing Cui ⋅ Zezhi Shao ⋅ Fei Wang ⋅ Qingsong Wen ⋅ Yuxuan Liang
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
Han Zhang ⋅ Nenggan Zheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting
Haiqi Jiang ⋅ Hui Xiong
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Delving into Non-Exchangeability for Conformal Prediction in Graph-Structured Multivariate Time Series
Ruichao Guo ⋅ Xingyao Han ⋅ Wenshui Luo ⋅ Zhe Liu ⋅ Chen Gong ⋅ Hesheng Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIMOMamba: From Scalar Duality to Matrix-Valued Attention
Yanbo Li ⋅ Richard Cornelius Suwandi ⋅ Feng Yin ⋅ Yiyong SUN ⋅ Wei Huang ⋅ Wenqiang Pu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Manifold and Itô Dynamics with Branched Neural Rough Differential Equations
Luke Thompson ⋅ Dai Shi ⋅ Lequan Lin ⋅ Junbin Gao ⋅ Andi Han
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Modular Physics for Elastic Simulation
Yifei Li ⋅ Haixu Wu ⋅ Zeyi Xu ⋅ Tuur Stuyck ⋅ Wojciech Matusik
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ParalESN: Enabling parallel information processing in Reservoir Computing
Matteo Pinna ⋅ Giacomo Lagomarsini ⋅ Andrea Ceni ⋅ Claudio Gallicchio
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Learning of Deep State Space Models via Importance Smoothing
John-Joseph Brady ⋅ Nikolas Nüsken ⋅ Yunpeng Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MN-Diff: Diffusion Parameterized MoE-NCDE for Continuous Time Series Generation with Irregular Observations
Xu Zhang ⋅ Junwei Deng ⋅ Chang Xu ⋅ Hao Li ⋅ Jiang Bian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GHOST: Unmasking Phantom States in Mamba2 via Grouped Hidden-state Output-aware Selection & Truncation
Michael Menezes ⋅ Anastasios Kyrillidis
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tri-Scale Neural ODEs for Continuous Multi-Omics Disease Modeling
Shohaib Shaffiey ⋅ Massimiliano Pierobon
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals
Tomoyoshi Kimura ⋅ Denizhan Kara ⋅ Jinyang Li ⋅ Hongjue Zhao ⋅ Yigong Hu ⋅ Yizhuo Chen ⋅ Xiaomin OUYANG ⋅ Shengzhong Liu ⋅ Tarek Abdelzaher
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement
Xiangfei Qiu ⋅ Xvyuan Liu ⋅ Tianen Shen ⋅ Xingjian Wu ⋅ Hanyin Cheng ⋅ Bin Yang ⋅ Jilin Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Convergence in MoE Training: The Role of Routing Sparsity
Weihao Zhu ⋅ Long Shi ⋅ Kang Wei ⋅ Zhe Wang ⋅ Yipeng Zhou ⋅ Haixia Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Functional Equivalence in Attention: A Comprehensive Study with Applications to Linear Mode Connectivity
Viet Hoang Tran ⋅ VINH KHANH BUI ⋅ Van-Hoan Trinh ⋅ Ngoc Tan Lai ⋅ Tan Nguyen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$\mathcal{O}(\log N)$ Latent Dimension Suffices for Universal Approximation of Permutation-invariant Function
Min ZHOU ⋅ Enming Liang ⋅ Minghua Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Learning of Compositional Targets with Hierarchical Spectral Methods
Hugo Tabanelli ⋅ Yatin Dandi ⋅ Luca Pesce ⋅ FLORENT KRZAKALA
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposing Out-of-Distribution Error in Conditional Flow Matching via Wasserstein Geometry
Long HC Pham
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dichotomy of Feature Learning and Unlearning: Fast-Slow Analysis on Neural Networks with Stochastic Gradient Descent
Shota Imai ⋅ Sota Nishiyama ⋅ Masaaki Imaizumi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regularized Discriminative Alignment for Deep Representations under Label Shift
Hengchao Shi ⋅ Boen Jiang ⋅ Guanhua Fang ⋅ Wen Yu ⋅ Ming Zheng
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How Does the Pretraining Distribution Shape In-Context Learning? A Fundamental Trade-Off
Waïss Azizian ⋅ Ali Hasan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Low-dimensional topology of deep neural networks
Junyu Ren ⋅ Lek-Heng Lim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Possibilistic Predictive Uncertainty for Deep Learning
Yao Ni ⋅ Jeremie Houssineau ⋅ Yew Soon ONG ⋅ Piotr Koniusz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics Reveals Structure: Challenging the Linear Propagation Assumption
Hoyeon Chang ⋅ Bálint Mucsányi ⋅ Seong Joon Oh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Flow Dynamics and Implicit Bias of Diagonal Linear Networks under Infinitesimal Initialization
Jiajie Zhao ⋅ Jianxing Wang ⋅ Junjie Yang ⋅ Zhiwei Bai ⋅ Yaoyu Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When less gives more: bias from small dataset can speed up training
Jingwen Liu ⋅ Ezra Edelman ⋅ Surbhi Goel ⋅ Bingbin Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Deep Jacobian Spectra Separate: Depth-Induced Scaling and Singular-Vector Alignment
Nathanaël Haas ⋅ François Gatine ⋅ Augustin Cosse ⋅ Zied Bouraoui
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Pruning at Initialisation through the lens of Graphon Limit: Convergence, Expressivity, and Generalisation
Hoang Pham ⋅ The-Anh Ta ⋅ Long Tran-Thanh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Approximate Uniform Facility Location via Graph Neural Networks
Chendi Qian ⋅ Christopher Morris ⋅ Stefanie Jegelka ⋅ Christian Sohler
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Theoretical Limitations of Embedding-based Link Prediction
Samy Badreddine ⋅ Emile van Krieken ⋅ Luciano Serafini
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Operationalizing the Superficial Alignment Hypothesis via Task Complexity
Tomás Vergara Browne ⋅ Darshan Patil ⋅ Ivan Titov ⋅ Siva Reddy ⋅ Tiago Pimentel ⋅ Marius Mosbach
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximate Equivariance via Projection-Based Regularisation
Torben Berndt ⋅ Jan Stuehmer
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Spectral Reach: Understanding Neural Scaling through Kernel Alignment Dynamics
Konstantin Nikolaou ⋅ Jonas Scheunemann ⋅ Sven Krippendorf ⋅ Samuel Tovey ⋅ Christian Holm
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Weak-to-Strong Generalization via Bregman Bias–Variance Decomposition
Gengze Xu ⋅ Wei Yao ⋅ Ziqiao Wang ⋅ Yong Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Self-Consistency for Efficient Reasoning with Large Language Models
Austin Feng ⋅ Marius Alonso ⋅ Ambroise Odonnat ⋅ Vasilii Feofanov ⋅ Ievgen Redko
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Branch Scaling Manifests as Implicit Architectural Regularization for Improving Generalization in Overparameterized ResNets
Zixiong Yu ⋅ Guhan Chen ⋅ Jianfa Lai ⋅ Bohan Li ⋅ Songtao Tian
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Size Transferability of Graph Convolutional Networks across Sparsity: A Generalized Graphon Perspective
Qinji Shu ⋅ Hang Sheng ⋅ Feng Ji ⋅ Hui Feng ⋅ Bo Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Narrowing the ANN–SNN Gap for 1D Signal Classification with Multi-Scale Temporal Encoding and Sparsity-Regularized Transform Encoding
Qi Sun ⋅ Yulei Huang ⋅ Zhen Cao ⋅ Biao Hou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sampled hard labels from sparse targets mislead rotation invariant algorithms
Avrajit Ghosh ⋅ Bin Yu ⋅ Manfred Warmuth ⋅ Peter Bartlett
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploiting weight-space symmetries for approximating curvature
Artem Artemev ⋅ Rui Xia ⋅ Benjamin M. Boyd ⋅ Youjing Yu ⋅ Felix Dangel ⋅ Guillaume Hennequin ⋅ Alberto Bernacchia
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Implicit Bias of Depth: From Neural Collapse to Softmax Codes
Connall Garrod ⋅ Jonathan Keating ⋅ Christos Thrampoulidis
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Magnitude Distance: A Geometric Measure of Dataset Similarity
Sahel Torkamani ⋅ Henry Gouk ⋅ Rik Sarkar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination
Peng Wang ⋅ Xiao Li ⋅ Can Yaras ⋅ Zhihui Zhu ⋅ Laura Balzano ⋅ Wei Hu ⋅ Qing Qu
[ JMLR
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clustering in Deep Stochastic Transformers
Lev Fedorov ⋅ Michael Sander ⋅ Romuald Elie ⋅ Pierre Marion ⋅ Mathieu Lauriere
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Algebraic View of the Expressivity of Recurrent Language Models
Franz Nowak ⋅ Reda Boumasmoud ⋅ Ryan Cotterell
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers Provably Learn Algorithmic Solutions for Graph Connectivity, But Only with the Right Data
Qilin Ye ⋅ Deqing Fu ⋅ Robin Jia ⋅ Vatsal Sharan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Explaining Data Mixing Scaling Laws
Rui Dai ⋅ SHURAN ZHENG
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Over-Alignment vs Over-Fitting: The Role of Feature Learning Strength in Generalization
Taesun Yeom ⋅ Taehyeok Ha ⋅ Jaeho Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Partitioning for Intrinsic Model Inversion Resistance in Collaborative Inference
Rongke Liu ⋅ Youwen Zhu ⋅ Lei Zhou ⋅ Zhang Xianglong ⋅ Dong Wang
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TRACE: Trajectory Recovery for Continuous Mechanism Evolution in Causal Representation Learning
Shicheng Fan ⋅ Kun Zhang ⋅ Lu Cheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Skewness-Robust Causal Discovery in Location-Scale Noise Models
Daniel Klippert ⋅ Alexander Marx
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Discovery for Irregularly Time Series with Consistency Guarantees
Weihong Li ⋅ Baohong Li ⋅ Anpeng Wu ⋅ Zhihan Li ⋅ Ming Ma ⋅ Kun Kuang ⋅ Keting Yin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Completeness in Causal Discovery from Soft Interventions with Known Targets
Zihan Zhou ⋅ Murat Kocaoglu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Partial Identification under High-Dimensional Potential Outcomes and Confounders via Optimal Transport
Yunfeng Wang ⋅ Zhiheng Zhang ⋅ Zijun Gao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Identification from Counterfactual Data: Completeness and Bounding Results
Arvind Raghavan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Effect Identifiability in the Presence of Latent Confounders Without Auxiliary Variables
Xiu-Chuan Li ⋅ James Kwok ⋅ Jiaxian Guo ⋅ Tongliang Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Global Directional Priors with Local Statistical Validation for Scalable Causal Discovery
Wei Yuan ⋅ Zixuan Shao ⋅ Shuhui Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation
Gyeongdeok Seo ⋅ Jaeyoon Shim ⋅ Mingyu Kim ⋅ Hoyoon Byun ⋅ Yonghan Jung ⋅ Kyungwoo Song
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Local Covariate Selection for Average Causal Effect Estimation without Pretreatment and Causal Sufficiency Assumptions
Zeyu Liu ⋅ Zheng Li ⋅ Feng Xie ⋅ Yan Zeng ⋅ Hao Zhang ⋅ Kun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards a Holistic Understanding of Selection Bias for Causal Effect Identification
Yiwen (Evie) Qiu ⋅ Filip Kovačević ⋅ Shimeng Huang ⋅ Peter Spirtes ⋅ Francesco Locatello
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Test-Time Learning of Causal Structure from Interventional Data
Wei Chen ⋅ Rui Ding ⋅ Huang Bojun ⋅ Yuxuan Liang ⋅ Yang Zhang ⋅ Qiang Fu ⋅ Shi Han ⋅ Dongmei Zhang
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Modeling of Selection in Evolution
Haoyue Dai ⋅ Zeyu Tang ⋅ Peter Spirtes ⋅ Kun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Frequentist Consistency of Prior-Data Fitted Networks for Causal Estimation
Valentyn Melnychuk ⋅ Vahid Balazadeh ⋅ Stefan Feuerriegel ⋅ Rahul G. Krishnan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Causal Abduction: A Foundation Framework for Explainable Model Predictive Control
Ramesh Arvind Naagarajan ⋅ Zühal Wagner ⋅ Stefan Streif
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning General Causal Structures with Hidden Dynamic Process for Climate Analysis
Minghao Fu ⋅ Biwei Huang ⋅ Zijian Li ⋅ Yujia Zheng ⋅ Ignavier Ng ⋅ Guangyi Chen ⋅ Yingyao Hu ⋅ Kun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CauScale: Neural Causal Discovery at Scale
Bo Peng ⋅ Sirui Chen ⋅ Jiaguo Tian ⋅ Yu Qiao ⋅ Chaochao Lu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Linear Causal Representation Learning by Topological Ordering, Pruning, and Disentanglement
Hao Chen ⋅ Lin Liu ⋅ Yu Guang Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Representation Learning with Optimal Compression and Complex Treatments
Wanting Liang ⋅ Haoang Chi ⋅ Zhiheng Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACER: Acyclic Causal Discovery from Large-scale Interventional Data
Ramon Viñas Torné ⋅ Sílvia Fàbregas Salazar ⋅ Soyon Park ⋅ Ivo Alexander Ban ⋅ Artyom Gadetsky ⋅ Nikita Doikov ⋅ Maria Brbic
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifying Partially Observed Causal Models from Heterogeneous/Nonstationary Data
Xinshuai Dong ⋅ Haoyue Dai ⋅ Ignavier Ng ⋅ Peter Spirtes ⋅ Kun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Rank by Directly Optimizing Full-Order Probabilities
Yongxiang Tang ⋅ Chao Wang ⋅ Jincheng Lu ⋅ Yanhua Cheng ⋅ Xialong Liu ⋅ Peng Jiang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedReLa: Imbalanced Federated Learning via Re-Labeling
Guangzheng Hu ⋅ Patricia Menendez Galvan ⋅ Feng Liu ⋅ Mingming Gong ⋅ Guanghui Wang ⋅ Liuhua Peng
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PINE: Pruning Boosted Tree Ensembles with Conformal In-Distribution Prediction Equivalence
Haruki Yajima ⋅ Yusuke Matsui
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Uncovering the Gradient Geometry of Long CoT: A Spectral-guided Approach to Reasoning Distillation
Sinan Fan ⋅ Xiaofeng Sun ⋅ Chen Shen ⋅ Chenxi Huang ⋅ Shaotian Yan ⋅ Bing Wang ⋅ kaiyuan liu ⋅ Xiaosong Yuan ⋅ Liang Xie ⋅ Wenxiao Wang ⋅ Jun Zhang ⋅ Hongyang Chen ⋅ Jieping Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Likelihood over Estimation: Robust Quadratic Discriminant Analysis for Heavy-Tailed Distributions with Theory and Evidence
Niranjana Ambadi ⋅ eugene pinsky
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Data and Feature Selection by Generalized CUR Decomposition
Yingpeng Tang ⋅ Zhuang Qi ⋅ Xiaoli Tang ⋅ Wei Zhuo ⋅ Sheng-Jun Huang ⋅ Han Yu
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trustworthy Federated Label Distribution Learning under Annotation Quality Disparity
Junxiang Wu ⋅ Zhiqiang Kou ⋅ Hongwei Zeng ⋅ Wenke Huang ⋅ Biao Liu ⋅ Hanlin Gu ⋅ Yuheng Jia ⋅ Di Jiang ⋅ Yang Liu ⋅ Xin Geng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing Analytic Class-Incremental Learning through Vision-Language Calibration
Binyu Zhao ⋅ Wei ZHANG ⋅ Xingrui Yu ⋅ Zhaonian Zou ⋅ Ivor Tsang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trust Functions: Near Lossless Weak-to-Strong Generalization by Learning to Trust the Weak Teacher
Arda Uzunoglu ⋅ Alvin Zhang ⋅ Daniel Khashabi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Accuracy and Complexity: The Effective Information Criterion for Structurally Stable Symbolic Regression
Zihan Yu ⋅ Guanren Wang ⋅ Jingtao Ding ⋅ Huandong Wang ⋅ Yong Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FairMerging: Rethinking Model Merging through the Lens of Fairness
Bing Liu ⋅ Xinrui Shan ⋅ Boyu Zhang ⋅ Qiankun Zhang ⋅ Bin Yuan ⋅ Wang ⋅ Xianjun Deng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Magnitude: Scale-Invariant Evidential Fusion for Multi-View Classification
Wei Liu ⋅ Yufei Chen ⋅ Jie Shi ⋅ Xiaodong Yue
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Power of Statistics in Class-Incremental Learning with Pretrained Models
Zhiwen Cao ⋅ Yanfeng Li ⋅ Shudong Huang ⋅ Yalan Ye ⋅ Shuyin Xia ⋅ Yi Wang ⋅ Jiancheng Lv
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LassoFlexNet: a Flexible Neural Architecture for Tabular Data
Kry Yik Chau Lui ⋅ Cheng Chi ⋅ Kishore Basu ⋅ Yanshuai Cao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When More Experts Hurt: Underfitting in Multi-Expert Learning to Defer
Shuqi Liu ⋅ Yuzhou Cao ⋅ Lei Feng ⋅ Bo An ⋅ Luke Ong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Merge to Remember: Sharpness-Aware Isotropic Merging for Continual Learning
Qun Yang ⋅ Enneng Yang ⋅ Li Shen ⋅ Wei Chen ⋅ Long Lan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Orthogonal Model Merging
Sihan Yang ⋅ Kexuan Shi ⋅ Weiyang Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation.
Jiangtao Kong ⋅ Peijun Zhao ⋅ Chun-Fu (Richard) Chen ⋅ Youngwook Do ⋅ Shaohan Hu ⋅ Tianyi Zhou ⋅ Huajie Shao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OPIC: Enhancing Language Model Merging via Optimizing In-Context Capability
Jie He ⋅ Chao Chen ⋅ Weidong Bao ⋅ Zhengyi Zhong ⋅ Shuai Zhang ⋅ Ji Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Component-Wise Composite Likelihood Distillation for Censored Time-to-Event Data
Feiyang Deng ⋅ Lingfeng Luo ⋅ Jiayu Zhou ⋅ Kevin He
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Geometry of Updates: Fisher Alignment at Vocabulary Scale
John Sweeney
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CE$^4$L: Continual Ego, Exo, and Ego-Exo Learning
Hongwei Yan ⋅ Kanglei Zhou ⋅ Yuchen Liu ⋅ Qingyu Shi ⋅ Yi Zhong ⋅ Liyuan Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Saliency-Aware Model Merging
Jungin Park ⋅ Jiyoung Lee ⋅ Kwanghoon Sohn
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
Aecheon Jung ⋅ Seunghwan Lee ⋅ Dongyoon Han ⋅ Sungeun Hong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AlignedNorm: Prompting Vision–Language Models via Coupled Prompt Field
Qi Ma ⋅ Chen-Yang Wang ⋅ Dehong Gao ⋅ Deng-Ping Fan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging
Yayuan Li ⋅ Ze Peng ⋅ Jian Zhang ⋅ Jintao Guo ⋅ Yue Duan ⋅ Yinghuan Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sketch-Based Low-Rank Model Merging with Shared Circulant Transforms
Zhiming Zhang ⋅ Rong Yin ⋅ Xiaoshuai Hao ⋅ Hansong Zhang ⋅ Hao Peng ⋅ Yong Liu ⋅ Can Ma ⋅ Dan Meng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transporting Task Vectors across Different Architectures without Training
Filippo Rinaldi ⋅ Aniello Panariello ⋅ Giacomo Salici ⋅ Angelo Porrello ⋅ Simone Calderara
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Task Bayesian In-Context Learning
Qingyang Zhu ⋅ Eric Oermann ⋅ Kyunghyun Cho
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tune Once, Reuse Across Models: Bayesian Task-Update Factors and Approximations
Siyang Guo ⋅ Junbo Wang ⋅ Zibin Zheng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distilling Task-Level Coordination Policies for Generalizable Multi-Agent Cooperation
Zimo Zhai ⋅ Manjie Xu ⋅ Wei Liang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Localize-and-Stitch: Efficient Model Merging via Sparse Task Arithmetic
Yifei He ⋅ Yuzheng Hu ⋅ Yong LIN ⋅ Tong Zhang ⋅ Han Zhao
[ URL [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting the Role of Pretrained Weights in Model Merging: On Near-Optimality within the Core Subspace
Wenju Sun ⋅ Qingyong Li ⋅ Tiancheng Li ⋅ Yangliao Geng ⋅ Albert Boyang Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FRISM: Fine-Grained Reasoning Injection via Subspace-Level Model Merging for Vision–Language Models
Chenyu Huang ⋅ Peng Ye ⋅ Xudong Tan ⋅ Jinhan Mu ⋅ Shenghe Zheng ⋅ Li Shen ⋅ Tao Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Progressive Graph Structure Adjustment for Homophily Shift Adaptation
Hongwei Wen ⋅ Can Zhang ⋅ Haoyu He ⋅ Hanyuan Hang ⋅ Minglong Lei
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Symbiosis-Inspired Knowledge Distillation for Incremental Object Detection
Mingyue Zeng ⋅ De Cheng ⋅ Zhipeng Xu ⋅ Huaijie Wang ⋅ Nannan Wang ⋅ Xinbo Gao
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking the Potential of Continual Model Merging: An ODE Perspective
Lihong Lin ⋅ Haidong Kang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TRACER: Persistent Regularization for Robust Multimodal Finetuning
Hesam Asadollahzadeh ⋅ Feng Liu ⋅ Christopher Leckie ⋅ Sarah Erfani
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Design Linear Constrained Neural Layers with Implicit Convex Optimization
Junchi Yan ⋅ Liangliang Shi ⋅ Jiaxi Liu ⋅ Fangyuan Zhou ⋅ Wenzheng Pan ⋅ Zhongteng Gui ⋅ Yihui Tu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Complexity of Decentralized Optimization with Mixed Affine Constraints
Demyan Yarmoshik ⋅ Nhat Trung Nguyen ⋅ Alexander Rogozin ⋅ Alexander Gasnikov
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mirror Descent Under Generalized Smoothness
Dingzhi Yu ⋅ Wei Jiang ⋅ Hongyi Tao ⋅ Yuanyu Wan ⋅ Lijun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyperparameter Transfer Laws for Non-Recurrent Multi-Path Neural Networks
Haosong Zhang ⋅ Shenxi Wu ⋅ Xingjian Ma ⋅ Shirui Bian ⋅ Yichi Zhang ⋅ Xi Chen ⋅ Wei Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inconsistency-Aware Minimization: Improving Generalization with Unlabeled Data
Hee-Sung Kim ⋅ Hyeonseong Kim ⋅ Sungyoon Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Muon to Gluon: Bridging Theory and Practice of LMO-based Optimizers for LLMs
Artem Riabinin ⋅ Egor Shulgin ⋅ Kaja Gruntkowska ⋅ Peter Richtarik
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Lower Bounds for Frank-Wolfe on Strongly Convex Sets
Jannis Halbey ⋅ Daniel Deza ⋅ Max Zimmer ⋅ Christophe Roux ⋅ Bartolomeo Stellato ⋅ Sebastian Pokutta
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adapting to Evolving Graphs: A Scalable Framework for Dynamic Coarsening
Abhishek Gupta ⋅ Manoj Kumar ⋅ Sarthak Singh ⋅ Ujjwal Yadav ⋅ Yifan Sun ⋅ Sandeep Kumar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Neural Network Learning Rates: A Stackelberg Perspective
Sihan Zeng ⋅ Sujay Bhatt ⋅ Sumitra Ganesh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decision-focused Sparse Tangent Portfolio Optimization
Haeun Jeon ⋅ Seunghoon Choi ⋅ Hyunglip Bae ⋅ Yongjae Lee ⋅ Woo Chang Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SOLAR for Offline MARL: Plateau-Triggered Potential Shaping under World-Model Uncertainty
Jusheng Zhang ⋅ Yijia Fan ⋅ Ruiqi Chen ⋅ Jing Yang ⋅ Ziliang Chen ⋅ Yongsen Zheng ⋅ Yanxi Chen ⋅ Jian Wang ⋅ Kwok Yan Lam ⋅ Liang Lin ⋅ Keze Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trainable Nonexpansive Denoisers for Contractive Image Reconstruction
Arghya Sinha ⋅ Aditya Banerjee ⋅ Trishit Mukherjee ⋅ Kunal Narayan Chaudhury
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond the Bellman Recursion: A Pontryagin-Guided Framework for Non-Exponential Discounting
Hojin Ko ⋅ Jeonggyu Huh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decision-Focused Learning via Tangent-Space Projection of Prediction Error
Junhyeong Lee ⋅ Sangjin Jin ⋅ Yongjae Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Threshold-Guided Optimization for Visual Generative Models
Jinbin Bai ⋅ Yu Lei ⋅ Qingyu Shi ⋅ Aosong Feng ⋅ Yi Xin ⋅ Zhuoran Zhao ⋅ Fei Shen ⋅ Kaidong Yu ⋅ Xiangtai Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOAM: Frequency and Operator-Error Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo
Kyunghun Nam ⋅ Sumyeong Ahn
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Do We Need Warm-up? A Theoretical Perspective
Foivos Alimisis ⋅ Rustem Islamov ⋅ Aurelien Lucchi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Constructing Industrial-Scale Optimization Modeling Benchmark
Zhong Li ⋅ Hongliang Lu ⋅ Tao Wei ⋅ Wenyu Liu ⋅ Yuxuan Chen ⋅ Yuan LAN ⋅ Fan Zhang ⋅ Zaiwen Wen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Non-Parametric Optimization for Scalable Learning in Stochastic Decision Problems
Mohsen Amidzade ⋅ Lauri Viitasaari ⋅ Mario Di Francesco
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Draft-and-Audit Reinforcement Learning for Optimization Modeling
Zeping Min ⋅ Weihang Xu ⋅ Zhengzhong You ⋅ Wotao Yin ⋅ Xinshang Wang
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Momentum and Nonlinear Damping for Neural Network Training
Aikaterini Karoni ⋅ Rajit Rajpal ⋅ Benedict Leimkuhler ⋅ Gabriel Stoltz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
Yankai Chen ⋅ Hanrong Zhang ⋅ Bowei He ⋅ Philip Yu ⋅ Xue Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining
Philip Zmushko ⋅ Egor Petrov ⋅ Nursultan Abdullaev ⋅ Khrushchev Mikhail ⋅ Samuel Horváth
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Row-stochastic matrices can provably outperform doubly stochastic matrices in decentralized learning
Bing Liu ⋅ Boao Kong ⋅ Limin Lu ⋅ Kun Yuan ⋅ Chengcheng Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedCDWA: Decoupled Federated Prototype Distillation with Hierarchical Wasserstein Aggregation
Zhenshen Liu ⋅ Kai Fan ⋅ Wenjie Li ⋅ Kuan Zhang ⋅ HUI LI ⋅ Yintang Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACE: Proactive Agent-Level Admission Control for Efficient Agentic Batch Inference
Qiaoling Chen ⋅ Zhisheng Ye ⋅ Tian Tang ⋅ Peng Sun ⋅ Boyu Tian ⋅ Guoteng Wang ⋅ Shenggui Li ⋅ Zhenhua Han ⋅ Yonggang Wen ⋅ Tianwei Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Tight Theory of Error Feedback Algorithms in Distributed Optimization
Daniel Thomsen ⋅ Adrien Taylor ⋅ Aymeric Dieuleveut
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScaleSim: Serving Large-Scale Multi-Agent Simulation with Invocation Distance-Based Memory Management
Zaifeng Pan ⋅ Yipeng Shen ⋅ Zhengding Hu ⋅ Zhuang Wang ⋅ Aninda Manocha ⋅ Zheng Wang ⋅ zhongkai yu ⋅ Yue Guan ⋅ Yufei Ding
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers
Samuel Erickson ⋅ Mikael Johansson
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models
Van-Tuan Tran ⋅ Hong-Hanh Nguyen-Le ⋅ Merim Dzaferagic ⋅ Marco Ruffini
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration
Chengjie Ma ⋅ Seungeun Oh ⋅ Jihong Park ⋅ Seong-Lyun Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Factored Gossip DiLoCo: Reducing Blocking Communication within DiLoCo
Chamin Hewa Koneputugodage ⋅ Thalaiyasingam Ajanthan ⋅ Sameera Ramasinghe ⋅ Hadi Mohaghegh Dolatabadi ⋅ Shamane Siriwardhana ⋅ Gil Avraham ⋅ Violetta Shevchenko ⋅ Karol Pajak ⋅ James Snewin ⋅ Alexander Long
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DistFlow: A Fully Distributed RL Framework for Scalable and Efficient LLM Post-Training
zhixin wang ⋅ Jiaming Xu ⋅ Tianyi Zhou ⋅ Mingjun Zhang ⋅ Liming Liu ⋅ JiaruiHu ⋅ Dian Yang ⋅ TongYu Wang ⋅ Ping Zhang ⋅ Jinlong Hou ⋅ Siyuan Feng ⋅ Yuan Cheng ⋅ Yuan Qi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Matrix-Free GPU Semidefinite Programming for Quantum Ordered Search at the k=6 Frontier
Yancheng Wu ⋅ Huikang Liu ⋅ Wenzhi Gao ⋅ Yuexin Su ⋅ Tongyang Li ⋅ Dongdong Ge ⋅ Yinyu Ye
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Federated Learning is a Lens towards a Democratized Future for the Scaling Law Era
Harry Jiang ⋅ Baris Askin ⋅ Gauri Joshi ⋅ Carlee Joe-Wong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Delayed Momentum Aggregation: Communication-efficient Byzantine-robust Federated Learning with Partial Participation
Kaoru Otsuka ⋅ Yuki Takezawa ⋅ Makoto Yamada
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
High-Probability Convergence Guarantees of Decentralized SGD
Aleksandar Armacki ⋅ Ali Sayed
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Role of Batch Size in Stochastic Conditional Gradient Methods
Rustem Islamov ⋅ Roman Machacek ⋅ Aurelien Lucchi ⋅ Antonio Silveti-Falls ⋅ Eduard Gorbunov ⋅ Volkan Cevher
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Online Linear Programming for Multi-Objective Routing in LLM Serving
Zixi Chen ⋅ Yinyu Ye ⋅ Zijie Zhou
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAB: A First-Order AB-based Gradient Algorithm for Distributed Bilevel Optimization over Time-Varying Directed Graphs
Yaoshuai Ma ⋅ Xiao Wang ⋅ Wei Yao ⋅ Jin Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bottleneck Communication Delay Minimization for Communication-Efficient Decentralized Learning
Nozomi Hata ⋅ Kenta Niwa
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
Yunhe Han ⋅ Yunqi Gao ⋅ Bing Hu ⋅ Boloursaz Mashhadi ⋅ Yitong Duan ⋅ Pei Xiao ⋅ Yanfeng Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Analysis of the Accelerated Noisy Power Method with Applications to Decentralized PCA
Pierre Aguié ⋅ Mathieu Even ⋅ Laurent Massoulié
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training
Yijiang Li ⋅ Emon Dey ⋅ Zilinghan Li ⋅ Krishnan Raghavan ⋅ Ravi Madduri ⋅ Kibaek Kim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Staleness in Asynchronous Pipeline Parallelism via Basis Rotation
Hyunji Jung ⋅ Sungbin Shin ⋅ Namhoon Lee
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MuLoCo: Muon is a Practical Inner Optimizer for DiLoCo
Benjamin Thérien ⋅ Xiaolong Huang ⋅ Aaron Defazio ⋅ Irina Rish ⋅ Eugene Belilovsky
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics
Zijie Zhou
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OServe: Accelerating LLM Serving via Spatial-Temporal Workload Orchestration
Youhe Jiang ⋅ Fangcheng Fu ⋅ Taiyi Wang ⋅ Guoliang HE ⋅ Eiko Yoneki
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HO-SFL: Hybrid-Order Split Federated Learning with Backprop-Free Clients and Dimension-Free Aggregation
Qiyuan Chen ⋅ Xian Wu ⋅ Yi Wang ⋅ Xianhao Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Federated Learning Against Adaptive Compression
Wenjing Yan ⋅ Xiangyu Zhong ⋅ Angela Yingjun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
scDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics
Davide DAscenzo ⋅ Sebastiano Cultrera di Montesano
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HybridFlow: Resource-Adaptive Subtask Routing for Efficient Edge-Cloud LLM Inference
Jiangwen Dong ⋅ Jiayu Li ⋅ Tianhang Zheng ⋅ Wanyu LIN
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HexGen-3: A Fully Disaggregated LLM Serving Framework with Fine-Grained Heterogeneous Resource Autoscaling
Youhe Jiang ⋅ Wenshuang Li ⋅ You Peng ⋅ Jintao Zhang ⋅ Ran Yan ⋅ Jianfei Chen ⋅ Xu Han ⋅ Fangcheng Fu ⋅ Binhang Yuan
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Learning for Insertion-based Generation
Yangtian Zhang ⋅ Zhe Wang ⋅ Arthur Gretton ⋅ ZHITAO YING ⋅ David van Dijk ⋅ Michalis Titsias ⋅ Jiaxin Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIRA: A Score for Conditional Distribution Accuracy and Model Comparison
Sammy Sharief ⋅ Justine Zeghal ⋅ Gabriel Missael Barco ⋅ Pablo Lemos ⋅ Yashar Hezaveh ⋅ Laurence Perreault-Levasseur
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Testing For Distribution Shifts with Conditional Conformal Test Martingales
Shalev Shaer ⋅ Yarin Bar ⋅ Drew Prinster ⋅ Yaniv Romano
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
Chengyi Nie ⋅ Nian Si ⋅ Zijie Zhou
[ Slides [ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Predictable Compression Failures: Order Sensitivity and Information Budgeting for Evidence-Grounded Binary Adjudication
Leon Chlon ⋅ Ahmed Karim ⋅ MarcAntonio Awada
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
Dongqing Li ⋅ Zheqiao Cheng ⋅ Geoff Nicholls ⋅ Quyu Kong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Predictive Uncertainty Is Not Enough -- Joint Distribution for Full Uncertainty Representation
Adria Aldoma ⋅ Unai Gurbindo ⋅ Axel Brando
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VERA-V: Variational Inference Framework for Jailbreaking Vision-Language Models
Qilin Liao ⋅ Anamika Lochab ⋅ Ruqi Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
Meihua Dang ⋅ Linxin Song ⋅ Honghua Zhang ⋅ Jieyu Zhao ⋅ Guy Van den Broeck ⋅ Stefano Ermon
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Copula-SVI: Vine-Copula Variational Inference for Instance-Level Correlation Capturing
Junxi Xiao ⋅ Qinliang Su
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Extending Prediction-Powered Inference through Conformal Prediction
Daniel Csillag ⋅ Pedro Dall’Antonia ⋅ Claudio Struchiner ⋅ Guilherme Tegoni Goedert
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Efficient Joint Learning Approach for Item Response Theory
Tanish Agarwal ⋅ Kaustubh Shejole ⋅ Arpit Agarwal
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GEM-FI: Gated Evidential Mixtures with Fisher Modulation
Marco Mohammed ⋅ Fatemeh Daneshfar ⋅ Pietro Lió
[ Slides [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Guided Sampling for Combinatorial Optimization
Sobihan Surendran ⋅ Adeline Fermanian ⋅ Sylvain Le Corff
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fast and Expressive Multi-Byte Prediction with Probabilistic Circuits
Andreas Grivas ⋅ Lorenzo Loconte ⋅ Emile van Krieken ⋅ Piotr Nawrot ⋅ Yu Zhao ⋅ Euan Wielewski ⋅ Pasquale Minervini ⋅ Edoardo Ponti ⋅ Antonio Vergari
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Learning of Disentangled Representations
Yuli Slavutsky ⋅ Ozgur Beker ⋅ David Blei ⋅ Bianca Dumitrascu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Expectation Consistency Loss: Rethink Confidence Calibration under Covariate Shift
Jinzong Dong ⋅ Zhaohui Jiang ⋅ Bo Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Noisy-Channel Minimum Bayes Risk Decoding
Yusuke Sakai ⋅ Hidetaka Kamigaito ⋅ Taro Watanabe
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Split Group Knockoffs: Controlling False Discovery Rate in Transformational Group Sparsity
Siqi Chen ⋅ Yachen Gao ⋅ Yanwei Fu ⋅ Xinwei Sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
Amirmohammad Farzaneh ⋅ Salvatore D'oro ⋅ Osvaldo Simeone
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Joint Model and Data Sparsification via the Marginal Likelihood
Alexander Timans ⋅ Thomas Moellenhoff ⋅ Christian Andersson Naesseth ⋅ Mohammad Emtiyaz Khan ⋅ Eric Nalisnick
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Betting on Predictions
Yaniv Tenzer ⋅ Elad Tolochinksy ⋅ Yaniv Romano
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Can Microcanonical Langevin Dynamics Leverage Mini-Batch Gradient Noise?
Emanuel Sommer ⋅ Kangning Diao ⋅ Jakob Robnik ⋅ Uros Seljak ⋅ David Rügamer
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Population-Free Pareto Tracking for Sample-Efficient Multi-Policy MORL
Zeyu Zhao ⋅ Yueling Che ⋅ Kaichen Liu ⋅ Jian Li ⋅ Junmei Yao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
Yaorui Shi ⋅ Shugui Liu ⋅ Yu Yang ⋅ Wenyu Mao ⋅ Yuxin Chen ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai ⋅ Xiang Wang ⋅ An Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
D-ARL: A Distribution-Matched Asynchronous Reinforcement Learning Framework for Language Reasoning
白 寅岐 ⋅ Xialiang Tong ⋅ Jie Wang ⋅ Hongyu Liu ⋅ Longdi Pan ⋅ Jiashuo Li ⋅ Zehao Wang ⋅ Jianye Hao ⋅ Mingxuan Yuan ⋅ Feng Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Task-Sufficient World Models by Synergizing Agentic Exploration and Structured Modeling
Fan Feng ⋅ Yujia Zheng ⋅ Minghao Fu ⋅ Yongqiang Chen ⋅ Guangyi Chen ⋅ Kevin Murphy ⋅ Biwei Huang ⋅ Kun Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning What to Generate: A Reinforcement Learning-based Closed-Loop Augmentation Framework for Person Re-identification
Xincheng Shi ⋅ Changxiao Ma ⋅ Yuzhuo Ma ⋅ Yongfei Zhang ⋅ Rongye Shi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Investigating Memory in RL with POPGym Arcade
Zekang Wang ⋅ Zhe He ⋅ Borong Zhang ⋅ Edan Toledo ⋅ Steven Morad
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MEAL: A Benchmark for Continual Multi-Agent Reinforcement Learning
Tristan Tomilin ⋅ Luka van den Boogaard ⋅ Samuel Garcin ⋅ Constantin Ruhdorfer ⋅ Bram Grooten ⋅ Fabrice Kusters ⋅ Yali Du ⋅ Andreas Bulling ⋅ Mykola Pechenizkiy ⋅ Meng Fang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Trajectory-Level Attribution: Graph-Based Credit Assignment for Agentic Reinforcement Learning
Xin Cheng ⋅ Shuo He ⋅ Lang Feng ⋅ Haiyang Xu ⋅ Ming Yan ⋅ Lei Feng ⋅ Bo An
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Preference Poisoning Attack on Offline RLHF
Chenye Yang ⋅ Weiyu Xu ⋅ Lifeng Lai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reparameterization Flow Policy Optimization
Hai Zhong ⋅ Zhuoran Li ⋅ Xun Wang ⋅ Longbo Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR
Dohyung Kim ⋅ Minbeom Kim ⋅ Jeonghye Kim ⋅ Lee Sangmook ⋅ Sojeong Rhee ⋅ Kyomin Jung
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Strat-Reasoner: Reinforcing Strategic Reasoning of LLMs in Multi-Agent Games
Yidong He ⋅ Yutao Lai ⋅ Pengxu Yang ⋅ Jiarui Gan ⋅ Jiexin Wang ⋅ Yi Cai ⋅ Mengchen Zhao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tvcache: A Tool-Value Cache for Post-Training LLM Agents
Abhishek Vijaya Kumar ⋅ Bhaskar Kataria ⋅ Byungsoo Oh ⋅ Emaad Manzoor ⋅ Rachee Singh
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft
Zihao Wang ⋅ Muyao Li ⋅ Kaichen He ⋅ Xiangyu Wang ⋅ Zhancun Mu ⋅ Minghao Liu ⋅ Anji Liu ⋅ Yitao Liang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DeepHA: Scaling Action Chains Elicits Deep Hierarchical Agents
Zihao Wang ⋅ Muyao Li ⋅ Kaichen He ⋅ Haowei Lin ⋅ Xiaojian Ma ⋅ Anji Liu ⋅ Yitao Liang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TreePO: Enhancing Policy Efficacy and Inference Efficiency with Tree Modeling
Yizhi Li ⋅ Qingshui Gu ⋅ Zhoufutu Wen ⋅ Ziniu Li ⋅ Ruibin Yuan ⋅ Tianshun Xing ⋅ Shuyue Guo ⋅ Tuney Zheng ⋅ 周欣 ⋅ Xingwei Qu ⋅ Wangchunshu Zhou ⋅ Zheng Zhang ⋅ Wei Shen ⋅ Wei Xue ⋅ Qian Liu ⋅ Chenghua Lin ⋅ Jian Yang ⋅ Ge Zhang ⋅ Wenhao Huang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiPER: Hierarchical Plan–Execute RL for Multi-Turn LLM Agents
Jiangweizhi Peng ⋅ Yuanxin Liu ⋅ Ruida Zhou ⋅ Charles Fleming ⋅ Zhaoran Wang ⋅ Alfredo Garcia ⋅ Mingyi Hong
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DADP: Domain Adaptive Diffusion Policy
Pengcheng Wang ⋅ Qinghang Liu ⋅ Haotian Lin ⋅ Yiheng Li ⋅ Guojian Zhan ⋅ Masayoshi Tomizuka ⋅ Yixiao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Difference Calibration in Sequential Tasks: Application to Vision-Language-Action Models
Shelly Francis-Meretzki ⋅ Mirco Mutti ⋅ Yaniv Romano ⋅ Aviv Tamar
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XRPO: Pushing the Limits of GRPO with Targeted Exploration and Exploitation
Udbhav Bamba ⋅ Minghao Fang ⋅ Yifan Yu ⋅ Haizhong Zheng ⋅ Fan Lai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
REAL: Regression-Aware Reinforcement Learning for LLM-as-a-Judge
Yasi Zhang ⋅ Tianyu Chen ⋅ Mingyuan Zhou ⋅ Oscar Leong ⋅ Ying Nian Wu ⋅ Michal Lukasik
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stable Asynchrony: Variance-Controlled Off-Policy RL for LLMs
Luke Huang ⋅ Zhuoyang Zhang ⋅ Qinghao Hu ⋅ Shang Yang ⋅ Song Han
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing LLM Reasoning with Natural Language and Numerical Feedback
Xiaoying Zhang ⋅ Yipeng Zhang ⋅ Hao Sun ⋅ Kaituo Feng ⋅ Chaochao Lu ⋅ Chao Yang ⋅ Helen M Meng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Keeping a Secret Requires a Good Memory: Space Lower-Bounds for Private Algorithms
Alessandro Epasto ⋅ Xin Lyu ⋅ Pasin Manurangsi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FUSE: Full‑spectrum Unlearnable Examples via Spectral Equalization
Jiale Cai ⋅ Gezheng Xu ⋅ Zhihao Li ⋅ Ruiyi Fang ⋅ Ruizhi Pu ⋅ di wu ⋅ Qicheng Lao ⋅ Charles X. Ling ⋅ Boyu Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ASRU: Activation Steering Meets Reinforcement Unlearning for Multimodal Large Language Models
Jiahui Guang ⋅ Yingjie Zhu ⋅ Haiyan Wang ⋅ Cuiyun Gao ⋅ Jing Li ⋅ Di Shao ⋅ Zhaoquan Gu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PrivCode++ : Latent-Conditioned Differentially Private Code Generation for Comprehensive Guarantees
Zheng Liu ⋅ Chen GONG ⋅ Terry Yue Zhuo ⋅ Zhou Yang ⋅ Kecen Li ⋅ Wenlong Meng ⋅ Xinwen Hou ⋅ Yu Liu ⋅ Xiaochen Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Range Subgraph Counting
Xian Chen ⋅ Ruobing Bai ⋅ Pan Peng
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Sample-Level Forgetting: Improving Reliability in Multimodal Unlearning
Jianzhou Wang ⋅ Yirui Wu ⋅ Lixin Yuan ⋅ WENXIAO ZHANG ⋅ Jun Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Empirical Study on the Resilience of Partial Merging to Model Clone Attacks
Tiantong Wu ⋅ Yurong Hao ⋅ Wei Lim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SlaClip: Gradient Norm Slacks can be Indicator for Adaptive Clipping in DP-SGD
Shuyan Zou ⋅ Shaowei Wang ⋅ Zhanxing Zhu ⋅ Jin Li ⋅ Changyu Dong ⋅ Vladimiro Sassone ⋅ Han Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Shift-Dependent Asymmetry: Orthogonal Inverse Low-Rank Adaptation for Federated Medical Segmentation
Xingyue Zhao ⋅ Wenke Huang ⋅ Linghao Zhuang ⋅ Haoran Wu ⋅ Anwen Jiang ⋅ Zhifeng Wang ⋅ Wenwen He ⋅ Ming Feng ⋅ Mang Ye ⋅ Bo XU
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fast and Optimal Algorithms for Private Hypothesis Selection
Hilal Asi ⋅ Hongjie Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EPSVec: Efficient and Private Synthetic Text Generation via Dataset Vectors
Mohammadamin Banayeeanzade ⋅ Qingchuan Yang ⋅ Deqing Fu ⋅ Spencer Hong ⋅ Erin Babinsky ⋅ Alfy Samuel ⋅ Anoop Kumar ⋅ Robin Jia ⋅ Sai Praneeth Reddy Karimireddy
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy Amplification in Differentially Private Zeroth-Order Optimization with Hidden States
Eli Chien ⋅ Wei-Ning Chen ⋅ Pan Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance
Chang Ma ⋅ Jun Li ⋅ Kang Wei ⋅ Yipeng Zhou ⋅ Ming Ding ⋅ Yiyang Ni
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
Yiting Hu ⋅ Lingjie Duan ⋅ Qian Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Private Learning with Public Feature Conditioning
Shuli Jiang ⋅ Walid Krichene ⋅ Nicolas Mayoraz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reverse-Engineering Model Editing on Language Models
Zhiyu Sun ⋅ Minrui Luo ⋅ Yu Wang ⋅ Tianxing He ⋅ Zhili Chen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Geodesic Regression
Aditya Kulkarni ⋅ Carlos Soto
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy-Aware Data Integration for Enhanced Quantile Inference under Heterogeneity
Leheng Cai ⋅ Qirui Hu ⋅ Shuyuan Wu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LMCleaner: Efficient and Certified Online Unlearning via Influence Propagation Truncation
Jie Xu ⋅ Zihan Wu ⋅ Wenbo Pan ⋅ Jiao Yin ⋅ Yong-Feng Ge ⋅ Hua Wang ⋅ Cong Wang ⋅ Xiaohua Jia
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Inversion Attacks Beyond SGD
Guangnian Wan ⋅ Gongfan Fang ⋅ Xinyin Ma ⋅ Xinchao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DP-KFC: Data-Free Preconditioning for Privacy-Preserving Deep Learning
Marc Molina Van den bosch ⋅ Riccardo Taiello ⋅ Albert Aillet ⋅ Andrea Protani ⋅ Miguel Angel Gonzalez Ballester ⋅ Luigi Serio
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VPD-100K: Towards Generalizable and Fine-grained Visual Privacy Protection
Xiaobin Hu ⋅ Enpu zuo ⋅ Lanping Hu ⋅ Kaiwen Yang ⋅ Dianshu Liao ⋅ Tianyi Zhang ⋅ Bo Yin ⋅ Yinsi Zhou ⋅ Shidong Pan ⋅ xiaoyu sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Submodular Maximization with a Knapsack Constraint
Ron Zadicario ⋅ Tova Milo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Synthetic Tabular Data via Private Evolution
Toan Tran ⋅ Arturs Backurs ⋅ Zinan Lin ⋅ Victor Reis ⋅ Li Xiong ⋅ Sergey Yekhanin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Every Step Counts: Decoding Trajectories as Authorship Fingerprints of dLLMs
Qi Li ⋅ Runpeng Yu ⋅ Haiquan Lu ⋅ Xinchao Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Differentially Private Cross-Silo Recommendation from Implicit Feedback
Xun Ran ⋅ Qingqing Ye ⋅ Xin Huang ⋅ Jianliang Xu ⋅ Haibo Hu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enhancing Membership Inference Attacks on Diffusion Models from a Frequency-Domain Perspective
Puwei Lian ⋅ Yujun Cai ⋅ Songze Li ⋅ Bingkun BAO
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MINIM: Privacy-Aware Minimal View for Agents via Trusted Local Sanitization
Hexuan Yu ⋅ Chaoyu Zhang ⋅ Heng Jin ⋅ Shanghao Shi ⋅ Ning Zhang ⋅ Thomas Hou ⋅ Wenjing Lou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting ML Training under Fully Homomorphic Encryption: Convergence Guarantees, Differential Privacy, and Efficient Algorithms
Yvonne Zhou ⋅ Mingyu Liang ⋅ Ivan Brugere ⋅ Danial Dervovic ⋅ Yue Guo ⋅ Antigoni Polychroniadou ⋅ Min Wu ⋅ Dana Dachman-Soled
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiPriv: Benchmarking Individual-Level Privacy Reasoning in Vision-Language Models
Xiongtao Sun ⋅ HUI LI ⋅ Jiaming Zhang ⋅ Yujie Yang ⋅ Kaili Liu ⋅ Ruxin Feng ⋅ Wen Tan ⋅ Wei Lim
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAPRAS : Learning-Augmented PRivate Answering for linear query Streams.
Pranay Mundra ⋅ Adam Sealfon ⋅ Ziteng Sun ⋅ Quanquan Liu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PrivGate: Steering Contextual Integrity in LLMs via Latent Space Geometry
Runshan Hu ⋅ Yukun Dong ⋅ Yingying Huangfu ⋅ Ruohan Zhao ⋅ Yi Xie ⋅ Tieyan Li
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Accurate, private, secure, federated U-statistics with higher degree
Quentin Sinh ⋅ Jan Ramon
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Federated Manifold Learning (FML): Tackling Domain Heterogeneity with Structural Knowledge Transfer
Xutong Mu ⋅ Yanbiao Ma ⋅ Jia Shi ⋅ Xueli Geng ⋅ Fengkai Xiang ⋅ Tao Zhang ⋅ Ke Cheng ⋅ Yulong Shen
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlearning with Asymmetric Sources: Improved Unlearning-Utility Trade-off with Public Data
Ahmed Mehdi Inane ⋅ Vincent Quirion ⋅ Gintare Karolina Dziugaite ⋅ Ioannis Mitliagkas
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Privacy-Auditability Paradox in Federated Learning: Why We Need Controllable Secure Aggregation
Runhua Xu ⋅ Guoan Wan ⋅ James Joshi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Privacy Risks of Agentic Inferential Capabilities in Data Linkage Attacks
Myeongseob Ko ⋅ Jihyun Jeong ⋅ Sumiran Thakur ⋅ Gyuhak Kim ⋅ Ruoxi Jia
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting
Quang Duc Nguyen ⋅ Siyuan Liang ⋅ Yiming Li ⋅ Fushuo Huo ⋅ Dacheng Tao
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Alignment-Sensitive Minimax Rates for Spectral Algorithms with Learned Kernels
Dongming Huang ⋅ Zhifan Li ⋅ Yicheng Li ⋅ Qian Lin
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stability and Generalization of Nonconvex Optimization with Heavy-Tailed Noise
Hongxu Chen ⋅ Ke Wei ⋅ Xiaoming Yuan ⋅ Luo Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Gaussian Graphical Models from a Glauber Trajectory Without Mixing
Eric Shen ⋅ Tony Wu ⋅ Mahbod Majid ⋅ Ankur Moitra
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistical Consistency and Generalization of Contrastive Representation Learning
Yuanfan Li ⋅ Xiyuan Wei ⋅ Tianbao Yang ⋅ Yiming Ying
[ Poster [ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Distribution Estimation in $\ell_\infty$
Doron Cohen ⋅ Aryeh Kontorovich ⋅ Yonatan Livshitz
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient and Minimax-optimal In-context Nonparametric Regression with Transformers
Michelle Ching ⋅ Ioana Popescu ⋅ Nico Smith ⋅ Tianyi Ma ⋅ William Underwood ⋅ Richard Samworth
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers Efficiently Perform In-Context Logistic Regression via Normalized Gradient Descent
Chenyang Zhang ⋅ Yuan Cao
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Benign Overfitting in Adversarial Training for Vision Transformers
Jiaming Zhang ⋅ Meng Ding ⋅ Shaopeng Fu ⋅ Jingfeng Zhang ⋅ Di Wang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sharper Generalization Guarantees for Asynchronous SGD: Beyond Lipschitzness, Smoothness and Data Homogeneity
Yufeng Xie ⋅ Yunwen Lei
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Trajectory Seriation via Spectral Tangent Alignment and Global Embedding
Zhixin Zhou ⋅ Navin Souda ⋅ Arash Amini
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SAQNN: Spectral Adaptive Quantum Neural Network as a Universal Approximator
Jialiang Tang ⋅ Jialin Zhang ⋅ Xiaoming Sun
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meta-Learning with Generalized Ridge Regression: High-dimensional Asymptotics, Optimality and Hyper-covariance Estimation
Yanhao Jin ⋅ Krishna Balasubramanian ⋅ Debashis Paul
[ URL
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Bounds for the Learnability of Sample-Compressible Families from Noisy Samples
Arefe Boushehrian ⋅ Amir Najafi
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convex Distance Operator Transport: Convex and Geometry-Preserving Information
Junhyoung Chung ⋅ Euijong Song ⋅ Won Hwa Kim ⋅ Gunwoong Park
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Flat Minima and Generalization: Insights from Stochastic Convex Optimization
Matan Schliserman ⋅ Shira Vansover-Hager ⋅ Tomer Koren
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
All ERMs Can Fail in Stochastic Convex Optimization Lower Bounds in Linear Dimension
Tal Burla ⋅ Roi Livni
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Precise Asymptotics of Bagging Regularized M-estimators
Takuya Koriyama ⋅ Pratik Patil ⋅ Jin-Hong Du ⋅ Kai Tan ⋅ Pierre C Bellec
[ URL
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Statistical Guarantees for Diffusion Models on Low-Dimensional, Multi-Modal Data
Jingda Wu ⋅ Changxiao Cai
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistical-Computational Trade-offs for Recursive Adaptive Partitioning Estimators
Yan Shuo Tan ⋅ Jason Klusowski ⋅ Krishnakumar Balasubramanian
[ URL
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Preconditioners Trigger Loss Spikes in Adam
Zhiwei Bai ⋅ Zhangchen Zhou ⋅ Jiajie Zhao ⋅ Xiaolong Li ⋅ Zhiyu li ⋅ Feiyu Xiong ⋅ Hongkang Yang ⋅ Yaoyu Zhang ⋅ Zhi-Qin John Xu
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Continuous Variable Hamiltonian Learning at Heisenberg Limit via Displacement-Random Unitary Transformation
Xi Huang ⋅ Lixing Zhang ⋅ Di Luo
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provably Label-Efficient Conformal Prediction
Andrew Ilyas ⋅ Joonhyuk Ko ⋅ Jingwu Tang ⋅ Steven Wu ⋅ Jiahao Zhang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Outcome-Aware Spectral Feature Learning for Instrumental Variable Regression
Dimitri Meunier ⋅ Jakub Wornbard ⋅ Vladimir Kostic ⋅ Antoine Moulin ⋅ Alek Fröhlich ⋅ Karim Lounici ⋅ Massimiliano Pontil ⋅ Arthur Gretton
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws for Precision in High-Dimensional Linear Regression
Dechen Zhang ⋅ Xuan Tang ⋅ Yingyu Liang ⋅ Difan Zou
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximation Error Upper and Lower Bounds for Hölder Class with Transformers
Xin He ⋅ Yuling Jiao ⋅ Xiliang Lu ⋅ Jerry Yang
[ OpenReview
Poster
Tue Jul 07 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Iteration Helps and Hurts in Self-Training: Denoising vs. Signal Forgetting
Mingqi Wu ⋅ Archer Yang ⋅ Qiang Sun
[ OpenReview