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Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
Bogdan Zagribelnyy ⋅ Ivan Ilin ⋅ Maksim Kuznetsov ⋅ Nikita Bondarev ⋅ Roman Schutski ⋅ Thomas MacDougall ⋅ Rim Shayakhmetov ⋅ Zulfat Miftahutdinov ⋅ Mikolaj Mizera ⋅ Vladimir Aladinskiy ⋅ Alex Aliper ⋅ Alex Zhavoronkov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LABO: LLM-Accelerated Bayesian Optimization through Broad Exploration and Selective Experimentation
Zhuo Chen ⋅ Xinzhe Yuan ⋅ Jianshu Zhang ⋅ Jinzong Dong ⋅ Ruichen Zhou ⋅ Yingchun Niu ⋅ Tianhang Zhou ⋅ Yu Yang Fredrik Liu ⋅ Yuqiang Li ⋅ Nanyang Ye ⋅ Qinying Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural–Evolutionary Symbolic Regression with Global Constraints: Constraint-Aware Decoding and Reward Shaping
Xiangdong Wu ⋅ Rongye Shi ⋅ Ziyu Wei ⋅ Bingrun Chen ⋅ Zhenbo Song ⋅ wenjun wu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Diverse Scientific Hypothesis Search with Large Language Models
Haorui Wang ⋅ Parshin Shojaee ⋅ Kazem Meidani ⋅ Kunyang Sun ⋅ Jose Miguel Hernandez-Lobato ⋅ Teresa Head-Gordon ⋅ Jiajun He ⋅ Chandan Reddy ⋅ Chao Zhang ⋅ Yuanqi Du
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PINNfluence: Interpreting PINNs through Influence Functions
Aleksander Krasowski ⋅ Jonas Naujoks ⋅ Moritz Weckbecker ⋅ Galip Yolcu ⋅ Thomas Wiegand ⋅ Sebastian Lapuschkin ⋅ Wojciech Samek ⋅ René P. Klausen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking Zero-Shot Geospatial Reasoning via Indirect Rewards
Chenhui Xu ⋅ Fuxun Yu ⋅ Michael Bianco ⋅ Jacob Kovarskiy ⋅ Raphael Tang ⋅ Qi Zhang ⋅ Zirui Xu ⋅ Will LeVine ⋅ Brandon Dubbs ⋅ Heming Liao ⋅ Cassandra Burgess ⋅ Suvam Bag ⋅ Jay Patravali ⋅ Rupanjali Kukal ⋅ Mikael Figueroa ⋅ Rishi Madhok ⋅ Nikolaos Karianakis ⋅ Jinjun Xiong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Target-Aware Bandit Allocation for Scalable Surrogate Optimization in Chemical Space
Mohammad Haddadnia ⋅ Yuvan Chali ⋅ Abhilash Jayaraj ⋅ Constance Kraay ⋅ Joana Reis ⋅ Felix Strieth-Kalthoff ⋅ Haribabu Arthanari
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Does Adaptation Win? Scaling Laws for Meta-Learning in Quantum Control
Nima Leclerc ⋅ Chris Miller ⋅ Nicholas Brawand
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
Xingyue Zhang ⋅ Yuxuan Bao ⋅ Mars Liyao Gao ⋅ J. Nathan Kutz
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM for Physics Research Requires Domain-Specialized Training and Tooling
Sirui Lu ⋅ Zhijing Jin ⋅ Terry Zhang ⋅ Pavel Kos ⋅ Juan Cirac ⋅ Bernhard Schölkopf
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MADE: Benchmark Environments for Closed-Loop Materials Discovery
Shreshth Malik ⋅ Tiarnan Doherty ⋅ Panagiotis Tigas ⋅ Muhammed Razzak ⋅ Stephen Roberts ⋅ Aron Walsh ⋅ Yarin Gal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Sub-second Biological Foundation Model Infrastructure: A Quantized Consistency Diffusion Framework for Molecular Docking
Kexin Zhang ⋅ Weichen Qin ⋅ Yue Teng ⋅ Jiale Yu ⋅ Yuanyuan Ma ⋅ jinyu lin ⋅ Liping Sun ⋅ Jie Zheng ⋅ Jingyi Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards A Generative Protein Evolution Machine with DPLM-Evo
Xinyou Wang ⋅ Liang Hong ⋅ Jiasheng Ye ⋅ Zaixiang Zheng ⋅ Shujian Huang ⋅ Quanquan Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Laws of Global Weather Models
Yuejiang Yu ⋅ Langwen Huang ⋅ Alexandru Calotoiu ⋅ Torsten Hoefler
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FIDIA: Function-Informed Sequence Design via Inference-Aligned Policy Optimization
Minghan Li ⋅ fengji Li ⋅ Yilin Tao ⋅ Yue Deng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training Diffusion Language Models for Black-Box Optimization
Zipeng Sun ⋅ Can Chen ⋅ Ye Yuan ⋅ Haolun Wu ⋅ Jiayao Gu ⋅ Christopher Pal ⋅ Xue Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
Andy Xu ⋅ Rohan Desai ⋅ Larry Wang ⋅ Ethan Ritz ⋅ Gabriel Hope
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SimulCost: A Cost-Aware Benchmark and Toolkit for Automating Physics Simulations with LLMs
Yadi Cao ⋅ Sicheng Lai ⋅ Jiahe Huang ⋅ Yang Zhang ⋅ Zach Lawrence ⋅ Rohan Bhakta ⋅ Izzy Thomas ⋅ Mingyun Cao ⋅ Chung-Hao Tsai ⋅ Zihao Zhou ⋅ Yidong Zhao ⋅ Hao Liu ⋅ Alessandro Marinoni ⋅ Alexey Arefiev ⋅ Rose Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DecAEvolve: Decompose, Adapt, and Evolve, or, Three Pillars of Effective LLM-based Scientific Equation Discovery
Pouya Behzadifar ⋅ Parshin Shojaee ⋅ Sanchit Kabra ⋅ Kazem Meidani ⋅ Chandan Reddy
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deliberate Evolution for Sample-Efficient Symbolic Regression with LLM
Xinyu Pang ⋅ (Andrew) Zhanke Zhou ⋅ Xuan Li ⋅ Fangrui Lv ⋅ Shanshan Wei ⋅ Sen Cui ⋅ Bo Han ⋅ Changshui Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MOD-SR: Unifying Multimodal Learning and Direct Optimization with Gradient-Guided Diffusion Model for Symbolic Regression
Chuyang Xiang ⋅ Yichen Wei ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STRIDE: Post-Training LLMs to Reason and Refine Bio-Sequences via Edit Trajectories
Daiheng Zhang ⋅ Shiyang Zhang ⋅ Sizhuang He ⋅ Yangtian Zhang ⋅ Syed Rizvi ⋅ David van Dijk
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MeshTok: Efficient Multi-Scale Tokenization for Scalable PDE Transformers
Zhao Yanshun ⋅ Xiaoyu Peng ⋅ Congcong Zhu ⋅ Jiamin Jiang ⋅ Jingrun Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RESIDUAL-GUIDED MULTI-RESOLUTION REFINEMENT OF FOUNDATION MODELS - A CASE STUDY IN DROUGHT FORECASTING
Wentao Gao ⋅ Jiuyong Li ⋅ Lin Liu ⋅ Thuc Le ⋅ Jixue Liu ⋅ Yanchang Zhao ⋅ Yun Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Di-BiLPS: Denoising induced Bidirectional Latent-PDE-Solver under Sparse Observations
Zhonghao Li ⋅ Chaoyu Liu ⋅ Qian Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FRIGID: Scaling Diffusion-Based Molecular Generation from Mass Spectra at Training and Inference Time
Montgomery Bohde ⋅ Hongxuan Liu ⋅ Mrunali Manjrekar ⋅ Magdalena Lederbauer ⋅ Shuiwang Ji ⋅ Runzhong Wang ⋅ Connor Coley
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ClimateAR: Multi-Scale Autoregressive Generative Modeling for Seasonal-to-Interannual Climate Forecasting
Yue Yu ⋅ Weiqi Chen ⋅ Binqing Wu ⋅ Dongliang Cui ⋅ Wanyi Jiang ⋅ Zongjiang Shang ⋅ Bo Wu ⋅ Liang Sun ⋅ Ling Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Geometric Lens on Physics-Aligned Data Compression
Aleix Segui ⋅ Wesley Armour
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Temporal Measurement Interval Determines Computational and Model Complexity in Single-Cell Perturbation Analysis
Alireza Jafari ⋅ Heman Shakeri ⋅ Hadi Daneshmand
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioDynaSpec: Harmonic-Guided Spatio-Spectral Autoregressive Diffusion for Protein Dynamics Generation
Mujie Lin ⋅ Yutian Liu ⋅ Yudi Guo ⋅ Yanzhen Hou ⋅ Yiheng Tao ⋅ Ruochong Zheng ⋅ Kaiwen Cheng ⋅ Xin Shan ⋅ Youdong Mao ⋅ Jie Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
Jiyeon Kim ⋅ Youngjoon Hong ⋅ Won-Yong Shin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
Kiet Bennema ten Brinke ⋅ Koen Minartz ⋅ Vlado Menkovski
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoMat: Physics-Guided Agentic Reasoning for Solving Ill-Posed Inverse Microscopy Problems
Yaotian Yang ⋅ Yiwen Tang ⋅ Yizhe Chen ⋅ Xiao Chen ⋅ Jiangjie Qiu ⋅ Hao Xiong ⋅ Haoyu Yin ⋅ Zhiyao Luo ⋅ Yifei Zhang ⋅ Sijia Tao ⋅ Wentao Li ⋅ Qinghua Zhang ⋅ Yuqiang Li ⋅ Wanli Ouyang ⋅ Bin Zhao ⋅ Xiaonan Wang ⋅ Fei Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ANTiC: Adaptive Neural Temporal In Situ Compressor
Sandeep Suresh Cranganore ⋅ Andrei Bodnar ⋅ Gianluca Galletti ⋅ Fabian Paischer ⋅ Johannes Brandstetter
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MMClima: A Framework for Multimodal Climate Science Data and Evaluation
Muhammad Umer Sheikh ⋅ Hassan Abid ⋅ Khawar shehzad ⋅ Ufaq Khan ⋅ Muhammad Haris Khan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Think in Physics: Breaking Shortcut Learning in Scientific Diffusion via Representation Alignment
Haozhe Jia ⋅ Pengyu Yin ⋅ Wenshuo Chen ⋅ Shaofeng Liang ⋅ Lei Wang ⋅ Bowen Tian ⋅ Xiucheng Wang ⋅ Jia Nanqian ⋅ Yutao Yue
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Walrus: A Cross-domain Foundation Model for Continuum Dynamics
Michael McCabe ⋅ Payel Mukhopadhyay ⋅ Tanya Marwah ⋅ Bruno Régaldo-Saint Blancard ⋅ François Rozet ⋅ Cristiana Diaconu ⋅ Lucas Meyer ⋅ Kaze Wong ⋅ Hadi Sotoudeh ⋅ Alberto Bietti ⋅ Irina Espejo ⋅ Rio Fear ⋅ Siavash Golkar ⋅ Tom Hehir ⋅ Keiya Hirashima ⋅ Geraud Krawezik ⋅ Francois Lanusse ⋅ Rudy Morel ⋅ Ruben Ohana ⋅ Liam Parker ⋅ Mariel Pettee ⋅ Jeff Shen ⋅ Kyunghyun Cho ⋅ Miles Cranmer ⋅ Shirley Ho
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StormInsight: Hierarchical Environmental Forcing and Vertical Coupling for Weather System Evolution
Jun Chen ⋅ Yan Fang ⋅ Minghui Qiu ⋅ Yueran Qiu ⋅ CHEN ⋅ Shuxin Zhong ⋅ Yu ZHANG ⋅ Kaishun WU
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting
hao chen ⋅ Tao Han ⋅ Jie ZHANG ⋅ Song Guo ⋅ Fenghua Ling ⋅ LEI BAI
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Origo: Physically Interpretable Multi-Physics PDE Pre-training through Neural Operator Splitting
Li Sun ⋅ Hongbo Lv ⋅ Zhikai Jiang ⋅ Zhongtian Sun ⋅ Lanxu Yang ⋅ Philip Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Emulate Chaos: Adversarial Optimal Transport Regularization
Gabriel Melo ⋅ Leonardo Santiago ⋅ Peter Y. Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CARD: Coarse-to-fine Autoregressive Modeling with Radix-based Decomposition for Transferable Free Energy Estimation
Ziyang Yu ⋅ Yi He ⋅ Wenbing Huang ⋅ Wen Yan ⋅ Yang Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rex: A Family of Reversible Exponential (Stochastic) Runge-Kutta Solvers
Zander Blasingame ⋅ Chen Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Continuity: Simulation-free Reconstruction of Discrete Branching Dynamics from Single-cell Snapshots
Junda Ying ⋅ Yuxuan Wang ⋅ Bowen Yang ⋅ Peijie Zhou ⋅ Lei Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LangPrecip: Language-Aware Multimodal Precipitation Nowcasting
Xudong Ling ⋅ Lichaorong ⋅ Huang Tianxi ⋅ Qian Dong ⋅ Guiduo Duan
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Adaptation of Dynamics to Environmental Shifts via Weight-space Diffusion
Ruikun Li ⋅ Huandong Wang ⋅ Jingtao Ding ⋅ Yuan Yuan ⋅ Qingmin Liao ⋅ Yong Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics
Winfried Ripken ⋅ Michael Plainer ⋅ Gregor Lied ⋅ Thorben Frank ⋅ Oliver Unke ⋅ Stefan Chmiela ⋅ Frank Noe ⋅ Klaus-robert Mueller
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SeisMark: A Large-Scale Open Benchmark for Robust 3D Seismic Fault Detection
Minjun Park ⋅ Joseph Stitt ⋅ Robert Clapp ⋅ Ilan Naiman ⋅ Artem Goncharuk ⋅ Kevin Smith
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Autoregressive Boltzmann Generators
Danyal Rehman ⋅ Charlie Tan ⋅ Yoshua Bengio ⋅ Joey Bose ⋅ Alexander Tong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Dirac-Frenkel-Onsager principle: Instantaneous residual minimization with gauge momentum for nonlinear parametrizations of PDE solutions
Matteo Raviola ⋅ Benjamin Peherstorfer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReViT: Rotational-equivariant Vision Transformers for Neural PDE Solvers
Hao Wei ⋅ Björn List ⋅ Nils Thuerey
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EqGINO: Equivariant Geometry-Informed Fourier Neural Operators for 3D Partial Differential Equations
Sungwon Kim ⋅ Juho Song ⋅ Seungmin Shin ⋅ Guimok Cho ⋅ Sangkook Kim ⋅ Chanyoung Park
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Neural Optimizer for Shape Optimization and Inversion
Guoze Sun ⋅ Tianya Miao ⋅ Haoyang Huang ⋅ Huaguan Chen ⋅ Han Wan ⋅ Rui Zhang ⋅ Hao Sun
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proximal Splitting Methods for Hybrid Differentiable Models
Abdel-Rahim Mezidi ⋅ Jordan Patracone ⋅ Amaury Habrard
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniDrag: Unified Multi-Field Prediction and Robust Shape Optimization for Vehicle Aerodynamics
Ye Liu ⋅ Shouyi Liu ⋅ Ding Wang ⋅ Huiyu Yang ⋅ Ruizhe DENG ⋅ Qian Li ⋅ Yuxiao Hu ⋅ Jianghang gu ⋅ Yongzheng Liu ⋅ Quanshi Zhang ⋅ Shiyi Chen ⋅ Yuntian Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Topology-Preserving Neural Operator Learning via Hodge Decomposition
Dongzhe Zheng ⋅ Tao Zhong ⋅ Christine Allen-Blanchette
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
Zishuo Lan ⋅ Junjie Li ⋅ Lei Wang ⋅ Jincheng Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
U-Cast: A Surprisingly Simple Frontier Probabilistic AI Weather Forecaster
Salva Ruhling Cachay ⋅ Duncan Watson-Parris ⋅ Rose Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unbiased and Second-Order-Free Training for High-Dimensional PDEs
Jaemin Seo ⋅ Su Rin Lee ⋅ JaeYong Lee
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Cartesian-3j and nj Framework for Machine Learning Interatomic Potentials
Zemin Xu ⋅ Chenyu Wu ⋅ Wenbo Xie ⋅ Peijun Hu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Feasible to Practical: Pareto-Optimal Synthesis Planning
Friedrich Hastedt ⋅ Dongda Zhang ⋅ Antonio Del rio chanona
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Permutation-invariant Macroscopic Dynamics
Zhichao Han ⋅ Mengyi Chen ⋅ Qianxiao Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FUSE: FK-Steered Multi-Modal Flow Matching for Efficient Simulation-Based Posterior Estimation
Weichen Qin ⋅ Yufan Xie ⋅ Peihao Wang ⋅ Chia-Jui Chou ⋅ Minghui Du ⋅ Peng Xu ⋅ Ziren Luo ⋅ Yi Yang ⋅ Jingyi Yu ⋅ Bo Liang ⋅ Jiakai Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Identifiable Smooth Conjugacy Learning via Adversarial Orthogonality
In Huh ⋅ Changwook Jeong ⋅ Muhammad Alam
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Significant impact of numerical precision in scientific machine learning
Youngwoo Cho ⋅ Jaekak Yoo ⋅ Soyoung Yang ⋅ Dong-Joon Yi ⋅ Seung Lee ⋅ Mun Jeong ⋅ Jaegul Choo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Two-Parameter Flows for Learning Population Dynamics of Physical Systems
Paul Schwerdtner ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
Jiyeon Kim ⋅ Byungju Lee ⋅ Won-Yong Shin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Gradient Pathology in PINNs through Aligned Constraint
Yichen Luo ⋅ Peiyu Zhu ⋅ Dongxiao Hu ⋅ Jia Wang ⋅ Tailin Wu ⋅ Dapeng Lan ⋅ Yu Liu ⋅ Zhibo Pang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Geometric Learning Unlocks Unified Structure- and Ligand-Based Drug Design
Lisa Schneckenreiter ⋅ Sohvi Luukkonen ⋅ Lukas Friedrich ⋅ Daniel Kuhn ⋅ Günter Klambauer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpretability and Generalization Bounds for Learning Spatial Physics
Alejandro Queiruga ⋅ Theo Gutman-Solo ⋅ Shuai Jiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMD: Multi-view Safety-Critical Driving Video Generation in the Real-world Domain
Jiawei Zhou ⋅ Linye Lyu ⋅ Zhuotao Tian ⋅ Cheng Zhuo ⋅ YU LI
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sample Margin-Aware Recalibration of Temperature Scaling
Haolan Guo ⋅ Linwei Tao ⋅ Haoyang Luo ⋅ Minjing Dong ⋅ Chang Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Logits: Coherent Hallucination Mitigation via Attention Contrastive Decoding
Yujia Chen ⋅ Rui Sun ⋅ Wangkai Li ⋅ Huayu Mai ⋅ Bingzhou Wang ⋅ Zhangyu He ⋅ Aibing Li ⋅ Wenzhang SUN ⋅ Tianzhu Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking Manifold Continuity: Vector Quantized Modeling for Real-Centric Deepfake Detection
Changshuo Wang ⋅ Jiangming Wang ⋅ Ke-Yue Zhang ⋅ Taiping Yao ⋅ Shouhong Ding ⋅ Ran Yi ⋅ Lizhuang Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hyper-LLaVA: Hyperbolic Uncertainty-aware Modality-Balanced Routing for Multimodal Continual Instruction Tuning
Kunlun Xu ⋅ YanQin Zhang ⋅ Wenwen Qiang ⋅ Jiahuan Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Blocking the Leakage: Manifold-Aware Gradient Projection for Long-Horizon Test-Time Adaptation
Haoyu Xiong ⋅ Chengchao Wang ⋅ ZhongQiang Wang ⋅ Huang He ⋅ Qiuxia Yang ⋅ Zhengpeng Zhao ⋅ Yuanyuan Pu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Face Recognition
Parsa Rahimi ⋅ Sébastien Marcel
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning
Zhirui Chen ⋅ Ziwei Chen ⋅ Ling Shao
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Modal Semantic Decoupling and Transfer for Text-to-Visible-Infrared Person Re-Identification
Ziang Zhang ⋅ Bin Yang ⋅ Mang Ye
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
Mengjingcheng Mo ⋅ Jiaxu Leng ⋅ Xinbo Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TD-VAD: Breaking Visual Dependence in Video Anomaly Detection with Text-Driven Learning
Shuangqing Zhang ⋅ Lei-Lei Ma ⋅ Zhao Wang ⋅ Wen Dong ⋅ Xinyi Xu ⋅ Guo-Sen Xie ⋅ Caifeng Shan ⋅ Fang Zhao
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration
Xuyue Huang ⋅ Zhe Chen ⋅ Wang Shen ⋅ Xiao-Ping Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Focus, Align, and Sustain: Counteracting Gradient Dilution in Incremental Object Detection
Aoting Zhang ⋅ Dongbao Yang ⋅ Chang Liu ⋅ Xiaopeng Hong ⋅ Yu ZHOU
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Detached Skip-Links and $R$-Probe: Decoupling Feature Aggregation from Gradient Propagation for MLLM OCR
Ziye Yuan ⋅ Ruchang Yao ⋅ Chengxin Zheng ⋅ Yusheng Zhao ⋅ Daxiang Dong ⋅ Ming Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Depth Pruning for Vision Transformers: A Heterogeneity-Aware Perspective
Zhenfeng Su ⋅ Kang Zhao ⋅ Han Bao ⋅ Tao Yuan ⋅ Zhongzhe Hu ⋅ Xianzhi Yu ⋅ Wenxuan Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EmWorld: Emotion World Model with Latent State Evolution for Scenario-Incremental Dynamic Facial Expression Recognition
ke Wang ⋅ Yuanyuan Liu ⋅ Kejun Liu ⋅ Yuyang Xia ⋅ Chang Tang ⋅ Yibing Zhan ⋅ Zhe Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection
Shan Zhang ⋅ Yongxin He ⋅ Mingming Zhang ⋅ Huiwen Tian ⋅ Lei Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learnability-Driven Knowledge Assimilation for Class-Incremental Semantic Segmentation
Xinyue Zhang ⋅ Xu Zou ⋅ Wanjia Luo ⋅ Yanjie Wang ⋅ Jiahuan Zhou ⋅ Sheng Zhong ⋅ Luxin Yan
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection
Dahye Kim ⋅ Jaehyun Choi ⋅ Hyun Seok Seong ⋅ Seongho Kim ⋅ Donghun Lee ⋅ Sungwon Yi ⋅ Jang-Ho Choi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAC-NeRF: Motion-Aware Curriculum Learning for Dynamic LiDAR NeRFs
Shangshu Yu ⋅ Xiaotian Sun ⋅ Wen Li ⋅ Rui She ⋅ Hanyun Wang ⋅ Sheng Ao ⋅ Chenglu Wen ⋅ Cheng Wang
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Token Refinement in Long-Tailed Large Vision-Language Models Fine-Tuning
Wenjun Miao ⋅ Mingda Li ⋅ Yanchao Hao ⋅ Zheng Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Normalization-equivariant Diffusion Models: Learning Posterior Samplers From Noisy And Partial Measurements
Brett Levac ⋅ Jon Tamir ⋅ Marcelo Pereyra ⋅ Julián Tachella
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CODiff: One-Step Diffusion Model for Camouflaged Object Detection
Xiaotong Fu ⋅ Wenchao Meng ⋅ Qihang Zhou ⋅ Qian Liu ⋅ Qinmin Yang ⋅ Shibo He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Just Noticeable Difference Modeling for Deep Visual Features
Rui Zhao ⋅ Wenrui Li ⋅ Lin Zhu ⋅ Yajing Zheng ⋅ Weisi Lin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection
Zijie Cao ⋅ Weijie Tu ⋅ Yao Xiao ⋅ Weijian Deng ⋅ Weiyan Chen ⋅ Liang Lin ⋅ Pengxu Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Task-Driven Subspace Decomposition for Knowledge Sharing and Isolation in LoRA-based Continual Learning
Lingfeng He ⋅ De Cheng ⋅ Huaijie Wang ⋅ Xi Yang ⋅ Nannan Wang ⋅ Xinbo Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniAID: Decoupling Semantic and Artifacts for Universal AI-Generated Image Detection in the Wild
Yuncheng Guo ⋅ Junyan Ye ⋅ Chenjue Zhang ⋅ Hengrui Kang ⋅ Haohuan Fu ⋅ Conghui He ⋅ Weijia Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal-Emerged Prompting for Segment Anything in Multiframe Infrared Small Target Detection
Yinghui Xing ⋅ Donghao Chu ⋅ Shizhou Zhang ⋅ di xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selecting Samples on Graphs: A Unified Dataset Pruning Framework for Lossless Training Acceleration
Dongyue Wu ⋅ Zilin Guo ⋅ Xiaoyu Li ⋅ Jiajia Liu ⋅ Jingdong Chen ⋅ Nong Sang ⋅ Changxin Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
Karthik Somayaji NS ⋅ Yuxuan Yin ⋅ Peng Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TG-RAG: A Retrieval-Augmented Framework for Reasoning Guidance in Specialized Domains
Liang Su ⋅ Mingyang Zhang ⋅ Yun Xiong ⋅ Tengfei LIU ⋅ Siwei Zhang ⋅ Xi Chen ⋅ Li Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SCOUT: Active Information Foraging for Long-Text Understanding with Decoupled Epistemic States
Zhenliang Zhang ⋅ Wenqing Wang ⋅ Yong Hu ⋅ Yaming Yang ⋅ Jiaheng Gao ⋅ Chen Shen ⋅ Xiaojun Wan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiscoverLLM: From Executing Intents to Discovering Them
Tae Soo Kim ⋅ Yoonjoo Lee ⋅ Jaesang Yu ⋅ John Chung ⋅ Juho Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Intervene When It Doubts: Conjunction-Guided Interactive Reasoning
Qianyue Wang ⋅ Jinwu Hu ⋅ Zhiquan Wen ⋅ Bailin Chen ⋅ Huanxiang Lin ⋅ Yufeng Wang ⋅ Yaofo Chen ⋅ Yu Rong ⋅ Yuanqing Li ⋅ Mingkui Tan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unraveling Syntax: Language Modeling and the Substructure of Grammars
Laura Ying Schulz ⋅ Daniel Mitropolsky ⋅ Tomaso A Poggio
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Literal Translation: Evaluating Cultural Effectiveness in Social Media UGC
Linjuan Wu ⋅ Ruiqi Zhang ⋅ Xinze Lyu ⋅ Ye Guo ⋅ Daoxin Zhang ⋅ Zhe Xu ⋅ Yao Hu ⋅ Yixin Cao ⋅ Yongliang Shen ⋅ Weiming Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BESPOKE: Benchmark for Search-Augmented Large Language Model Personalization via Diagnostic Feedback
Hyunseo Kim ⋅ Sangam Lee ⋅ Kwangwook Seo ⋅ Dongha Lee
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Closing the Expression Gap in LLM Instructions via Socratic Questioning
Jianwen Sun ⋅ Yukang Feng ⋅ Yifan Chang ⋅ Chuanhao Li ⋅ Zizhen Li ⋅ Jiaxin Ai ⋅ Fanrui Zhang ⋅ Yu Dai ⋅ Kaipeng Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Perplexity: UTF-8 Validity in Byte-aware Language Models
Sangwhan Moon ⋅ Daisuke Oba ⋅ Youmi Ma ⋅ Tatsuya Hiraoka ⋅ Naoaki Okazaki
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Text Embeddings Should Capture Implicit Semantics, Not Just Surface Meaning
Yiqun Sun ⋅ Qiang Huang ⋅ Anthony Tung ⋅ Jun Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
XPERT: Expert Knowledge Transfer for Effective Training of Language Models
Chang Liu ⋅ boyu shi ⋅ Xu Yang ⋅ Xin Geng
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Diagrams to Code: Multilingual Programming with Visual Design
Linzheng Chai ⋅ Jian Yang ⋅ Shukai Liu ⋅ Wei Zhang ⋅ Liran WANG ⋅ JinKe ⋅ Tao Sun ⋅ Congnan Liu ⋅ Chenchen Zhang ⋅ Hualei Zhu ⋅ Jiaheng Liu ⋅ Xianjie Wu ⋅ Ge Zhang ⋅ Tianyu Liu ⋅ Zhoujun Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
KBQA-R1: Reinforcing Large Language Models for Knowledge Base Question Answering
Xin Sun ⋅ Zhongqi Chen ⋅ Xing Zheng ⋅ Qiang Liu ⋅ Shu Wu ⋅ Bowen Song ⋅ Zilei Wang ⋅ Weiqiang Wang ⋅ Liang Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conditional Equivalence of DPO and RLHF: Assumptions, Failure Modes, and Provable Alignment
Yonggang Zhang ⋅ Zhiqin Yang ⋅ Wei Xue ⋅ Dong Fang ⋅ Bo Han ⋅ Yike Guo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Topological Active Inference for Task Disambiguation
Yangbo Wei ⋅ Zhen Huang ⋅ Shaoqiang Lu ⋅ Junhong Qian ⋅ Chen Wu ⋅ Lei He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unlocking Speech–Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning
Congrui Du ⋅ Yang Zhang ⋅ Kaizhi Qian ⋅ Shiyu Chang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unveiling the Entropy Dynamics of Chain-of-Thought Reasoning
Ting Xu ⋅ Xu He ⋅ Yupu Lu ⋅ Jiankai Sun ⋅ Dong Li ⋅ Wai Lam ⋅ Jianye Hao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang ⋅ Hui Wang ⋅ Bing Han ⋅ Shujie Liu ⋅ Jinyu Li ⋅ Yong Qin ⋅ Xie Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Natural Language Should Not Fully Replace Formal Languages
Eitan Wagner ⋅ Elisha Rosensweig ⋅ Omri Abend
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Accordion-Thinking: Self-Regulated Step Summaries for Efficient and Readable LLM Reasoning
Zhicheng Yang ⋅ Zhijiang Guo ⋅ Yinya Huang ⋅ Yongxin Wang ⋅ Wenlei Shi ⋅ Yiwei Wang ⋅ Xiaodan Liang ⋅ Jing Tang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IAPO: Information-Aware Policy Optimization for Token-Efficient Reasoning
Yinhan He ⋅ Yaochen Zhu ⋅ Mingjia Shi ⋅ Wendy Zheng ⋅ Lin Su ⋅ Xiaoqing Wang ⋅ Qi Guo ⋅ Jundong Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rewiring Experts on the Fly: Continuous Rerouting for Better Online Adaptation in Mixture-of-Expert models
Guinan Su ⋅ Yanwu Yang ⋅ Li Shen ⋅ Lu Yin ⋅ Shiwei Liu ⋅ Jonas Geiping
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MARS-SQL: A Multi-Agent Reinforcement Learning Framework For Text-To-SQL
Haolin Yang ⋅ Jipeng Zhang ⋅ Zhitao He ⋅ Alexander Zhou ⋅ Yi Fung
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vibe Checker: Aligning Code Evaluation with Human Preference
Ming Zhong ⋅ Xiang Zhou ⋅ Ting-Yun Chang ⋅ Qingze Wang ⋅ Nan Xu ⋅ Xiance Si ⋅ Dan Garrette ⋅ Shyam Upadhyay ⋅ Jeremiah Zhe Liu ⋅ Jiawei Han ⋅ Benoit Schillings ⋅ Jiao Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Fast and Soft Pattern Matcher for Trillion-Scale Corpus
Masataka Yoneda ⋅ Yusuke Matsushita ⋅ Go Kamoda ⋅ Kohei Suenaga ⋅ Takuya Akiba ⋅ Masaki Waga ⋅ Sho Yokoi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mind-Omni: A Unified Multi-Task Framework for Brain-Vision-Language Modeling via Discrete Diffusion
Yizhuo Lu ⋅ Changde Du ⋅ Qingyu Shi ⋅ Hang Chen ⋅ Jie Peng ⋅ Liuyun Jiang ⋅ Shuangchen Zhao ⋅ Huiguang He
[ Slides [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse ActionGen: Accelerating Diffusion Policy with Real-time Pruning
Kangye Ji ⋅ Yuan Meng ⋅ Jianbo Zhou ⋅ Ye Li ⋅ Hanyun Cui ⋅ Zhi Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment
Kaijun Zhou ⋅ DaPeng ⋅ Qiwei Chen ⋅ Zhiyang Li ⋅ Xijun Li ⋅ Jinyu Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Based Diffusion Sampling for Predictive Control in Offline Decision Making
Haldun Balim ⋅ Na Li ⋅ Yilun Du
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation
Zhiming Xu ⋅ Weitao Zhou ⋅ Xianghui Pan ⋅ Chenpeng Yao ⋅ Nanshan Deng ⋅ Chengju Liu ⋅ Qijun Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoSA: Motion-constrained Stress Adaptation for Mitigating Real-to-Sim Gap in Continuum Dynamics via Learning Residual Anisotropy
Jiaxu Wang ⋅ Junhao He ⋅ Jingkai SUN ⋅ Yi Gu ⋅ Yunyang Mo ⋅ Jiahang Cao ⋅ Qiang Zhang ⋅ Renjing Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
Saehun Chun ⋅ Sera Choi ⋅ Wonje Choi ⋅ Sanghyun Ahn ⋅ Honguk Woo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SAD-Flower: Flow Matching for Safe, Admissible, and Dynamically Consistent Planning
Tzu-Yuan Huang ⋅ Armin Lederer ⋅ Dai-Jie Wu ⋅ Xiaobing Dai ⋅ Sihua Zhang ⋅ Hsiu-Chin Lin ⋅ Shao-Hua Sun ⋅ Stefan Sosnowski ⋅ Sandra Hirche
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying Action Space Design for Robotic Manipulation Policies
Yuchun Feng ⋅ Jinliang Zheng ⋅ Zhihao Wang ⋅ Dongxiu Liu ⋅ Jianxiong Li ⋅ Jiangmiao Pang ⋅ Tai Wang ⋅ Xianyuan Zhan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Move Before Learning to Do: Task-Agnostic pretraining for VLAs
Junhao Shi ⋅ Siyin Wang ⋅ Xiaopeng Yu ⋅ Li Ji ⋅ Jingjing Gong ⋅ Xipeng Qiu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter
Xukun Li ⋅ Yu Sun ⋅ Lei Zhang ⋅ Bo-Sheng Huang ⋅ Yibo Peng ⋅ Yuan Meng ⋅ Haojun Jiang ⋅ Shaoxuan Xie ⋅ Guocai Yao ⋅ Alois Knoll ⋅ Zhenshan Bing ⋅ Xinlong Wang ⋅ Zhenguo Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning High-Frequency Continuous Action Chunks in Latent Space
Kunyun Wang ⋅ Yuhang Zheng ⋅ Jieru Zhao ⋅ Yupeng Zheng ⋅ Wenchao Ding
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Move-Then-Operate: Behavioral Phasing for Human-Like Robotic Manipulation
Haoming Xu ⋅ Lei Lei ⋅ Jie Gu ⋅ Chu Tang ⋅ Jingmin Chen ⋅ Rui-Qi Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Reconfigure: Co-designing Reconfigurable robots for Heterogeneous Locomotion
Xiaoyu Xiong ⋅ Kehan Liu ⋅ HuiYi Yan ⋅ Shengjie Wang ⋅ Yang Gao ⋅ Tao Du
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sentinel-VLA: A Metacognitive VLA Model with Active Status Monitoring for Dynamic Reasoning and Error Recovery
Wenhao Li ⋅ Xiu Su ⋅ Dan Niu ⋅ Yichao Cao ⋅ Hongyan Xu ⋅ Zhe Qu ⋅ Lei Fan ⋅ Shan You ⋅ Chang Xu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Recovering Hidden Reward in Diffusion-Based Policies
Yanbiao Ji ⋅ Qiuchang Li ⋅ Yuting Hu ⋅ Shaokai Wu ⋅ Wenyuan XIE ⋅ Guodong ZHANG ⋅ Qichen He ⋅ Deyi Ji ⋅ Yue Ding ⋅ Hongtao Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
N2M: Bridging Navigation and Manipulation by Learning Pose Preference from Rollout
Kaixin Chai ⋅ Hyunjun Lee ⋅ Joseph Lim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dyn-VPP: Video Prediction Policy Optimization for Improved Visual Dynamics
Zirui Ge ⋅ Pengxiang Ding ⋅ Yemin Wang ⋅ BaoHuaYin ⋅ Qishen Wang ⋅ Zhiyong Xie ⋅ Hengtao Li ⋅ Runze Suo ⋅ Wenxuan Song ⋅ Han Zhao ⋅ Shangke Lyu ⋅ Haoang Li ⋅ RAN CHENG ⋅ Cheng Chi ⋅ Hui-Bin Ge ⋅ Yaozhi Luo ⋅ Donglin Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FocalPolicy: Frequency-Optimized Chunking and Locally Anchored Flow Matching for Coherent Visuomotor Policy
Qian He ⋅ Zhenshuo Yang ⋅ Wenqi Liang ⋅ Chunhui Hao ⋅ Nicu Sebe ⋅ Jiandong Tian
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
EnsembleVLA: Ensemble Learning for Vision-Language Action Models
Mingchen Song ⋅ Xiang Deng ⋅ jie wei ⋅ Dongmei Jiang ⋅ Liqiang Nie ⋅ Weili Guan
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixture of Horizons in Action Chunking
Dong Jing ⋅ Gang Wang ⋅ Jiaqi Liu ⋅ Weiliang Tang ⋅ Zelong Sun ⋅ Yunchao Yao ⋅ Zhenyu Wei ⋅ Yunhui Liu ⋅ Zhiwu Lu ⋅ Mingyu Ding
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoIRL-AD: Collaborative-Competitive Imitation-Reinforcement Learning in Latent World Models for Autonomous Driving
Xiaoji Zheng ⋅ Ziyuan Yang ⋅ Yuhang PENG ⋅ Yanhao Chen ⋅ Yuanrong Tang ⋅ Gengyuan Liu ⋅ Bokui Chen ⋅ Jiangtao Gong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SceneSmith: Agentic Generation of Simulation-Ready Indoor Scenes
Nicholas Pfaff ⋅ Thomas Cohn ⋅ Sergey Zakharov ⋅ Rick Cory ⋅ Russ Tedrake
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Human-Robot Collaboration via Heterogeneous-Agent Lyapunov Policy Optimization
Hao Zhang ⋅ Yaru Niu ⋅ Yikai Wang ⋅ Ding Zhao ⋅ Eric Tseng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation
Lingxuan Wu ⋅ Zijian Zhu ⋅ Lizhong Wang ⋅ Chengyang Ying ⋅ Huayu Chen ⋅ Xiao Yang ⋅ Fangming Liu ⋅ Jun Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NavOL: Navigation Policy with Online Imitation Learning
Xiaofei Wei ⋅ Chun Gu ⋅ Li Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Turning Adaptation into Assets: Cross-Domain Bridging for Online Vision-Language Navigation
Zixuan Hu ⋅ Xuantuo Huang ⋅ Yancheng Li ⋅ Yichun Hu ⋅ Shengyong Xu ⋅ LINGYU DUAN
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Policy Learning via Spectral Decomposition
Shuxin Cao ⋅ Liquan Wang ⋅ Walker Byrnes ⋅ Yiye Chen ⋅ Yilun Du ⋅ Animesh Garg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Control: Adjoint Learning Through Equilibrium Constraints
Dezhong Tong ⋅ Jiawen Wang ⋅ Hengyi Zhou ⋅ Yinlong Shen ⋅ Xiaonan Huang ⋅ Mohammad Khalid Jawed
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HIER: Human-in-the-Loop Imagination–Execution Refinement for General Real-World Vision-Language-Action Models
Zekai Li ⋅ Changhao Li ⋅ Ding Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
Mu Huang ⋅ Hui Wang ⋅ Kerui Ren ⋅ Linning Xu ⋅ Mulin Yu ⋅ Yunsong Zhou ⋅ Bo Dai ⋅ Jiangmiao Pang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Real-World Robot Policy Evaluation via Discrete Diffusion World Model
Yaxuan Li ⋅ Junjie Wen ⋅ Zhongyi Zhou ⋅ Yefei Chen ⋅ Chaomin Shen ⋅ Yaxin Peng ⋅ Yichen Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Making Learner Weakness Actionable for Learning from Demonstration with Novice Teachers
Yuqing Zhu ⋅ Matthew Howard
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STEP: Warm-Started Visuomotor Policies with Spatiotemporal Consistency Prediction
Jinhao Li ⋅ Yuxuan Cong ⋅ Yingqiao Wang ⋅ Hao Xia ⋅ Shan Huang ⋅ Yijia Zhang ⋅ Ningyi Xu ⋅ Guohao Dai
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIMMT: Less is More for Motion Tracking
Yu Guan ⋅ Zekun Qi ⋅ Chenghuai Lin ⋅ Xuchuan Chen ⋅ Wenyao Zhang ⋅ Jilong Wang ⋅ XinQiang Yu ⋅ He Wang ⋅ Li Yi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scalable and General Whole-Body Control for Cross-Humanoid Locomotion
Yufei Xue ⋅ Yunfeng Lin ⋅ Wentao Dong ⋅ Yang Tang ⋅ Jingbo Wang ⋅ Jiangmiao Pang ⋅ Ming Zhou ⋅ Minghuan Liu ⋅ Weinan Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CorrectionPlanner: Self-Correction Planner with Reinforcement Learning in Autonomous Driving
Yihong Guo ⋅ Dongqiangzi Ye ⋅ Sijia Chen ⋅ Anqi Liu ⋅ Xianming Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OXE-AugE: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning
Guanhua Ji ⋅ Harsha Polavaram ⋅ Lawrence Yunliang Chen ⋅ Sandeep Bajamahal ⋅ Zehan Ma ⋅ Simeon Adebola ⋅ Chenfeng Xu ⋅ Ken Goldberg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contrastive Representation Regularization for Vision-Language-Action Models
Taeyoung Kim ⋅ Jimin Lee ⋅ Myungkyu Koo ⋅ Dongyoung Kim ⋅ Kyungmin Lee ⋅ Changyeon Kim ⋅ Younggyo Seo ⋅ Jinwoo Shin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling by Diversified Experience for Vision-Language-Action Models
Leiyu Wang ⋅ Zhaofengnian Wang ⋅ Xueqi Li ⋅ Luoyi Fan ⋅ Cewu Lu ⋅ Nanyang Ye
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RDT2: Exploring the Scaling Limit of UMI Data Towards Zero-Shot Cross-Embodiment Generalization
LIU SONGMING ⋅ Bangguo Li ⋅ Kai Ma ⋅ Lingxuan Wu ⋅ Hengkai Tan ⋅ Xiao Ouyang ⋅ Hang Su ⋅ Jun Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAST: Bridging Vision-Language and Action Manifolds via Gromov-Wasserstein Alignment
Huaihai Lyu ⋅ Chaofan Chen ⋅ Yuheng Ji ⋅ Xiansheng Chen ⋅ Pengwei Wang ⋅ Shanghang Zhang ⋅ Changsheng Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeDec: Constrained Decoding for Safe Autoregressive Generalist Robot Navigation Policies
Parv Kapoor ⋅ Akila Ganlath ⋅ Michael Clifford ⋅ Changliu Liu ⋅ Sebastian Scherer ⋅ Eunsuk Kang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
Ruiheng Liu ⋅ Haihong Hao ⋅ Mingfei Han ⋅ Xin Gu ⋅ Kecheng Zhang ⋅ Changlin Li ⋅ Xiaojun Chang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ERGeoBench: A Comprehensive Benchmark for Embodied Reasoning and Geo-localization in Multimodal Large Language Models
Kaiwen Xue ⋅ Tao Wei ⋅ Zhonghong Ou ⋅ Guoxin Zhang ⋅ Kaoyan Lu ⋅ Yu Feng ⋅ Yifan Zhu ⋅ Haoran Luo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VLAW: Iterative Co-Improvement of Vision-Language-Action Policy and World Model
Yanjiang Guo ⋅ Tony Lee ⋅ Lucy Xiaoyang Shi ⋅ Jianyu Chen ⋅ Percy Liang ⋅ Chelsea Finn
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bring My Cup! Personalizing Vision-Language-Action Models with Visual Attentive Prompting
Sangoh Lee ⋅ Sangwoo Mo ⋅ Wook-Shin Han
[ Slides [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
Shuanghao Bai ⋅ Jing Lyu ⋅ Wanqi Zhou ⋅ Zhe Li ⋅ Dakai Wang ⋅ Lei Xing ⋅ Xiaoguang Zhao ⋅ Pengwei Wang ⋅ Zhongyuan Wang ⋅ Cheng Chi ⋅ Badong Chen ⋅ Shanghang Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FoundObj: Self-supervised Foundation Models as Rewards for Label-free 3D Object Segmentation
Zihui Zhang ⋅ Zhixuan Sun ⋅ Yafei YANG ⋅ Jinxi Li ⋅ Jiahao Chen ⋅ Bo Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HiMe: Hierarchical Embodied Memory for Long-Horizon Vision-Language-Action Control
Li Ji ⋅ Siyin Wang ⋅ Pengfang Qian ⋅ Xiaopeng Yu ⋅ Yihai Tian ⋅ Zhaoye Fei ⋅ Jingjing Gong ⋅ Xipeng Qiu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SkillNet: Hierarchical Skill Modeling for Compositional Generalization in Vision-Language Action Models
Senwei Xie ⋅ Yuntian Zhang ⋅ Zhenzhou Tan ⋅ Ruiping Wang ⋅ Pengwei Wang ⋅ Shanghang Zhang ⋅ Xilin Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVISTA-4D: View-Consistent 4D World Model with Test-Time Action Inference for Robotic Manipulation
Jiaxu Wang ⋅ JIANG Yicheng ⋅ Tianlun HE ⋅ Jingkai SUN ⋅ Qiang Zhang ⋅ Jiahang Cao ⋅ Zesen Gan ⋅ Mingyuan Sun ⋅ Qiming Shao ⋅ Xiangyu Yue
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniMapping: Unified SLAM Framework for Map-Centric Embodied Perception
Xiaze Zhang ⋅ Ziheng Ding ⋅ Yuejie Zhang ⋅ lifeng chen ⋅ Rui Feng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
UniCoD: Enhancing Robot Policy via Unified Continuous and Discrete Representation Learning
Jianke Zhang ⋅ Yucheng Hu ⋅ Yanjiang Guo ⋅ Xiaoyu Chen ⋅ Yichen Liu ⋅ Wenna Chen ⋅ Chaochao Lu ⋅ Jianyu Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NeurVLA: Unleashing Failure-Handling Capability of Vision-Language-Action Models via Neural-Symbolic Reasoning
Xuqi Liu ⋅ Minghe Gao ⋅ Juncheng Li ⋅ Siliang Tang
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
Yunchao Zhang ⋅ Yijia Weng ⋅ Ruizhe Liu ⋅ Ming Hu ⋅ Leonidas Guibas ⋅ Yanchao Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
Balázs Gyenes ⋅ Emiliyan Gospodinov ⋅ Jan Frieling ⋅ Enrico Krohmer ⋅ Nicolas Schreiber ⋅ Xiaogang Jia ⋅ Niklas Freymuth ⋅ Gerhard Neumann
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
See What Matters: Differentiable Grid Sample Pruning for Generalizable Vision-Language-Action Model
Yixu Feng ⋅ Zinan Zhao ⋅ Yanxiang Ma ⋅ Chenghao Xia ⋅ Chengbin Du ⋅ Yunke Wang ⋅ Chang Xu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Cross-Tactile Sensor Representation Learning
Yan Zhang ⋅ Zheng WANG ⋅ Pengpeng Zeng ⋅ Xing Xu ⋅ Jingkuan Song ⋅ Heng Tao Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Motion Planning in Compressed Representation Spaces
Lukas Lao Beyer ⋅ Sertac Karaman
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LARA: Latent Action Representation Alignment for Vision-Language-Action Models
Mengya Liu ⋅ Baoxiong Jia ⋅ Jiangyong Huang ⋅ Jingze Zhang ⋅ Siyuan Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing Realism from Simulation: Efficient Video Transfer for Vision-Language-Action Data Augmentation
Chenyu Hui ⋅ Xiaodi Huang ⋅ Siyu Xu ⋅ Yunke Wang ⋅ Shan You ⋅ Fei Wang ⋅ Tao Huang ⋅ Chang Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HALO: A Unified Vision-Language-Action Model for Embodied Multimodal Chain-of-Thought Reasoning
Quanxin Shou ⋅ Fangqi Zhu ⋅ Shuang Chen ⋅ Puxin Yan ⋅ Zhengyang Yan ⋅ Yikun Miao ⋅ Xiaoyi Pang ⋅ Zicong Hong ⋅ Ruikai Shi ⋅ Hao HUANG ⋅ Jie ZHANG ⋅ Song Guo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RoboMME: Benchmarking and Understanding Memory for Robotic Generalist Policies
Yinpei Dai ⋅ Hongze Fu ⋅ Jayjun Lee ⋅ Yuejiang Liu ⋅ Haoran Zhang ⋅ Jianing Yang ⋅ Chelsea Finn ⋅ Nima Fazeli ⋅ Joyce Chai
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LAGEA: Language Guided Embodied Agents for Robotic Manipulation
Abdul Monaf Chowdhury ⋅ Akm Moshiur Rahman Mazumder ⋅ Safaeid Arib ⋅ Rabeya Akter
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LaST$_{0}$: Latent Spatio-Temporal Chain-of-Thought for Robotic Vision-Language-Action Model
Zhuoyang Liu ⋅ Jiaming Liu ⋅ Hao Chen ⋅ Jiale Yu ⋅ Ziyu Guo ⋅ Chengkai Hou ⋅ Xiangju Mi ⋅ Chenyang Gu ⋅ Renrui Zhang ⋅ Kun Wu ⋅ Zhengping Che ⋅ Jian Tang ⋅ Pheng Ann Heng ⋅ Shanghang Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FOCA: Future-Oriented Conditioning for Data-Efficient Vision-Language-Action Adaptation
Duc Nguyen ⋅ Nghiem Diep ⋅ Binh Nguyen Gia ⋅ Trong-Bao Ho ⋅ Doanh Le Thien ⋅ Quang Nguyen ⋅ Thien-Loc Ha ⋅ Tran Van Nhiem ⋅ Bao Thach ⋅ Tran Nhat ⋅ Tuan Tran ⋅ Artur Habuda ⋅ Philip Møller ⋅ Tran Nguyen Le ⋅ Daniel Sonntag ⋅ Mathias Niepert ⋅ Khoa Doan ⋅ Vu Duong ⋅ Hung Ngo ⋅ Minh VU ⋅ Duy Nguyen ⋅ An Thai Le ⋅ Vien Ngo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Instruction Decomposition and Action Alignment for Vision-Language Navigation
Zihao Xin ⋅ Wentong Li ⋅ Yixuan Jiang ⋅ Bin Wang ⋅ Piji Li ⋅ Jianke Zhu ⋅ Jie Qin ⋅ Sheng-Jun Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Self-CriTeach: LLM Self-Teaching and Self-Critiquing for Improving Robotic Planning via Automated Domain Generation
Jinbang Huang ⋅ Zhiyuan Li ⋅ Yuanzhao Hu ⋅ Zhanguang Zhang ⋅ Mark Coates ⋅ Xingyue Quan ⋅ Yingxue Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation
Letian Fu ⋅ Justin Yu ⋅ Karim El-Refai ⋅ Ethan Kou ⋅ Haoru Xue ⋅ Huang Huang ⋅ Wenli Xiao ⋅ Li Fei-Fei ⋅ Guanya Shi ⋅ Jiajun Wu ⋅ S. Sastry ⋅ Yuke Zhu ⋅ Ken Goldberg ⋅ Jim Fan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Model to Translate Them All: Universal Any-to-Any Translation for Heterogeneous Collaborative Perception
Yang Li ⋅ Weize Li ⋅ Quan Yuan ⋅ Guiyang Luo ⋅ Shao Congzhang ⋅ Yunqi Ba ⋅ Xuanhan Zhu ⋅ Xinyuan Ding ⋅ Xiaoyuan Fu ⋅ Jinglin Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReLAM: Learning Anticipation Model for Rewarding Visual Robotic Manipulation
Nan Tang ⋅ Jing-Cheng Pang ⋅ Guanlin Li ⋅ Chao Qian ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVP-LAM: Learning Action-Centric Latent Action via Cross-Viewpoint Reconstruction
Jung Min Lee ⋅ Dohyeok Lee ⋅ Seokhun Ju ⋅ Taehyun Cho ⋅ Jin Koo ⋅ Li Zhao ⋅ Sangwoo Hong ⋅ Jungwoo Lee
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models
Hanxin Zhang ⋅ Mingshuo Xu ⋅ Abdulqader Dhafer ⋅ Shigang Yue ⋅ Hongbiao Dong ⋅ Zhou Daniel Hao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MFH-NAS:A Hybrid Neural Architecture Search Framework for Multimodal Fusion Object Detection
QuanWei Gao ⋅ Shuqi Zhao ⋅ Ruyu Wang ⋅ Shuyin Zhang ⋅ Cong Liu ⋅ Zirui Luo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning
Yupeng Chen ⋅ Senmiao Wang ⋅ Yushun Zhang ⋅ Zhihang Lin ⋅ Haozhe Zhang ⋅ Weijian Sun ⋅ Tian Ding ⋅ Ruoyu Sun
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Quantum Deep Learning Still Needs a Quantum Leap
Hans Gundlach ⋅ Hrvoje Kukina ⋅ Jayson Lynch ⋅ Neil Thompson
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Per-Image Low-Rank to Encoding Mismatch: Rethinking Feature Distillation in Vision Transformers
Huiyuan Tian ⋅ Bonan Xu ⋅ Shijian Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HypCL: Adapting CLIP in Hyperbolic Space for Continual Learning
Quan Cheng ⋅ Hao Yu ⋅ Da-Wei Zhou ⋅ Lijun Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Controlled LLM Training on Spectral Sphere
Tian Xie ⋅ Haoming Luo ⋅ Haoyu Tang ⋅ Hu Yiwen ⋅ Jason Liu ⋅ Qingnan Ren ⋅ Yang Wang ⋅ Xin Zhao ⋅ Rui Yan ⋅ Bing Su ⋅ Chong Luo ⋅ Baining Guo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IO-Adam: Rethinking Memory-Efficient Adaptive Optimizers from Gradient Computation
Yiting Chen ⋅ Zongwei Huo ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniMoE: An Efficient MoE by Orchestrating Atomic Experts at Scale
Jingze Shi ⋅ Zhangyang Peng ⋅ Yizhang Zhu ⋅ Yifan WU ⋅ Guang Liu ⋅ Yuyu Luo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Least-Loaded Expert Parallelism: Load Balancing An Imbalanced Mixture-of-Experts
Xuan-Phi Nguyen ⋅ Shrey Pandit ⋅ Austin Xu ⋅ Caiming Xiong ⋅ Shafiq Joty
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SPLIT-VLM: Salience-Guided Partitioning towards Local Coverage for Importance-Aware Token Dropping in Vision-Language Models
Seungil Lee ⋅ Gilha lee ⋅ Hyun Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OLion: Approaching the Hadamard Ideal by Intersecting Spectral and L inf Implicit Biases
Zixiao Wang ⋅ Yifei Shen ⋅ Huishuai Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automatic Pruning Discovery for Large Language Models
Haidong Kang ⋅ Lihong Lin ⋅ Enneng Yang ⋅ Hong-Ning Dai ⋅ Hao Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LoSA: Locality Aware Sparse Attention in Diffusion Language Models
Haocheng Xi ⋅ Harman Singh ⋅ Yuezhou Hu ⋅ Coleman Hooper ⋅ Rishabh Tiwari ⋅ Aditya Tomar ⋅ Wonjun Kang ⋅ Minjae Lee ⋅ Michael Mahoney ⋅ Chenfeng Xu ⋅ Kurt Keutzer ⋅ Amir Gholaminejad
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GradientStabilizer: Fix the Norm, Not the Gradient
Tianjin Huang ⋅ Zhangyang “Atlas” Wang ⋅ Haotian Hu ⋅ Zhenyu Zhang ⋅ Gaojie Jin ⋅ Xiang Li ⋅ Li Shen ⋅ Jiaxing Shang ⋅ Tianlong Chen ⋅ Ke Li ⋅ Lu Liu ⋅ Qingsong Wen ⋅ Shiwei Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Progressive Training: scaling up depth capacity of zero/one-layer models
Zhiqi Bu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Per-example Gradients: a New Frontier for Understanding and Improving Optimizers
Vincent Roulet ⋅ Atish Agarwala
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRAC: Principal-Random Subspace for LLM Activation Compression and Memory-Efficient Training
Yanyi Li ⋅ Yimu Zhang ⋅ Cong Fang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hybrid Policy Distillation for LLMs
Wenhong Zhu ⋅ Ruobing Xie ⋅ Rui Wang ⋅ Pengfei Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
dTRPO : Trajectory Reduction in Policy Optimization of Diffusion Large Language Models
Wenxuan Zhang ⋅ Lemeng Wu ⋅ Changsheng Zhao ⋅ Ernie Chang ⋅ Mingchen Zhuge ⋅ Zechun Liu ⋅ Andy (DiJia) Su ⋅ Hanxian Huang ⋅ Jun Chen ⋅ Chong Zhou ⋅ Raghuraman Krishnamoorthi ⋅ Vikas Chandra ⋅ Mohamed Elhoseiny ⋅ Wei Wen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Caracal: Causal Architecture via Spectral Mixing
BINGZHENG GAN ⋅ Tianyi Zhang ⋅ LI YUSU ⋅ Jing Huang ⋅ Wei Shi ⋅ Yangkai Ding ⋅ Tao Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
Romeo Valentin ⋅ Sydney Katz ⋅ Vincent Vanhoucke ⋅ Mykel Kochenderfer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution
Wan Song ⋅ Zhou Wei ⋅ Rui Wang ⋅ Jun Yu ⋅ Toru Kurihara ⋅ Xu Jiajia ⋅ shu zhan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DecFus: Decentralized Layer-wise Fusion with Dynamic Exploration and Exploitation
Li Yang ⋅ Jialong Sun ⋅ Chuhai Cai ⋅ Xinyang Liu ⋅ Yichen Li ⋅ Bowen Peng ⋅ Jialong Li ⋅ Bo Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PRISM: Distribution-free Adaptive Computation of Matrix Functions for Accelerating Neural Network Training
Shenghao Yang ⋅ Zhichao Wang ⋅ Oleg Balabanov ⋅ N. Benjamin Erichson ⋅ Michael Mahoney
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Advancing SVD-based LLM Compression via Layer-Wise Error Model Search
Moritz Thoma ⋅ Maximilian Groezinger ⋅ Maximilian Forstenhäusler ⋅ Emad Aghajanzadeh ⋅ Manoj Rohit Vemparala ⋅ Christos Anagnostopoulos ⋅ Pierpaolo Mori ⋅ Nael Fasfous ⋅ Alexander Frickenstein ⋅ Daniel Mueller-Gritschneder ⋅ Ulf Schlichtmann
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tuning of Transformer models with Frames
Harshavardhan Adepu ⋅ Li Zhang ⋅ Sanjiv Kumar ⋅ Vikas Singh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GradPower: Powering Gradients for Faster Language Model Pre-Training
Jinbo Wang ⋅ Mingze Wang ⋅ Jiaqi Zhang ⋅ Peng Pei ⋅ Wei Wang ⋅ Xunliang Cai ⋅ Weinan E ⋅ Lei Wu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RapTB: Rooted Absorbed Trajectory Balance with Submodular Replay for Stable Autoregressive GFlowNet Training
Xi Wang ⋅ Wenbo Lu ⋅ Shenji Wan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Path-conditioned training: a principled way to rescale ReLU neural networks
Arthur Lebeurrier ⋅ Titouan Vayer ⋅ Rémi Gribonval
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clover: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation
Andrei Panferov ⋅ Erik Schultheis ⋅ Soroush Tabesh ⋅ Dan Alistarh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TetraJet-v2: Accurate NVFP4 Training for Large Language Models with Oscillation Suppression and Outlier Control
Yuxiang Chen ⋅ Yifan Liu ⋅ Xiaoming Xu ⋅ Pengle Zhang ⋅ Michael Beyer ⋅ Martin Rapp ⋅ Jun Zhu ⋅ Jianfei Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LoRDO: Distributed Low-Rank Optimization with Infrequent Communication
Andrej Jovanović ⋅ Alex Iacob ⋅ Mher Safaryan ⋅ Ionut-Vlad Modoranu ⋅ Lorenzo Sani ⋅ Shen ⋅ Xinchi Qiu ⋅ Dan Alistarh ⋅ Nicholas Lane
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Activation-Free Backbones for Image Recognition: Polynomial Alternatives for Spatial and Channel Mixing
Jeffrey Wang ⋅ Jonathan Gregory ⋅ Grigorios Chrysos
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpretable Discovery of One-parameter Subgroups: A Modular Framework for Elliptical, Hyperbolic, and Parabolic Symmetries
Pavan Karjol ⋅ Vivek Kashyap ⋅ Rohan Venkatesh Kashyap ⋅ Prathosh AP
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Prompt Estimation from Prototypes for Federated Prompt Tuning of Vision Transformers
Yashwanth Mandula ⋅ Sharannya Ghosh ⋅ Aditay Tripathi ⋅ Anirban Chakraborty
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation
Mingwei Li ⋅ Hehe Fan ⋅ Yi Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Hallucinations in Large Vision-Language Models via Causal Route Gating
Zhe Cheng ⋅ Wenyu Chen ⋅ Fode Zhang ⋅ Dehuan Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
Haoran Zhao ⋅ Caren Han ⋅ Eduard Hovy
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Balancing Understanding and Generation in Discrete Diffusion Models
Yue Liu ⋅ Yuzhong Zhao ⋅ Zheyong Xie ⋅ Qixiang Ye ⋅ Jianbin Jiao ⋅ Yao Hu ⋅ Shaosheng Cao ⋅ Liu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model?
Jingyi Zhang ⋅ Tianyi Lin ⋅ Huanjin Yao ⋅ Xiang Lan ⋅ Shunyu Liu ⋅ Jiaxing Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Noise to Intent: Anchoring Generative VLA Policies with Residual Bridges
Yiming Zhong ⋅ Yaoyu He ⋅ Zemin Yang ⋅ Pengfei Tian ⋅ Yifan Huang ⋅ Qingqiu Huang ⋅ Xinge Zhu ⋅ Yuexin Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Seeing Without Understanding: Disentangling Perception, Reasoning, and Simulation in VLM Gameplay
Dingyang Jin ⋅ Jiawei He ⋅ Calvin Lo ⋅ Steven Hu ⋅ RYAN RAD
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GePBench: Evaluating Fundamental Geometric Perception for Multimodal Large Language Models
Shangyu Xing ⋅ Changhao Xiang ⋅ Xinyu Liu ⋅ Zhangtai Wu ⋅ Zhen Wu ⋅ Yue YIfan ⋅ Yuteng Han ⋅ Fei Zhao ⋅ Xinyu Dai
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders
Siqi Kou ⋅ Jiachun Jin ⋅ Zetong Zhou ⋅ Ye Ma ⋅ Yugang Wang ⋅ Quan Chen ⋅ Peng Jiang ⋅ Xiao Yang ⋅ Jun Zhu ⋅ Kai Yu ⋅ Zhijie Deng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density
Jingru Fei ⋅ Kun Yi ⋅ Alex Wang ⋅ Qingsong Wen ⋅ Xiangxiang Zhu ⋅ Wei Fan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AlphaGRPO: Unlocking Self-Reflective Multimodal Generation in Unified Multimodal Models via Decompositional Verifiable Reward
Runhui Huang ⋅ Jie Wu ⋅ Rui Yang ⋅ Zhe Liu ⋅ Hengshuang Zhao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ScDiVa: Masked Discrete Diffusion for Joint Modeling of Single-Cell Identity and Expression
Mingxuan Wang ⋅ Gaoyang Jiang ⋅ ZiJia Ren ⋅ Lu Shi ⋅ Cheng Chen ⋅ Chuangxin Zhao ⋅ Yanbiao Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Giving Sensors a Voice: Multimodal JEPA for Semantic Time-Series Embeddings
Gerardo Pastrana ⋅ Sina Pakazad ⋅ Henrik Ohlsson ⋅ Utsav Dutta
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Dowser: Data-Free Importance Probing to Mitigate Catastrophic Forgetting in Multimodal Large Language Models
Hyeontaek Hwang ⋅ DINH SON NGUYEN ⋅ Daeyoung Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attentive Multi-Layer Fusion for Vision Transformers
Laure Ciernik ⋅ Marco Morik ⋅ Lukas Thede ⋅ Luca Eyring ⋅ Shinichi Nakajima ⋅ Zeynep Akata ⋅ Lukas Muttenthaler
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preconditioning Neural Tangent Kernel for Adaptive Optimization
Xiyuan Yang ⋅ Wenxuan Bao ⋅ Katherine Tieu ⋅ Jingrui He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Model-Preserving Adaptive Rounding
Albert Tseng ⋅ Zhaofeng Sun ⋅ Chris De Sa
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preference Goal Tuning: Post-Training as Latent Control for Frozen Policies
Guangyu Zhao ⋅ Kewei Lian ⋅ Haoxuan Ru ⋅ Borong Zhang ⋅ Haowei Lin ⋅ Zhancun Mu ⋅ Haobo Fu ⋅ Qiang Fu ⋅ Shaofei Cai ⋅ Zihao Wang ⋅ Yitao Liang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Uncovering Grounding IDs: How External Cues Shape Multi-Modal Binding
Amirmohammad Izadi ⋅ Hosein Hasani ⋅ Fatemeh Askari ⋅ Mobin Bagherian ⋅ Sadegh Mohammadian ⋅ Mohammad Izadi ⋅ Mahdieh Baghshah
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foundation Inference Models for Ordinary Differential Equations
Maximilian Mauel ⋅ Johannes Hübers ⋅ David Berghaus ⋅ Patrick Seifner ⋅ Ramses J Sanchez
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CAOS: Conformal Aggregation of One-Shot Predictors
Maja Waldron
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hierarchical Procedural Meta-Reasoning for Generalizable Multimodal Agents
Yao Fu ⋅ Shengyi Qian ⋅ Pierluca D'Oro ⋅ Fanyi Xiao ⋅ Honglak Lee ⋅ Joseph Tighe ⋅ Manchen Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Reasoning Collapse in LLM Agent Reinforcement Learning
Zihan (Zenus) Wang ⋅ Chi Gui ⋅ Xing Jin ⋅ Qineng Wang ⋅ Licheng Liu ⋅ Kangrui Wang ⋅ Shiqi Chen ⋅ Linjie Li ⋅ Zhengyuan Yang ⋅ Pingyue Zhang ⋅ Yiping Lu ⋅ Jiajun Wu ⋅ Li Fei-Fei ⋅ Lijuan Wang ⋅ Yejin Choi ⋅ Manling Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BioToken and BioFM – Biologically-Informed Tokenization Enables Accurate and Efficient Genomic Foundation Models
Aleksandr Medvedev ⋅ Karthik Viswanathan ⋅ Praveenkumar Kanithi ⋅ Kirill Vishniakov ⋅ Prateek Munjal ⋅ Clement Christophe ⋅ Tiago Magalhaes ⋅ Marco Pimentel ⋅ Ronnie Rajan ⋅ SHADAB KHAN
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Enabling Faithful Camera Control in Video Diffusion through Geometry-Flow-Guided Noise Warping
Haoyu Zhao ⋅ Jiaxi Gu ⋅ Haoran Chen ⋅ Qingping Zheng ⋅ Yeying Jin ⋅ Hongyi Yang ⋅ JunqiCheng ⋅ Yuang Zhang ⋅ Zenghui Lu ⋅ Huan Yu ⋅ Jie Jiang ⋅ Peng Shu ⋅ Zuxuan Wu ⋅ Yu-Gang Jiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Rate-Distortion-Perception Traversal With Diffusion
Yuhan Wang ⋅ Suzhi Bi ⋅ Angela Yingjun Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Light Forcing: Accelerating Autoregressive Video Diffusion via Sparse Attention
Chengtao Lv ⋅ Yumeng Shi ⋅ Yushi Huang ⋅ Ruihao Gong ⋅ Shen Ren ⋅ Wenya Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MIRO: MultI-Reward cOnditioned pretraining improves T2I quality and efficiency
Nicolas Dufour ⋅ Lucas Degeorge ⋅ Arijit Ghosh ⋅ Vicky Kalogeiton ⋅ David Picard
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NaviCache: Test-Time Self-Calibration Caching for Video Generation
Zheqi Lv ⋅ Zhibo Zhu ⋅ Jinke Wang ⋅ Qi Tian ⋅ Shengyu Zhang ⋅ Zhengyu Chen ⋅ Chengxi Zang ⋅ Zhou Zhao ⋅ Fei Wu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ProtoVAR: Efficient Dataset Distillation via Prototype-Guided Visual Autoregressive Modeling
Mingyu Wang ⋅ Wei Jiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TransLight: Image-Guided Customized Lighting Control with Generative Decoupling
Zongming Li ⋅ Lianghui Zhu ⋅ Haocheng Shen ⋅ Longjin Ran ⋅ Wenyu Liu ⋅ Xinggang Wang
[ Slides [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation
Daniil Selikhanovych ⋅ David Li ⋅ Aleksei Leonov ⋅ Nikita Gushchin ⋅ Sergei Kushneriuk ⋅ Alexander Filippov ⋅ Evgeny Burnaev ⋅ Iaroslav Koshelev ⋅ Aleksandr Korotin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Sparse Attention for Fast Video Generation via Offline Layer-Wise Sparsity Profiling and Online Bidirectional Co-Clustering
Jiayi Luo ⋅ Jiayu Chen ⋅ Jiankun Wang ⋅ Cong Wang ⋅ Hanxin Zhu ⋅ Qingyun Sun ⋅ Chen Gao ⋅ Zhibo Chen ⋅ Jianxin Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CamGeo: Sparse Camera-Conditioned Image-to-Video Generation with 3D Geometry Priors
Xuanyi Liu ⋅ Deyi Ji ⋅ Liqun Liu ⋅ Lanyun Zhu ⋅ Xuhang Chen ⋅ Qianxiong Xu ⋅ Peng Shu ⋅ Huan Yu ⋅ Jie Jiang ⋅ Feng Gao ⋅ Siwei Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DiffStyle3D: Consistent 3D Gaussian Stylization via Attention Optimization
Yitong Yang ⋅ Xuexin Liu ⋅ Yinglin Wang ⋅ Jing Wang ⋅ Hao Dou ⋅ Changshuo Wang ⋅ Shuting He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance
Ky Dan Nguyen ⋅ Hoang-Lam Tran ⋅ Anh-Dung Dinh ⋅ Daochang Liu ⋅ Weidong Cai ⋅ Xiuying Wang ⋅ Chang Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distilling Geometry Priors for 3D-Consistent Video Generation
Hongyang Du ⋅ Hongyang Du ⋅ Xiaoyan Cong ⋅ Runhao Li ⋅ Jingcheng Ni ⋅ Aman Agarwal ⋅ Zeqi Zhou ⋅ Zekun Li ⋅ Randall Balestriero ⋅ Yue Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Deep Forcing: Training-Free Long Video Generation with Deep Sink and Participative Compression
Jung Yi ⋅ Wooseok Jang ⋅ Paul Cho ⋅ Jisu Nam ⋅ Heeji Yoon ⋅ Seungryong Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Motion-Aware Caching for Efficient Autoregressive Video Generation
Jing Xu ⋅ Yuexiao Ma ⋅ Songwei Liu ⋅ Xuzhe Zheng ⋅ Shiwei Liu ⋅ Chenqian Yan ⋅ Xiawu Zheng ⋅ Rongrong Ji ⋅ Fei Chao ⋅ WANG
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HilbertA: Hilbert-Curve–Aligned Sparse Attention for 2D Structured Data
Shaoyi Zheng ⋅ Wenbo Lu ⋅ Yuxuan Xia ⋅ Shenji Wan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DynaMem: Consistent Long Video Generation via Hierarchical Memory and Motion Priors
Jingyu Lin ⋅ Xinyi Shang ⋅ Peng Sun ⋅ Cunjian Chen ⋅ Zhiqiang Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation
Chengzhuo Tong ⋅ Chang Mingkun ⋅ Shenglong Zhang ⋅ Yuran Wang ⋅ Cheng Liang ⋅ Zhizheng Zhao ⋅ Bohan Zeng ⋅ Yang Shi ⋅ Ruichuan An ⋅ Yifan Dai ⋅ Ziming Zhao ⋅ Guanbin Li ⋅ Pengfei Wan ⋅ Yuanxing Zhang ⋅ Wentao Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vision in One Vector: Implicit Visual Compression with Diffusion Foundation Models
Jiajun He ⋅ Zongyu Guo ⋅ Zhaoyang Jia ⋅ Xiaoyi Zhang ⋅ Jiahao Li ⋅ Xiao Li ⋅ Bin Li ⋅ Jose Miguel Hernandez-Lobato ⋅ Yan Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Causal Forcing: Autoregressive Diffusion Distillation Done Right for High-Quality Real-Time Video Generation
Hongzhou Zhu ⋅ Min Zhao ⋅ Guande He ⋅ Hang Su ⋅ Chongxuan Li ⋅ Jun Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search
Zhen Liu ⋅ Yuhan Liu ⋅ Jinjun Wang ⋅ Wei Song ⋅ Jianyi Liu ⋅ Jingwen Fu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$f$-Trajectory Balance: A Loss Family for Tuning GFlowNets, Generative Models, and LLMs with Off- and On-Policy Data
Jake Fawkes ⋅ Jason Hartford
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conf-Gen: Conformal Uncertainty Quantification for Generative Models
Gabriel Loaiza-Ganem ⋅ Kevin Zhang ⋅ Wei Cui ⋅ Marc Law ⋅ Kin Kwan Leung
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Phase-Type Variational Autoencoders for Heavy-Tailed Data
Abdelhakim Ziani ⋅ Andras Horvath ⋅ Paolo Ballarini
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Visual Implicit Autoregressive Modeling
Pengfei Jiang ⋅ Jixiang Luo ⋅ Luxi Lin ⋅ Zhaohong Huang ⋅ Xuelong Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Opportunistic Expert Activation: Batch-Aware Expert Routing for Faster Decode Without Retraining
Costin-Andrei Oncescu ⋅ Qingyang Wu ⋅ Wai Tong Chung ⋅ Tsai-chuan Wu ⋅ Bryan Gopal ⋅ Junxiong Wang ⋅ Tri Dao ⋅ Ben Athiwaratkun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Esoteric Language Models
Subham Sekhar Sahoo ⋅ Zhihan Yang ⋅ Yash Akhauri ⋅ Johnna Liu ⋅ Deepansha Singh ⋅ Zhoujun Cheng ⋅ Zhengzhong Liu ⋅ Eric Xing ⋅ John Thickstun ⋅ Arash Vahdat
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoST: Mixing Speech and Text with Modality-Aware Mixture of Experts
Yuxuan Lou ⋅ Kai Yang ⋅ Yang You
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation
Weimin Bai ⋅ Yubo Li ⋅ Weijian Luo ⋅ Zeqiang Lai ⋅ Yequan Wang ⋅ Wenzheng Chen ⋅ He Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Value-as-Return: A Two-Stage Framework to Align on the Optimal Score Function
Shikun Sun ⋅ Shuo Huang ⋅ Yiding Chen ⋅ Wen Sun ⋅ Jia Jia
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Projected Gradient Ascent for Efficient Reward-Guided Updates with One-Step Generative Models
Jisung Hwang ⋅ Minhyuk Sung
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RACER: Risk-Aware Calibrated Efficient Routing for Large Language Models
赛 郝 ⋅ Hao Zeng ⋅ Hongxin Wei ⋅ Bingyi Jing
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conflict-Aware Additive Guidance for Flow Models under Compositional Rewards
Xuehui Yu ⋅ Fucheng Cai ⋅ Meiyi Wang ⋅ Xiaopeng Fan ⋅ Harold Soh
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meta Flow Maps enable scalable reward alignment
Peter Potaptchik ⋅ Adhi Saravanan ⋅ Abbas Mammadov ⋅ Alvaro Prat ⋅ Michael Albergo ⋅ Yee-Whye Teh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ambient Dataloops: Generative Models for Dataset Refinement
Adrian Rodriguez-Munoz ⋅ William Daspit ⋅ Adam Klivans ⋅ Antonio Torralba ⋅ Constantinos Daskalakis ⋅ Giannis Daras
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Anytime Safe PAC Efficient Reasoning
Chengyao Yu ⋅ Hao Zeng ⋅ Youxin Zhu ⋅ Jianguo Huang ⋅ Huajun Zeng ⋅ Bingyi Jing
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Quantifying Temperature Scaling in Discrete Sequence (Language) Models
Hannah Scheufele ⋅ Peter Blohm ⋅ Vikas Garg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios
Xinyi Hu ⋅ Yuhao Shen ⋅ Zhang Baolin ⋅ Hengxin Zhang ⋅ Jun Dai ⋅ Shuang Ge ⋅ Chen Lei ⋅ Yue Li ⋅ Mingcheng Wan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-free Composition of Pre-trained GFlowNets for Multi-Objective Generation
Seokwon Yoon ⋅ Youngbin Choi ⋅ Seunghyuk Cho ⋅ Seungbeom Lee ⋅ MoonJeong Park ⋅ Dongwoo Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
d2: Improved Techniques for Training Reasoning Diffusion Language Models
Guanghan Wang ⋅ Gilad Turok ⋅ Yair Schiff ⋅ Marianne Arriola ⋅ Volodymyr Kuleshov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs
Jung Hyun Lee ⋅ June Yong Yang ⋅ Jungwook Choi ⋅ Eunho Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Escaping Mode Collapse in LLM Generation
Xin Du ⋅ Kumiko Tanaka-Ishii
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Multi-round LLM Inference over Disaggregated Serving
Wenhao He ⋅ Youhe Jiang ⋅ Penghao Zhao ⋅ Quanqing Xu ⋅ Eiko Yoneki ⋅ Bin Cui ⋅ Fangcheng Fu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SALE : Low-bit Estimation for Efficient Sparse Attention in Long-context LLM Prefilling
Xiaodong Ji ⋅ Hailin Zhang ⋅ Fangcheng Fu ⋅ Bin Cui
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
Yanlin Qi ⋅ Xinhang Chen ⋅ Huiqiang Jiang ⋅ Qitong Wang ⋅ Botao Peng ⋅ Themis Palpanas
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
Zecheng Tang ⋅ Quantong Qiu ⋅ Yi Yang ⋅ Zhiyi Hong ⋅ Haiya Xiang ⋅ Kebin Liu ⋅ Qingqing Dang ⋅ Juntao Li ⋅ Min zhang
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond Temperature: Hyperfitting as a Late-Stage Geometric Expansion
Meimingwei Li ⋅ Yuanhao Ding ⋅ Esteban Garces Arias ⋅ Christian Heumann
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Parallel Samplers for Recurrent-Depth Models
Jonas Geiping ⋅ Xinyu Yang ⋅ Guinan Su
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unveiling the Potential of Quantization with MXFP4: Strategies for Quantization Error Reduction
Jatin Chhugani ⋅ Geonhwa Jeong ⋅ Bor-Yiing Su ⋅ Yunjie Pan ⋅ Hanmei Yang ⋅ Aayush Ankit ⋅ Jiecao Yu ⋅ Summer Deng ⋅ Yunqing Chen ⋅ Nadathur Satish ⋅ Changkyu Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AdaGC: Enhancing LLM Pretraining Stability via Adaptive Gradient Clipping
Guoxia Wang ⋅ Shuai Li ⋅ Congliang Chen ⋅ Jinle Zeng ⋅ Jiabin Yang ⋅ Dianhai Yu ⋅ Yanjun Ma ⋅ Li Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SHINE: A Scalable In-Context Hypernetwork for Mapping Context to LoRA in a Single Pass
Yewei Liu ⋅ Xiyuan Wang ⋅ Yansheng Mao ⋅ Yoav Gelberg ⋅ Haggai Maron ⋅ Muhan Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proteus: Lookup-Free Trellis-Coded Quantization by Lattice-Breaking Compute Codes for 2-Bit LLMs
Zhengwu Yang ⋅ Xunchao Li ⋅ Ke Cheng ⋅ Kunlong Liu ⋅ jianfengyang ⋅ HaoshuangWang ⋅ Kaipeng Deng ⋅ Qingqing Dang ⋅ Yanlin Sha ⋅ Yanjun Ma ⋅ Dianhai Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Less is More: Geometric Unlearning for LLMs with Minimal Data Disclosure
Chenchen Tan ⋅ Xinghao Li ⋅ Shujie Cui ⋅ Youyang Qu ⋅ Cunjian Chen ⋅ Longxiang Gao
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training–Inference Consistent Segmented Execution for Long-Context LLMs
Xianpeng Shang ⋅ Jiang Li ⋅ Zehua Duo ⋅ Qianyi Cai ⋅ Xiangdong Su
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Retrieval-Aware Distillation for Transformer-SSM Hybrids
Aviv Bick ⋅ Eric Xing ⋅ Albert Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Low-cost Full Fine-tuning: Learning What to Update for LLMs
Li ⋅ Yaming Guo ⋅ Shenghao Gao ⋅ Xinlong Chen ⋅ Zuhao Xu ⋅ Ying Sun ⋅ Chao Wang ⋅ Hui Xiong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
video-SALMONN S: Memory-Enhanced Streaming Audio-Visual LLM
Guangzhi Sun ⋅ Yixuan Li ⋅ Xiaodong Wu ⋅ Yudong Yang ⋅ Wei Li ⋅ Zejun MA ⋅ Chao Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs
Li Lin ⋅ Xinyu Hu ⋅ Xiaojun Wan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OBCache: Optimal Brain KV Cache Pruning for Efficient Long-Context LLM Inference
Yuzhe Gu ⋅ Xiyu Liang ⋅ Jiaojiao Zhao ⋅ Enmao Diao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Stabilizing Native Low-Rank LLM Pretraining
Paul Janson ⋅ Edouard Oyallon ⋅ Eugene Belilovsky
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs
Shuaidi Wang ⋅ Zhan Zhuang ⋅ HUANG Ruping ⋅ Yu Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Inner-layer Token Self-Modulation as Another Scaling Axis for LLMs
Yebin Yang ⋅ Debing Zhang ⋅ Huaijin Wu ⋅ Jingtao Han ⋅ Lin Yao ⋅ Xiaohan Qin ⋅ Jingzhi Wang ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Guided Star-Shaped Masked Diffusion
Viacheslav Meshchaninov ⋅ Egor Shibaev ⋅ Artem Makoian ⋅ Ivan Klimov ⋅ Nikita Balagansky ⋅ Daniil Gavrilov ⋅ Aibek Alanov ⋅ Dmitry Vetrov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Growing to Looping: A Unified View of Iterative Computation in LLMs
Ferdinand Kapl ⋅ Emmanouil Angelis ⋅ Kaitlin Maile ⋅ Johannes von Oswald ⋅ Stefan Bauer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RaBiT: Residual Aware Binarization Training for Accurate and Efficient LLMs
Youngcheon You ⋅ Banseok Lee ⋅ Minseop choi ⋅ Seonyoung Kim ⋅ Hyochan Chong ⋅ Changdong Kim ⋅ Youngmin Kim ⋅ Dongkyu Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Effective MoE-based LLM Compression by Exploiting Heterogeneous Inter-Group Experts Routing Frequency and Information Density
Zhendong Mi ⋅ Yixiao Chen ⋅ Pu Zhao ⋅ Xiaodong Yu ⋅ Hao Wang ⋅ Yanzhi Wang ⋅ Shaoyi Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffract: Spectral View of LLM Domain Adaptation
Nikita Borodin ⋅ Maria Krylova ⋅ Artem Zabolotnyi ⋅ Dmitry Aspisov ⋅ Egor Shikov ⋅ Nikita Tyuplyaev ⋅ Oleg Travkin ⋅ Roman Alferov ⋅ Dmitry Vinichenko
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Swift-SVD: Theoretical Optimality Meets Practical Efficiency in Low-Rank LLM Compression
Ruoling Qi ⋅ Yirui Liu ⋅ Xuaner Wu ⋅ Xiangyu Wang ⋅ Ming Li ⋅ Chen Chen ⋅ Jian Chen ⋅ Yin Chen ⋅ Qizhen Weng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LIFT: A Novel Framework for Enhancing Long-Context Understanding of LLMs via Long Input Fine-Tuning
Yansheng Mao ⋅ Yufei Xu ⋅ Jiaqi Li ⋅ Fanxu Meng ⋅ Haotong Yang ⋅ Zilong Zheng ⋅ Xiyuan Wang ⋅ Muhan Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capacity-Aware Mixture Law Enables Efficient LLM Data Optimization
Jingwei Li ⋅ Xinran Gu ⋅ Jingzhao Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
Artem Vazhentsev ⋅ Lyudmila Rvanova ⋅ Gleb Kuzmin ⋅ Ekaterina Fadeeva ⋅ Ivan Lazichny ⋅ Alexander Panchenko ⋅ Maxim Panov ⋅ Mrinmaya Sachan ⋅ Preslav Nakov ⋅ Tim Baldwin ⋅ Artem Shelmanov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unified Episodic and Semantic Memory via Modulating Transformer FeedForward Layers
Yiqun Yao ⋅ Xiang Li ⋅ Xin Jiang ⋅ Xuezhi Fang ⋅ Naitong Yu ⋅ Siwei Dong ⋅ Wenjia Ma ⋅ Jing Li ⋅ Aixin Sun ⋅ Yequan Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Depth-Breadth Synergy in RLVR: Unlocking LLM Reasoning Gains with Adaptive Exploration
Zhicheng Yang ⋅ Zhijiang Guo ⋅ Yinya Huang ⋅ Yongxin Wang ⋅ Dongchun Xie ⋅ Hanhui Li ⋅ Yiwei Wang ⋅ Xiaodan Liang ⋅ Jing Tang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reuse your FLOPs: Scaling RL on Hard Problems by Conditioning on Very Off-Policy Prefixes
Amrith Setlur ⋅ Zijian Wang ⋅ Andrew Cohen ⋅ Paria Rashidinejad ⋅ Sang Michael Xie
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MODEL MERGING SCALING LAWS IN LARGE LANGUAGE MODELS
Yuanyi Wang ⋅ Yanggan Gu ⋅ Yiming Zhang ⋅ Qi Zhou ⋅ Zhaoyi Yan ⋅ Congkai Xie ⋅ Xinyao Wang ⋅ Jianbo Yuan ⋅ Hongxia Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SMILE: Extended Deep Submodular Function-Based Instruction and In-context Learning Demonstration Selection
Zihan Chen ⋅ Chengshuai Shi ⋅ Song Wang ⋅ Jundong Li ⋅ Cong Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
Yuan Xie ⋅ Tianshui Chen ⋅ Zheng Ge ⋅ Lionel Ni
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO
Yiming Ren ⋅ Yiran Xu ⋅ Zicheng Lin ⋅ Chufan Shi ⋅ Yukang Chen ⋅ Dingdong WANG ⋅ Tianhe Wu ⋅ Junjie Wang ⋅ Yujiu Yang ⋅ Yu Qiao ⋅ Ruihang Chu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
ZHIXUAN WU ⋅ Quanxing Zha ⋅ Teng Wang ⋅ Genbao Xu ⋅ Wenyuan Gu ⋅ Wei Rao ⋅ Nan Ma ⋅ Bo Cheng ⋅ Soujanya Poria
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement-aware Knowledge Distillation for LLM Reasoning
zhaoyang zhang ⋅ Shuli Jiang ⋅ Yantao Shen ⋅ Yuting Zhang ⋅ Dhananjay Ram ⋅ Shuo Yang ⋅ Zhuowen Tu ⋅ Wei Xia ⋅ Stefano Soatto
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Break the Block: Dynamic-size Reasoning Blocks for Diffusion Large Language Models via Monotonic Entropy Descent with Reinforcement Learning
Yan Jiang ⋅ Ruihong Qiu ⋅ Zi Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models
Yang Yang ⋅ Hua XU ⋅ Zhangyi Hu ⋅ Yutao Yue
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Plasticity and Stability for Post-Training Large Language Models
Wenwen Qiang ⋅ Ziyin Gu ⋅ Jiahuan Zhou ⋅ Jie Hu ⋅ Jingyao Wang ⋅ Changwen Zheng ⋅ Hui Xiong
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Representational Curvature Shapes Behavioral Uncertainty in Large Language Models
Jack King ⋅ Evelina Fedorenko ⋅ Eghbal Hosseini
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Maximum Likelihood Reinforcement Learning
Fahim Tajwar ⋅ Guanning Zeng ⋅ Yueer Zhou ⋅ Yuda Song ⋅ Daman Arora ⋅ Yiding Jiang ⋅ Jeff Schneider ⋅ Russ Salakhutdinov ⋅ Haiwen Feng ⋅ Andrea Zanette
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Shrinking the Variance: Shrinkage Baselines for Reinforcement Learning with Verifiable Rewards
Guanning Zeng ⋅ Zhaoyi Zhou ⋅ Daman Arora ⋅ Andrea Zanette
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
Hee Suk Yoon ⋅ Eunseop Yoon ⋅ Jaehyun Jang ⋅ SooHwan Eom ⋅ Ji Woo Hong ⋅ Mark Hasegawa-Johnson ⋅ Qi Dai ⋅ Chong Luo ⋅ Chang Yoo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient numeracy in language models through single-token number embeddings
Linus Kreitner ⋅ Paul Hager ⋅ Jonathan Mengedoht ⋅ Georgios Kaissis ⋅ Daniel Rueckert ⋅ Martin Menten
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoPE: Continual Probe-guided Expansion for Large Vision-Language Models
Ziqin Wang ⋅ Hengyuan Zhao ⋅ Qixin Sun ⋅ Yilin Li ⋅ Kaiyou Song ⋅ Xiaolin Hu ⋅ Qingpei Guo ⋅ Linjiang Huang ⋅ Si Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Efficient Large Language Reasoning Models via Extreme-Ratio Chain-of-Thought Compression
Yuntian Tang ⋅ Bohan Jia ⋅ Wenxuan Huang ⋅ Lianyue Zhang ⋅ Jiao Xie ⋅ Wenxi Li ⋅ Wei Li ⋅ Jie Hu ⋅ Xinghao Chen ⋅ Rongrong Ji ⋅ Shaohui Lin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LangForce: Bayesian Decomposition of Vision Language Action Models via Latent Action Queries
Shijie Lian ⋅ Bin Yu ⋅ Xiaopeng LIN ⋅ Laurence Yang ⋅ Zhaolong Shen ⋅ Changti Wu ⋅ YuZhuo Miao ⋅ Cong Huang ⋅ Kai Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adversarial Training for Process Reward Models
Gurusha Juneja ⋅ Deepak Nathani ⋅ William Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees
Xiaoyang Liu ⋅ Zineng Dong ⋅ Yifan Bai ⋅ Yantao Li ⋅ Yuntian Liu ⋅ Tao Luo
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Escaping the Mode: Multi-Answer Reinforcement Learning in LMs
Isha Puri ⋅ Mehul Damani ⋅ Idan Shenfeld ⋅ Marzyeh Ghassemi ⋅ Jacob Andreas ⋅ Yoon Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning
Xiaojun Guo ⋅ Runyu Zhou ⋅ Yifei Wang ⋅ Qi Zhang ⋅ Chenheng Zhang ⋅ Stefanie Jegelka ⋅ Xiaohan Wang ⋅ Jiajun Chai ⋅ Guojun Yin ⋅ Wei Lin ⋅ Yisen Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AutoRAS: Learning Robust Agentic Systems with Primitive Representations
Yang Yue ⋅ Xuancheng Zhu ⋅ YuYang Ma ⋅ Guoshun Nan ⋅ Zihan Dou ⋅ JingRu Shan ⋅ Congyu Guo ⋅ Ji Zhang ⋅ Hua Wang ⋅ Jingfeng Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Don't Force the Fit: Bounded Log-Likelihood Loss for Enhanced Reasoning in Large Language Models
Feng Zhao ⋅ Hong Zhang ⋅ Yu Yang ⋅ Ruilin Zhao ⋅ Guandong Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Harnessing Non-Adversarial Robustness in Large Language Models
Qinghua Zhou ⋅ Ellina Aleshina ⋅ Andrey Lovyagin ⋅ Oleg Somov ⋅ Mikhail Seleznyov ⋅ Alexander Panchenko ⋅ Ivan Oseledets ⋅ Elena Tutubalina ⋅ Ivan Tyukin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Memory as a Markov Matrix: Sample Efficient Knowledge Expansion via Token-to-Dictionary Mapping
Kaustubh Vijaykumar Pethkar ⋅ Ziyang Xiong ⋅ Zuofeng Shang ⋅ Yingcong Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradients with Respect to Semantics Preserving Embeddings Tell the Uncertainty of Large Language Model
Mingda Li ⋅ Rundong Lv ⋅ Xinyu Li ⋅ Weinan Zhang ⋅ Ting Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Clipping Low-Probability Tokens in SFT Yields a Generalizable Initialization for RL
Tian-Shuo Liu ⋅ Chengxing Jia ⋅ Haoyu Liu ⋅ Pengyuan Wang ⋅ Shiyuan Zhang ⋅ Jie Fu ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Self-Prophetic Decoding to Unlock Visual Search in LVLMs
Zhendong He ⋅ Qiyuan Dai ⋅ Guanbin Li ⋅ Liang Lin ⋅ Sibei Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents
Jiawei Wang ⋅ Jiacai Liu ⋅ Yuqian Fu ⋅ Yingru Li ⋅ Xintao Wang ⋅ Yuan Lin ⋅ Lin Zhang ⋅ YuYue ⋅ Yang Wang ⋅ WANG KE
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ThetaEvolve: Test-time Learning on Open Problems
Yiping Wang ⋅ Shao-Rong Su ⋅ Zhiyuan Zeng ⋅ Eva Xu ⋅ Liliang Ren ⋅ Xinyu Yang ⋅ Zeyi Huang ⋅ Xuehai He ⋅ Luyao Ma ⋅ Baolin Peng ⋅ Hao Cheng ⋅ Pengcheng He ⋅ Weizhu Chen ⋅ Shuohang Wang ⋅ Simon Du ⋅ Yelong Shen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning
Zhepei Wei ⋅ Xiao Yang ⋅ Kai Sun ⋅ Jiaqi Wang ⋅ Rulin Shao ⋅ Jingxiang Chen ⋅ Mohammad Kachuee ⋅ Teja Gollapudi ⋅ Yiwei Liao ⋅ Nicolas SCHEFFER ⋅ Rakesh Wanga ⋅ Anuj Kumar ⋅ Yu Meng ⋅ Scott Yih ⋅ Xin Dong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BLOCK-EM: Preventing Emergent Misalignment via Latent Blocking
Muhammed Ustaomeroglu ⋅ Guannan Qu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Weasel: Out-of-Domain Generalization for Web Agents via Importance-Diversity Data Selection
Fatemeh Pesaran zadeh ⋅ Seyeon Choi ⋅ Xing Han Lù ⋅ Siva Reddy ⋅ Gunhee Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
Haotong Sun ⋅ Yinghui Jiang ⋅ Bocheng Xu ⋅ Jianye Xie
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Training Data Identification for Large Language Models
Zhenlong Liu ⋅ Hao Zeng ⋅ Weiran Huang ⋅ Hongxin Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Agentic Verifier for Competitive Coding
Zeyao Ma ⋅ Jing Zhang ⋅ Xiaokang Zhang ⋅ Jiaxi Yang ⋅ Zongmeng Zhang ⋅ Jiajun Zhang ⋅ Yuheng Jing ⋅ Lei Zhang ⋅ Hao Zheng ⋅ Wenting Zhao ⋅ Junyang Lin ⋅ Binyuan Hui
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use
Song-Lin Lv ⋅ Weiming Wu ⋅ Rui Zhu ⋅ Zijian Cheng ⋅ Lan-Zhe Guo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-Head Attention as a Source of Catastrophic Forgetting in MoE Transformers
Anrui Chen ⋅ Ruijun Huang ⋅ Xin Zhang ⋅ Fang DONG(董方) ⋅ Hengjie Cao ⋅ Zhendong Huang ⋅ Yifeng Yang ⋅ Mengyi Chen ⋅ Jixian Zhou ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Tun Lu ⋅ Fan Yang ⋅ Li Shang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
INDEXGUARD: Index-only Backdoor Vetting for Secure Federated PEFT of Large Language Models
Javad Dogani ⋅ Devriş İşler ⋅ Nikolaos Laoutaris
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning over Boundaries: Enhancing Specification Alignment via Test-time Deliberation
Haoran Zhang ⋅ Yafu Li ⋅ Xuyang Hu ⋅ Dongrui Liu ⋅ Zhilin Wang ⋅ Bo Li ⋅ Yu Cheng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chiral Symmetry Breaking in Transformers: A Group-Equivariant Framework for Solving the Reversal Curse via Adjoint Manifold Mappings
Hanji Du
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Helpful to a Fault: Measuring Illicit Assistance in Multi-Turn, Multilingual LLM Agents
Nivya Talokar ⋅ Ayush Kumar Tarun ⋅ Murari Mandal ⋅ Maksym Andriushchenko ⋅ Antoine Bosselut
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SWE-ABS: Adversarial Benchmark Strengthening Exposes Inflated Success Rates on Test-based Benchmark
Boxi Yu ⋅ Yang Cao ⋅ Yuzhong Zhang ⋅ Liting Lin ⋅ Junjielong Xu ⋅ Zhiqing Zhong ⋅ Qinghua Xu ⋅ Guancheng Wang ⋅ Jialun Cao ⋅ Shing-Chi Cheung ⋅ Pinjia He ⋅ Lionel BRIAND
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Progressive Cramming: Reliable Token Compression and What It Reveals
Dmitrii Tarasov ⋅ Timofei Lashukov ⋅ Elizaveta Goncharova ⋅ Andrey Kuznetsov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SpecExit: Accelerating Large Reasoning Model via Speculative Exit
Rubing Yang ⋅ Huajun Bai ⋅ Song Liu ⋅ Guanghua Yu ⋅ Runzhi Fan ⋅ Yanbin Dang ⋅ Zhang Jiejing ⋅ Kai Liu ⋅ Jianchen Zhu ⋅ Peng Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
AICrypto: Evaluating Cryptography Capabilities of Large Language Models
Yu Wang ⋅ Yijian Liu ⋅ Liheng Ji ⋅ Han Luo ⋅ Wenjie Li ⋅ Xiaofei Zhou ⋅ Chiyun Feng ⋅ Puji Wang ⋅ Yuhan Cao ⋅ Geyuan Zhang ⋅ Xiaojian Li ⋅ Rongwu Xu ⋅ Yilei Chen ⋅ Tianxing He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Limits of Test-Time Compute: Sequential Reward Filtering for Better Inference
Yue Yu ⋅ Qiwei Di ⋅ Quanquan Gu ⋅ Dongruo Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unleashing Implicit Rewards: Prefix-Value Learning for Distribution-Level Optimization
Shiping Gao ⋅ Hongzhan Chen ⋅ Xiaojun Quan ⋅ Qifan Wang ⋅ Lifu Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Robustness and Chain-of-Thought Consistency of RL-Finetuned VLMs
Rosie Zhao ⋅ Anshul Shah ⋅ Xiaoyu Zhu ⋅ Xinke Deng ⋅ Zhongyu Jiang ⋅ Yang Yang ⋅ Joerg Liebelt ⋅ Arnab Kumar Mondal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Gradient Regularization Prevents Reward Hacking in Reinforcement Learning from Human Feedback and Verifiable Rewards
Johannes Ackermann ⋅ Michael Noukhovitch ⋅ Takashi Ishida ⋅ Masashi Sugiyama
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Pessimistic Verification for Open-Ended Math Questions
Yanxing Huang ⋅ Zihan Tang ⋅ Zejin Lin ⋅ Peng Li ⋅ Yang Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Endogenous Resistance to Activation Steering in Language Models: Evidence for Internal Consistency Monitoring in Llama-3.3-70B
Alex McKenzie ⋅ Keenan Pepper ⋅ Stijn Servaes ⋅ Martin Leitgab ⋅ Murat Cubuktepe ⋅ Michael Vaiana ⋅ Diogo de Lucena ⋅ Judd Rosenblatt ⋅ Michael Graziano
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Speculative Decoding: Rethinking Draft Training from Token Likelihood to Sequence Acceptance
Xiandong Zou ⋅ Jianshu Li ⋅ Jing Huang ⋅ Pan Zhou
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
BARRED: Synthetic Training of Custom Policy Guardrails via Asymmetric Debate
Arnon Mazza ⋅ Elad Levi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
Zihan Su ⋅ Hongyang Wei ⋅ Kangrui Cen ⋅ Yong Wang ⋅ Guanhua CHEN ⋅ Chun Yuan ⋅ Xiangxiang Chu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OmniFit: Bridging Modalities via Layer-Adaptive Token Compression for Omnimodal Large Language Models
Zining Wang ⋅ Zhihang Yuan ⋅ Yingjie Zhai ⋅ Wenshuo Li ⋅ Han Shu ⋅ Ruihao Gong ⋅ Jinyang Guo ⋅ Xianglong Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Auditor: Inference on Reward Modeling Suitability in Real-World Perturbed Scenarios
Jianxiang Zang ⋅ Yongda Wei ⋅ Ruxue Bai ⋅ Shiyu Jiang ⋅ Nijia Mo ⋅ Binhong Li ⋅ Qiang Sun ⋅ Hui Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SafeSci: Safety Evaluation of Large Language Models in Science Domains and Beyond
Xiangyang Zhu ⋅ Yuan Tian ⋅ Qi Jia ⋅ Kaiwei Zhang ⋅ Zicheng Zhang ⋅ Chunyi Li ⋅ Zijian Chen ⋅ Lu Sun ⋅ Kaiyuan Ji ⋅ Renrui Zhang ⋅ Wei Sun ⋅ Guangtao Zhai
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reward Under Attack: Analyzing the Robustness and Hackability of Process Reward Models
Rishabh Tiwari ⋅ Aditya Tomar ⋅ Udbhav Bamba ⋅ Monishwaran Maheswaran ⋅ Heng Yang ⋅ Michael Mahoney ⋅ Kurt Keutzer ⋅ Amir Gholaminejad
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SD-MoE: Spectral Decomposition for Effective Expert Specialization
Ruijun Huang ⋅ Fang DONG(董方) ⋅ Xin Zhang ⋅ Hengjie Cao ⋅ Zhendong Huang ⋅ Anrui Chen ⋅ Jixian Zhou ⋅ Mengyi Chen ⋅ Yifeng Yang ⋅ Mingzhi Dong ⋅ Yujiang Wang ⋅ Jinlong Hou ⋅ Qin Lv ⋅ Robert Dick ⋅ Yuan Cheng ⋅ Tun Lu ⋅ Fan Yang ⋅ Chun Zhang ⋅ Li Shang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Future-Gain Guided Test-Time Learning for Large Language Models
LangYu Bian ⋅ Jinwu Hu ⋅ Zitian Zhang ⋅ Dongjin Yang ⋅ Yufeng Wang ⋅ Qing Du ⋅ Qi Chen ⋅ Mingkui Tan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$R^3$DAO: Reactive Recovery and Reconstruction for Long-horizon Data Agent Orchestration
Quanxin Liu ⋅ Yijun Mo ⋅ Ruida Xu ⋅ Jianwei Zhong ⋅ Changhu Chen ⋅ Rui Hao
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FAIR-Calib: Frontier-Aware Instability-Reweighted Calibration for Post-Training Quantization of Diffusion Large Language Models
Haoyu Huang ⋅ Linlin Yang ⋅ Sheng Xu ⋅ Boyu Liu ⋅ Guodong Guo ⋅ Zhongqian Fu ⋅ Hang Zhou ⋅ Baochang Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TokenSwap: Backdoor Attack on the Compositional Understanding of Large Vision-Language Models
Zhifang Zhang ⋅ Qiqi Tao ⋅ JIAQI LYU ⋅ Na Zhao ⋅ Lei Feng ⋅ Joey Tianyi Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MAPS: Memory-Aware Predictive Scheduling Framework for Large Language Models Serving
Tiancheng Zhang ⋅ Yulin Chen ⋅ Yunfeng Zhao ⋅ Shaoyuan Huang ⋅ Cheng Zhang ⋅ Xiaofei Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training AI Co-Scientists Using Rubric Rewards
Shashwat Goel ⋅ Rishi Hazra ⋅ Dulhan Jayalath ⋅ Timon Willi ⋅ Parag Jain ⋅ Shen ⋅ Ilias Leontiadis ⋅ Francesco Barbieri ⋅ Yoram Bachrach ⋅ Jonas Geiping ⋅ Chenxi Whitehouse
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Grounding Functional Similarity by Invariance-Aware Model Stitching
Ioannis Athanasiadis ⋅ Anmar Karmush ⋅ Michael Felsberg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DANCE: Dynamic, Available, Neighbor-gated Condensation for Federated Text-Attributed Graphs
Zekai Chen ⋅ Haodong Lu ⋅ Xunkai Li ⋅ Henan Sun ⋅ Jia Li ⋅ Hongchao Qin ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Your Latent Reasoning is Secretly Policy Improvement Operator
Arip Asadulaev ⋅ Rayan Banerjee ⋅ Fakhri Karray ⋅ Martin Takac
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Amortized Maximum Inner Product Search with Learned Support Functions
Theo X. Olausson ⋅ Joao Monteiro ⋅ Michal Klein ⋅ Marco Cuturi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
JANUS-LORA: A Balanced Low-Rank Adaptation for Continual Learning
Cheng Chen ⋅ Pengpeng Zeng ⋅ Yuyu Guo ⋅ Jingkuan Song ⋅ Heng Tao Shen ⋅ Lianli Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Relationship Between Activation Outliers and Feature Death in Sparse Autoencoders
Elana Simon ⋅ Etowah Adams ⋅ James Zou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Variational Adapter for Cross-modal Similarity Representation
WenZhang Wei ⋅ Zhipeng Gui ⋅ Dehua Peng ⋅ Tiandi Ye ⋅ Huayi Wu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Detecting the Semantic Fixed Point: A Geometric Framework for Efficient Inference
Jiawei Gu ⋅ Ziyue Qiao ⋅ Xiao Luo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neuro-Fuzzy Concept Learning for Interpretable Large Multimodal Models
Ritik Mishra ⋅ Vanshika Gupta ⋅ M. Sajid ⋅ M. Tanveer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robustifying Vision-Language Models via Test-Time Prompt Adaptation
Xingyu Zhu ⋅ Huanshen Wu ⋅ Shuo Wang ⋅ Beier Zhu ⋅ Jiannan Ge ⋅ Jiaheng Zhang ⋅ Long Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model
Chunyu Xie ⋅ Bin Wang ⋅ Fanjing Kong ⋅ Jincheng Li ⋅ Dawei Liang ⋅ Ji Ao ⋅ Dawei Leng ⋅ Yuhui Yin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM-based Embeddings: Attention Values Encode Sentence Semantics Better Than Hidden States
Yeqin Zhang ⋅ Yunfei Wang ⋅ Jiaxuan Chen ⋅ Ke Qin ⋅ Yizheng Zhao ⋅ Cam-Tu Nguyen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TabularBERT: Binning-Based Self-Supervised Learning for Tabular Representation
Beomjin Park ⋅ Seunghwan An ⋅ Sungchul Hong ⋅ Hosik Choi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SURGE: Surrogate Gradient Adaptation in Binary Neural Networks
Haoyu Huang ⋅ Boyu Liu ⋅ Linlin Yang ⋅ Yanjing Li ⋅ Yuguang Yang ⋅ Xuhui Liu ⋅ Canyu Chen ⋅ Zhongqian Fu ⋅ Baochang Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TVDRNet: Text-driven Viewpoint Optimization via Differentiable Rendering for 3D Reasoning Segmentation
yu zaiyang ⋅ Changshuo Wang ⋅ Pinjie Xu ⋅ ZhangHuang ⋅ Yuan Shi ⋅ Linjun Sun ⋅ Weijun Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GRAPE: Let GRPO Supervise Query Rewriting by Ranking for Retrieval
Zhaohua Zhang ⋅ Jianhuan Zhuo ⋅ Muxi Chen ⋅ Chenchen Zhao ⋅ Wenyu Jiang ⋅ Tianwen Jiang ⋅ Mingyang Chen ⋅ Yutang ⋅ Jihong Zhang ⋅ Qiuyong Xiao ⋅ Zhixun Su
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ModernVBERT: Towards Smaller Visual Document Retrievers
Paul Teiletche ⋅ Quentin Macé ⋅ Max Conti ⋅ António Loison ⋅ Gautier Viaud ⋅ Pierre Colombo ⋅ Manuel Faysse
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Denoising without Diffusion: Fixed-Noise Denoiser Anomaly Detection in Tabular Data
Manuel Hirth ⋅ Lukas Koberg ⋅ Nasser Jazdi ⋅ Enkelejda Kasneci
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HOBIT: Hardness Optimized Batch Sampling for InfoNCE Training
Himanshu Dutta ⋅ Lokesh Nagalapatti ⋅ Yashoteja Prabhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capacity-Agnostic Parameter Isolation for Continual Graph Learning
Ye Xiao ⋅ Ruikun Li ⋅ Zhenyu Yang ⋅ Andrey Vasnev ⋅ Junbin Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis
Wei Shao ⋅ Ziquan Fang ⋅ Zheqi Lu ⋅ Yongfeng Su ⋅ Yuzhu Wang ⋅ Yunjun Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
You Can Learn Tokenization End-to-End with Reinforcement Learning
Sam Dauncey ⋅ Roger Wattenhofer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling
Longlong Xu ⋅ Zeyan Li ⋅ Xiao He ⋅ Zhaoyang Yu ⋅ Dazhong Wen ⋅ Mingze Sun ⋅ Changhua Pei ⋅ Dan Pei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context
Longlong Xu ⋅ Zeyan Li ⋅ Xiao He ⋅ Zhaoyang Yu ⋅ Changhua Pei ⋅ Zhe Xie ⋅ Zijun Dou ⋅ Tieying Zhang ⋅ Dan Pei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Byte Pair Encoding for Efficient Time Series Forecasting
Leon Götz ⋅ Marcel Kollovieh ⋅ Stephan Günnemann ⋅ Leo Schwinn
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Contrast: Learning Robust Temporal Features without Augmentation
Abdul-Kazeem Shamba ⋅ Kerstin Bach ⋅ Gavin Taylor
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising
Kangjia Yan ⋅ Chenxi Liu ⋅ Hao Miao ⋅ Xinle Wu ⋅ Yan Zhao ⋅ Chenjuan Guo ⋅ Bin Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Winformer: Transcending Pairwise Similarity for Time-series Generation
Haoyi Zhou ⋅ Xin Xue ⋅ Tianyu Chen ⋅ lanhao li ⋅ Lijun SUN ⋅ Jianxin Li
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HELIX: Hybrid Encoding with Learnable Identity and Cross-dimensional Synthesis for Time Series Imputation
Fengming Zhang ⋅ Wenjie Du ⋅ Huan Zhang ⋅ Ke Yu ⋅ Shen Qu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MuonSSM: Orthogonalizing State Space Models for Sequence Modeling
Thai Khanh Nguyen ⋅ Ngoc Bich Uyen Vo ⋅ Thieu Vo ⋅ Tan Nguyen ⋅ Cuong Pham
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification
Mengzhou Gao ⋅ Kaiwei Wang ⋅ Pengfei Jiao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the "Induction Bias" in Sequence Models
MohammadReza Ebrahimi ⋅ Michaël Defferrard ⋅ Sunny Panchal ⋅ Roland Memisevic
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations
Zongjiang Shang ⋅ Chengxi Jin ⋅ Binqing Wu ⋅ Dongliang Cui ⋅ Yue Yu ⋅ Haobang Sun ⋅ Chuanlin Xu ⋅ Ling Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification
Da Zhang ⋅ bingyu li ⋅ Zhiyuan Zhao ⋅ Hongyuan Zhang ⋅ Junyu Gao ⋅ Xuelong Li
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction
Felix Parker ⋅ Nimeesha Chan ⋅ Chi Zhang ⋅ Kimia Ghobadi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
QuITE: Query-based Irregular Time-series Embedding
Junghoon Lim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks
Bohan Wang ⋅ Zewen Liu ⋅ Lu Lin ⋅ Hui Liu ⋅ Li Xiong ⋅ Ming Jin ⋅ Wei Jin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
StretchTime: Adaptive Time Series Forecasting via Symplectic Attention
Yubin Kim ⋅ Viresh Pati ⋅ Jevon Twitty ⋅ Vinh Pham ⋅ Shihao Yang ⋅ Jiecheng Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis
Yisong Fu ⋅ Zezhi Shao ⋅ Chengqing Yu ⋅ Yujie Li ⋅ Yongjun Xu ⋅ Xueqi Cheng ⋅ Fei Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Redundancies in Time Series Foundation Models
Anthony Bao ⋅ Venkata Hasith Vattikuti ⋅ Jeffrey Lai ⋅ William Gilpin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment
Wuqing Yu ⋅ Weichen Guo ⋅ Jian Zhou ⋅ Shuyu Luo ⋅ Jiacai Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking Multimodal Time-Series Forecasting Evaluation
Haoxin Liu ⋅ Yichen Zhou ⋅ Rajat Sen ⋅ B. Aditya Prakash ⋅ Abhimanyu Das
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IMPACT: Influence Modeling for Open-Set Time Series Anomaly Detection
Xiaohui Zhou ⋅ Yijie Wang ⋅ Hongzuo Xu ⋅ Weixuan Liang ⋅ Xiaoli Li ⋅ Guansong Pang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mantis: Lightweight Foundation Model for Time Series Classification
Vasilii Feofanov ⋅ Songkang Wen ⋅ Shifeng Xie ⋅ Simon Roschmann ⋅ Marius Alonso ⋅ Hongbo Guo ⋅ Romain Ilbert ⋅ Malik TIOMOKO ⋅ Quentin Bouniot ⋅ Zeynep Akata ⋅ Lujia Pan ⋅ Jianfeng Zhang ⋅ Ievgen Redko
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Time-CoT: Hierarchical Reasoning with Temporal Semantic Codes for Multivariate Time Series Classification
Kun Zeng ⋅ Wu Binquan ⋅ Qianli Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
From Observations to States: Latent Time Series Forecasting
Jie Yang ⋅ Yifan Hu ⋅ Yuante Li ⋅ Kexin Zhang ⋅ Kaize Ding ⋅ Philip Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
TimeOmni-VL: Unified Models for Time Series Understanding and Generation
Tong Guan ⋅ SHENG PAN ⋅ Johan Barthelemy ⋅ Zhao Li ⋅ Yujun Cai ⋅ Cesare Alippi ⋅ Ming Jin ⋅ Shirui Pan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On the Sample Efficiency of Inverse Dynamics Models for Semi-Supervised Imitation Learning
Sacha Morin ⋅ Moonsub Byeon ⋅ Alexia Jolicoeur-Martineau ⋅ Sebastien Lachapelle
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs
Huiyi Chen ⋅ Jiawei Peng ⋅ Dehai Min ⋅ Changchang Sun ⋅ Kaijie Chen ⋅ Yan Yan ⋅ Xu Yang ⋅ Lu Cheng
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
FormalRx: Rectify and eXamine Semantic Failures in Autoformalization
Haocheng Wang ⋅ Baiyu Huang ⋅ Yingjia Wan ⋅ Xiao Zhu ⋅ Xiaoyang Liu ⋅ Yinya Huang ⋅ Zhijiang Guo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SEDRAS: Symbolically Evaluated Deep Research And Science
Fredrik Carlsson ⋅ Dan Ward ⋅ Joseph Ortiz ⋅ Fangyu Liu ⋅ Joakim Nivre
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Efficient Inference for Noisy LLM-as-a-Judge Evaluation
Yiqun Chen ⋅ Sizhu Lu ⋅ Sijia Li ⋅ Moran Guo ⋅ Shengyi Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating Robustness of Reasoning Models on Parameterized Logical Problems
Naïm Es-sebbani ⋅ Esteban Marquer ⋅ Yakoub Salhi ⋅ Zied Bouraoui
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CiteGuard: Conformal False-Discovery Control for Faithful Retrieval-Augmented Generation
Xiangyu Jiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Can We Trust Survival Model Evaluation ?
Ghanem BAHRINI ⋅ Morgane Barbet-Massin ⋅ Sebastien Razakarivony ⋅ Valerie Gares ⋅ Jean-François Dupuy
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems
Sailendra Akash Bonagiri ⋅ Gerard Anderias ⋅ Saee Patil ⋅ Angelina Lai ⋅ Devang Borkar ⋅ Gezheng Kang ⋅ Ishant Gandhi ⋅ Setareh Rafatirad ⋅ Houman Homayoun
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DisjunctiveNet: Neural Symbolic Learning via Differentiable Convexified Optimization Layers
Shraman Pal ⋅ Can Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
URS: A Unified Neural Routing Solver for Cross-Problem Zero-Shot Generalization
Changliang Zhou ⋅ Canhong Yu ⋅ Shunyu Yao ⋅ Xi Lin ⋅ Zhenkun Wang ⋅ Yu Zhou ⋅ Qingfu Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural QAOA$^2$: Differentiable Joint Graph Partitioning and Parameter Initialization for Quantum Combinatorial Optimization
Zubin Zheng ⋅ Jiahao Wu ⋅ Shengcai Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Divide and Learn: Multi-Objective Combinatorial Optimization at Scale
Esha Singh ⋅ Dongxia Wu ⋅ Chien-Yi Yang ⋅ Tajana Rosing ⋅ Rose Yu ⋅ Yian Ma
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Local-Minima-Preserving Polynomial Relaxation of Ising Problems
Debraj Banerjee ⋅ Santanu Mahapatra ⋅ Kunal Narayan Chaudhury
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience
Yang Wu ⋅ Junran Pan ⋅ Yifan Zhang ⋅ Ning Xu ⋅ Fanshuo Zeng ⋅ Jian Cheng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A General Neural Backbone for Mixed-Integer Linear Optimization via Dual Attention
Peixin Huang ⋅ Yaoxin Wu ⋅ Yining Ma ⋅ Cathy Wu ⋅ Wen Song ⋅ Wei Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Abductive Reasoning with Probabilistic Commonsense
Joseph Cotnareanu ⋅ Chiara Roverato ⋅ Han Zhou ⋅ Didier Chételat ⋅ Yingxue Zhang ⋅ Mark Coates
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs
Zhinan Hou ⋅ Xingchen Li ⋅ Yankai Zhang ⋅ Tianxun Li ⋅ Keyou You
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Stratified Contrastive Learning with Upstream Augmentation for MILP Branching
Tongkai Lu ⋅ Shuai Ma ⋅ Chongyang Tao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generative Large Neighborhood Search: Scalable Set Cover Optimization via Discrete Diffusion
Achref Jaziri ⋅ Thibaut Cuvelier ⋅ Bruno De Backer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Problem Distributions as Tasks: Repurposing Meta Learning for Generative Combinatorial Optimization towards Multi-task Pretrain and Adaptation
Wenzheng Pan ⋅ Jiale Ma ⋅ Nuoyan Chen ⋅ Yang Li ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Optimal Robustness in Learning-Augmented Paging
Peng Chen ⋅ Hailiang Zhao ⋅ Xueyan Tang ⋅ Yixuan Wang ⋅ Shuiguang Deng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsat Core Prediction through Polarity-Aware Representation Learning over Clause-Literal Hypergraphs
Zhenchao Sun ⋅ Shuai Ma ⋅ Ping Lu ⋅ Chongyang Tao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning-augmented Rent-or-Buy with a Sample
Davidson Zhu ⋅ Sreenivas Gollapudi ⋅ Debmalya Panigrahi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
DynaSchedBench: Calibrated Dynamic Scheduling Benchmarks and Observability Paradox in LLM-based Scheduling Agents
Shijie Cao ⋅ Yuan Yuan ⋅ Jing Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Permutation from Structure Without Supervision
Ran Eisenberg ⋅ Ofir Lindenbaum
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Neural Langevin Sampler for Mixed Integer Linear Programming
Yixin Huang ⋅ Shengyu Feng ⋅ Yiming Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ECCO: Evidence-Driven Causal Reasoning for Compiler Optimization
Haolin Pan ⋅ Lianghong Huang ⋅ Dong Jinyuan ⋅ Mingjie Xing ⋅ Yanjun Wu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Instance-Specific Approximation Ratios for Correlation Clustering and Max-Cut
Sebastian Lüderssen ⋅ Ioana-Oriana Bercea ⋅ Stefan Neumann
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conformal Prediction for Early Stopping in Mixed Integer Optimization
Stefan Clarke ⋅ Bartolomeo Stellato
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
Federico Berto ⋅ Chuanbo Hua ⋅ Nayeli Zepeda ⋅ André Hottung ⋅ Niels Wouda ⋅ Leon Lan ⋅ Junyoung Park ⋅ Kevin Tierney ⋅ Jinkyoo Park
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Diffusion for Combinatorial Optimization via Adjoint Matching
Shengyu Feng ⋅ Tarun Suresh ⋅ Yiming Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An Approximation Algorithm for Graph Label Selection
Josia John ⋅ Simon Meierhans ⋅ Maximilian Probst Gutenberg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
Oguzhan Gungordu ⋅ Siheng Xiong ⋅ Faramarz Fekri
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compact Conformal Subgraphs
Sreenivas Gollapudi ⋅ Kostas Kollias ⋅ Kamesh Munagala ⋅ Aravindan Vijayaraghavan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Preference-Modulated Structural Attention for Multi-Objective Combinatorial Optimization
Rongsheng Jia ⋅ Yifan Zhang ⋅ Jun Zhang ⋅ Jian Cheng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PoMtVRS: Preference-Optimized Multi-Task Vehicle Routing Solver with Preference Gating
Dian Meng ⋅ Zhiguang Cao ⋅ Yaoxin Wu ⋅ Yaqing Hou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Matroid Algorithms Under Size-Sensitive Independence Oracles
Kiarash Banihashem ⋅ MohammadTaghi Hajiaghayi ⋅ Mahdi JafariRaviz ⋅ Danny Mittal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning-Augmented Scalable Linear Assignment Problem Optimization via Neural Dual Warm-Starts
Ilay Yavlovich ⋅ Jad Agbaria ⋅ Jose Yallouz ⋅ Muhamed Mhamed ⋅ Nir Weinberger
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simple Algorithms for Bad Triangle Transversals with Applications to Correlation Clustering
Florian Adriaens ⋅ Nikolaj Tatti
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs
Tae-Hoon Lee ⋅ Min-Soo Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal and Scalable MAPF via Multi-Marginal Optimal Transport and Schrödinger Bridges
Usman A Khan ⋅ Joseph Durham
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evolving Interdependent Operators with Large Language Models for Multi-Objective Combinatorial Optimization
Junhao Qiu ⋅ Xin Chen ⋅ LiangGE ⋅ Liyong Lin ⋅ Zhichao Lu ⋅ Qingfu Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
$A_2$DEPT: Large Language Model–Driven Automated Algorithm Design via Evolutionary Program Trees
Bin Chen ⋅ Shouliang Zhu ⋅ Beidan Liu ⋅ Yong Zhao ⋅ Tianle Pu ⋅ Huichun Li ⋅ Zhengqiu Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Neural Approximation Is Rarely Justified for Hard Combinatorial Problems
Pritish Chakraborty ⋅ Indradyumna Roy ⋅ Soumen Chakrabarti ⋅ Abir De
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automata-Conditioned Cooperative Multi-Agent Reinforcement Learning
Beyazit Yalcinkaya ⋅ Marcell Vazquez-Chanlatte ⋅ Ameesh Shah ⋅ Hanna Krasowski ⋅ Sanjit Seshia
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Solipsistic superintelligence is unlikely to be cooperative
Rakshit Trivedi ⋅ Natasha Jaques ⋅ Logan Cross ⋅ Alexander Vezhnevets ⋅ Joel Z Leibo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Role-Level Inductive Bias for Cross-Task Generalization in Multi-Agent Reinforcement Learning
Chang Yao ⋅ Youfang Lin ⋅ Shoucheng Song ⋅ Hao Wu ⋅ Shengkun Yang ⋅ Yuqing Ma ⋅ Kai Lv
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse Topology-Aware Pairwise Scoring for Large-Scale Multi-Agent Reinforcement Learning
Zhibo Deng ⋅ Feng Liang ⋅ Yong Zhang ⋅ Xiaoxi Zhang ⋅ Xiping Hu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Scaling Multi-Agent Environment Co-Design with Diffusion Models
Hao Xiang Li ⋅ Michael Amir ⋅ Amanda Prorok
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CooT: Learning to Coordinate In-Context with Coordination Transformers
Huai-Chih Wang ⋅ Hsiang-Chun Chuang ⋅ Hsi-Chun Cheng ⋅ Dai-Jie Wu ⋅ Shao-Hua Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Artificial Intelligence Needs Meta Intelligence - the Case for Metacognitive AI
Sergei Chuprov ⋅ Richard Lange ⋅ Leon Reznik ⋅ Paulo Shakarian ⋅ Raman Zatsarenko ⋅ Dmitrii Korobeinikov
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Moving Out: Physically-grounded Human-AI Collaboration
Xuhui Kang ⋅ Sung-Wook Lee ⋅ Haolin Liu ⋅ Yuyan Wang ⋅ Yen-Ling Kuo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Multi-agent Continual Cooperation via Skill Partition and Reuse
Yuchen Xiao ⋅ lei yuan ⋅ Ruiqi Xue ⋅ Tieyue Yin ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
Constantin Ruhdorfer ⋅ Matteo Bortoletto ⋅ Victor Oei ⋅ Anna Penzkofer ⋅ Andreas Bulling
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized and Disentangled Task–Role Representation Learning for Generalizable Offline Multi-Agent Meta Reinforcement Learning
lei yuan ⋅ Ruiqi Xue ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
Seungyul Han ⋅ Sangjun Bae ⋅ Yisak Park ⋅ Sanghyeon Lee
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
PADD: Path-Aligned Decompression Distillation for Non-Router Teacher to Guide MoE Student Learning
Xinyue Peng ⋅ Yi Qian ⋅ Jiaojiao Lin ⋅ Wenjian Shao ⋅ Yanming Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning
Simin Li ⋅ Zihao Mao ⋅ Zheng Yuwei ⋅ Linhao Wang ⋅ Ruixiao Xu ⋅ Chengdong Ma ⋅ Zhiqian Liu ⋅ Xin Yu ⋅ Yuqing Ma ⋅ Xin Wang ⋅ Jie Luo ⋅ Bo An ⋅ Yaodong Yang ⋅ Weifeng Lv ⋅ Xianglong Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
HPS: Hyperspherical Parameter Sharing for Efficient Multi-Agent Reinforcement Learning
Hu Fu ⋅ Pengyi Li ⋅ Hao Chen ⋅ Xuanyu Xiang ⋅ Biao Luo ⋅ Yihua Tan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Complete Multi-Agent Coordination Policy Learning via Denoising Maximum Entropy Optimization
Guanghao Li ⋅ lei yuan ⋅ Ruiqi Xue ⋅ Hengchang Zhang ⋅ Jianhong Wang ⋅ Yi-Chen Li ⋅ Yang Yu
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
ReSeek: A Self-Correcting Framework for Search Agents with Instructive Rewards
Shiyu Li ⋅ Yifan Wang ⋅ Peiming Li ⋅ Zheng Wei ⋅ Yang Tang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fault Tolerant Multi-Agent Learning with Adversarial Budget Constraints
David Mguni ⋅ Yaqi Sun ⋅ Haojun Chen ⋅ Wanrong Yang ⋅ Amir Darabi ⋅ Larry Orimoloye ⋅ Yaodong Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Multi-Agent Reinforcement Learning via Sequential Score Decomposition
Dan Qiao ⋅ Wenhao Li ⋅ Shanchao Yang ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
NAVIGATE: Evaluating Visual-Guided Search Decision-Making on the Open Web
YaoQi Fan ⋅ Zhe Chen ⋅ Wei Zhu ⋅ Kangxin Yin ⋅ Yangzhou Liu ⋅ Yue Cao ⋅ Zhi Zhu ⋅ Tong Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies
Zhuoran Li ⋅ Hai Zhong ⋅ Xun Wang ⋅ Qingxin Xia ⋅ LihuaZhang ⋅ Longbo Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Factored Value Functions for Graph-Based Multi-Agent Reinforcement Learning
Ahmed Rashwan ⋅ Keith Briggs ⋅ Chris Budd ⋅ Lisa Kreusser
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow
Chengsheng Zhang ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selective Concept Bottleneck Models Without Predefined Concepts
Simon Schrodi ⋅ Julian Schur ⋅ Max Argus ⋅ Thomas Brox
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Base Models Know How to Reason, Thinking Models Learn When
Constantin Venhoff ⋅ Iván Arcuschin ⋅ Phil Torr ⋅ Arthur Conmy ⋅ Neel Nanda
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Uncertainty Quantification in LLMs is Just Unsupervised Clustering
Tiejin Chen ⋅ Longchao Da ⋅ Xiaoou Liu ⋅ Hua Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Token-Efficient Change Detection in LLM APIs
Timothee Chauvin ⋅ Clément Lalanne ⋅ Erwan Le Merrer ⋅ Jean-Michel Loubes ⋅ Francois Taiani ⋅ Gilles Tredan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Domain Restriction via SAE Multi-Layer Transitions
Elias Shaheen ⋅ Avi Mendelson
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How Language Models Process Negation
Zhejian Zhou ⋅ Tianyi Zhou ⋅ Robin Jia ⋅ Jonathan May
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The ACE Protocol: Operationalizing Language Model Activations for Better Calibration and Utility
Nishant Subramani ⋅ Palash Goyal ⋅ Yiwen Song ⋅ Mani Malek ⋅ Yuan Xue ⋅ Tomas Pfister ⋅ Hamid Palangi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability
Joshua Cooper ⋅ Christopher Nassif
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Query Circuits: Explaining How Language Models Answer User Prompts
Tung-Yu Wu ⋅ Fazl Barez
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SVD as a Fast Interpretability Method for Transformers
Min Xue ⋅ Artur Andrzejak
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning a Generative Meta-Model of LLM Activations
Grace Luo ⋅ Jiahai Feng ⋅ Trevor Darrell ⋅ Alec Radford ⋅ Jacob Steinhardt
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization
Praneet Suresh ⋅ Jack Stanley ⋅ Sonia Joseph ⋅ Luca Scimeca ⋅ Danilo Bzdok
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
LLM Self-Recognition: Steering and Retrieving Activation Signatures
Thibaud Ardoin ⋅ Jonas Schäfer ⋅ Gerhard Wunder
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
Iván Arcuschin ⋅ David Chanin ⋅ Adrià Garriga-Alonso ⋅ Oana-Maria Camburu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Old Habits Die Hard: How Conversational History Geometrically Traps LLMs
Adi Simhi ⋅ Fazl Barez ⋅ Martin Tutek ⋅ Yonatan Belinkov ⋅ Shay Cohen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decomposing Query-Key Feature Interactions Using Contrastive Covariances
Andrew Lee ⋅ Yonatan Belinkov ⋅ Fernanda Viégas ⋅ Martin Wattenberg
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
Jongwook Han ⋅ Jongwon Lim ⋅ Injin Kong ⋅ Yohan Jo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Evaluating and Steering Modality Preferences in Multi-modal LLMs
Yu Zhang ⋅ Jinlong Ma ⋅ Yongshuai Hou ⋅ Xuefeng Bai ⋅ Kehai Chen ⋅ Yang Xiang ⋅ Jun Yu ⋅ Min zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixture of Concept Bottleneck Experts
Francesco De Santis ⋅ Gabriele Ciravegna ⋅ Giovanni De Felice ⋅ Arianna Casanova ⋅ Francesco Giannini ⋅ Michelangelo Diligenti ⋅ Mateo Espinosa Zarlenga ⋅ Pietro Barbiero ⋅ Johannes Schneider ⋅ Danilo Giordano
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimensional Collapse in Transformer Attention Outputs: A Challenge for Sparse Dictionary Learning
Junxuan Wang ⋅ Xuyang Ge ⋅ Wentao Shu ⋅ Zhengfu He ⋅ Xipeng Qiu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tracing the Persona Circuit: How Large Language Models Encode and Express Character Traits
Guanzheng Qin ⋅ Chenghao Sun ⋅ Zhining Xie ⋅ Xinmei Tian
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Do Natural Language Interpretability Methods Convey Privileged Information?
Millicent Li ⋅ Alberto Mario Ceballos Arroyo ⋅ Giordano Rogers ⋅ Naomi Saphra ⋅ Byron Wallace
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Selective Disclosure Watermarking for Large Language Models
Xuyang Chen ⋅ Xiang Li ⋅ Yangxinyu Xie ⋅ Qi Long
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Certified Circuits: Stability Guarantees for Mechanistic Circuits
Alaa Anani ⋅ Tobias Lorenz ⋅ Bernt Schiele ⋅ Mario Fritz ⋅ Jonas Fischer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
RAIGen: Rare Attribute Identification in Text-to-Image Generative Models
Silpa Vadakkeeveetil Sreelatha ⋅ Dan Wang ⋅ Serge Belongie ⋅ Muhammad Awais ⋅ Anjan Dutta
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Textual Supervision Enhances Geospatial Representations in Vision-Language Models
Marcelo Sartori Locatelli ⋅ Fernando Tonucci ⋅ Jea Kwon ⋅ Luiz Felipe Vecchietti ⋅ Bryan Nathanael Wijaya ⋅ Cheng Yaw Low ⋅ Virgilio Almeida ⋅ MEEYOUNG CHA
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Probing Cross-modal Information Hubs in Audio-Visual LLMs
Jihoo Jung ⋅ Chaeyoung Jung ⋅ Ji-Hoon Kim ⋅ Joon Son Chung
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Hallucinations Undermine Trust; Metacognition is a Way Forward
Gal Yona ⋅ Mor Geva ⋅ Yossi Matias
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
C$^{2}$R: Cross-sample Consistency Regularization Mitigates Feature Splitting and Absorption in Sparse Autoencoders
Haoran Jin ⋅ Xiting Wang ⋅ Shijie Ren ⋅ Hong Xie ⋅ Defu Lian
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking
Joeun Kim ⋅ HoEun Kim ⋅ Dongsup Jin ⋅ Young-Sik Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders
David Chanin ⋅ Adrià Garriga-Alonso
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio
Georgios Milis ⋅ Yubin Qin ⋅ Yihan Wu ⋅ Heng Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Distributional View for Visual Mechanistic Interpretability: KL-Minimal Soft-Constraint Principle
Guancheng Zhou ⋅ Yisi Luo ⋅ Zhengfu He ⋅ Zhenyu Jin ⋅ Xuyang Ge ⋅ Wentao Shu ⋅ Deyu Meng ⋅ Xipeng Qiu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Realignment Problem: When Right becomes Wrong in LLMs
Aakash Sen Sharma ⋅ Debdeep Sanyal ⋅ Manodeep Ray ⋅ Vivek Srivastava ⋅ Shirish Karande ⋅ Murari Mandal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Distributional Open-Ended Evaluation of LLM Cultural Value Alignment Based on Value Codebook
Jaehyeok Lee ⋅ Xiaoyuan Yi ⋅ Jing Yao ⋅ Hyunjin Hwang ⋅ Roy Lee ⋅ Xing Xie ⋅ JinYeong Bak
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Robustness for LLM Safety Alignment via Selective Geometry Control
Yonghui Yang ⋅ Wenjian Tao ⋅ Jilong Liu ⋅ Xingyu Zhu ⋅ Junfeng Fang ⋅ Huang Weibiao ⋅ Le Wu ⋅ Richang Hong ⋅ Tat-Seng Chua
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards
Yiran Shen ⋅ Yu Xia ⋅ Jonathan Chang ⋅ Prithviraj Ammanabrolu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Split Personality Training: Revealing Latent Knowledge Through Alternate Personalities
Florian Dietz ⋅ William Wale ⋅ Oscar Gilg ⋅ Robert McCarthy ⋅ Felix Michalak ⋅ Gustavo Danon ⋅ Miguelito De Guzman ⋅ Dietrich Klakow
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Secret Engine Behind RLHF: It's Contarstive Learning All Along
Xufei Lv ⋅ Kehai Chen ⋅ Haoyuan Sun ⋅ Xuefeng Bai ⋅ Min zhang ⋅ Houde Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Stable Value Alignment: Introducing Independent Modules for Consistent Value Guidance
Wenhao Chen ⋅ Sirui Sun ⋅ Shengyuan Bai ⋅ Guojie Song
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MESA: Improving MoE Safety Alignment via Decentralized Expertise
Yitong Sun ⋅ Yao Huang ⋅ Teng Li ⋅ Ranjie Duan ⋅ Yichi Zhang ⋅ Xingjun Ma ⋅ Hui Xue' ⋅ Xingxing Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Stop Using Culturally Biased Human Cognitive Benchmarks to Evaluate LLMs
Carla Troper
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Disentangled Preference Optimization Dynamics
Wei Chen ⋅ Yubing Wu ⋅ Junmei Yang ⋅ Delu Zeng ⋅ Qibin Zhao ⋅ John Paisley ⋅ Min Chen ⋅ Zhou Wang
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM-Based Social Simulations Require a Boundary
Zengqing Wu ⋅ Run Peng ⋅ Takayuki Ito ⋅ Makoto Onizuka ⋅ Chuan Xiao
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Anthropomorphic Misalignment Research Needs Stronger Evidence
Vansh Gupta ⋅ Peter Nutter ⋅ Samuel Stante ⋅ Andreas Krause ⋅ Florian Tramer ⋅ Lukas Fluri ⋅ Xin Chen ⋅ Anna Hedström
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Discovering Implicit Large Language Model Alignment Objectives
Edward Chen ⋅ Sanmi Koyejo ⋅ Carlos Guestrin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: We Need Large Language Models Optimized For Our Well-Being
Ashton Anderson ⋅ Harsh Kumar ⋅ Louis Tay ⋅ Karina Vold
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GenAlign: Towards Unified Alignment Framework of MLLMs via Generative Reward Model
Jingyu Zhang ⋅ Kun Yang ⋅ Ming Wen ⋅ jiawei zhao ⋅ Yuxuan Liu ⋅ Zhuoer Xu ⋅ shiwen cui
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Corrigibility Transformation: Constructing Goals That Accept Updates
Rubi Hudson
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLMs Should Incorporate Explicit Mechanisms for Human Empathy
Xiaoxing You ⋅ Qiang Huang ⋅ Jun Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MoCo-EA: Exploiting Adversarial Mode Connectivity for Efficient Evolutionary Attacks
Hyo Seo Kim ⋅ Gang Luo ⋅ Can Chen ⋅ Binghui Wang ⋅ Yue Duan ⋅ Ren Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: We Need A Unified Definition of Hallucination (It’s The World Model, Stupid!)
Emmy Liu ⋅ Varun Prashant Gangal ⋅ Chelsea Zou ⋅ Michael Yu ⋅ Xiaoqi Huang ⋅ Alex Chang ⋅ Zhuofu Tao ⋅ Karanpartap Singh ⋅ Sachin Kumar ⋅ Steven Feng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Actions Go Off-Task: Detecting and Correcting Misaligned Actions in Computer-Use Agents
Yuting Ning ⋅ Jaylen Jones ⋅ Zhehao Zhang ⋅ Chentao Ye ⋅ Weitong Ruan ⋅ Junyi Li ⋅ Rahul Gupta ⋅ Huan Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Automatically Finding Reward Model Biases
Atticus Wang ⋅ Iván Arcuschin ⋅ Arthur Conmy
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Toward Culturally Aligned LLMs through Ontology-Guided Multi-Agent Reasoning
Wonduk Seo ⋅ Wonseok Choi ⋅ Junseo Koh ⋅ Juhyeon Lee ⋅ Hyunjin An ⋅ Minhyeong Yu ⋅ Jian Park ⋅ Qingshan Zhou ⋅ Seunghyun lee ⋅ Yi Bu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How RLHF Amplifies Sycophancy
Itai Shapira ⋅ Gerdus Benade ⋅ Ariel Procaccia
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
IRIS: Implicit Reward-Guided Internal Sifting for Mitigating Multimodal Hallucination
Yuanshuai Li ⋅ Yuping Yan ⋅ Jirui Han ⋅ Fei Ming ⋅ Lingjuan Lyu ⋅ Yaochu Jin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transitivity Meets Cyclicity: Explicit Preference Decomposition for Dynamic Large Language Model Alignment
Yucong Huang ⋅ Xiucheng Li ⋅ Kaiqi Zhao ⋅ Jing Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Conflict-Aware Adaptive Alignment for LLM Hallucination Mitigation
Ruohan Zong ⋅ Yang Zhang ⋅ Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Expectation Alignment of Language Models for Real-World User Expectations
Miaomiao Li ⋅ Yang Wang ⋅ Bin Liang ⋅ Shudong Liu ⋅ Zhiwei Zhang ⋅ Kam-Fai Wong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mitigating Visual Hallucinations via Semantic Curriculum Preference Optimization in MLLMs
Yuanshuai Li ⋅ Yuping Yan ⋅ Junfeng Tang ⋅ Zeqi Zheng ⋅ Yaochu Jin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
Woojin Kim ⋅ Sieun Hyeon ⋅ Jusang Oh ⋅ Jaeyoung Do
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Scale is a False Promise for Endangered Languages
Ivory Yang ⋅ Soroush Vosoughi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Capability-Oriented Training Induced Alignment Risk
Yujun Zhou ⋅ Yue Huang ⋅ Han Bao ⋅ kehan guo ⋅ Zhenwen Liang ⋅ Pin-Yu Chen ⋅ Tian Gao ⋅ Werner Geyer ⋅ Nuno Moniz ⋅ Nitesh Chawla ⋅ Xiangliang Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Furina: Fragmented Uncertainty-Driven Refusal Instability Attack
Tongxi Wu ⋅ Jian Zhang ⋅ Yang Gao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Functional Correctness of Large Code Models with Selective Generation
Jaewoo Jeong ⋅ Taesoo Kim ⋅ Sangdon Park
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation
Zhao Tong ⋅ Chunlin Gong ⋅ Yiping ZHANG ⋅ Haichao Shi ⋅ Qiang Liu ⋅ Xingcheng Xu ⋅ Shu Wu ⋅ Xiao-Yu Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
STARE: Step-wise Temporal Alignment and Red-teaming Engine for Multi-modal Toxicity Attack
Xutao Mao ⋅ Liangjie Zhao ⋅ Liutao ⋅ Xiang Zheng ⋅ Hongying Zan ⋅ Cong Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding
Liu Yu ⋅ Can Chen ⋅ PING KUANG ⋅ Zhikun Feng ⋅ Fan Zhou ⋅ Gillian Dobbie
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Greedy Coordinate Diffusion: Effective and Semantically Coherent Adversarial Attacks via Diffusion Guidance
Bohdan Turbal ⋅ Blossom Metevier ⋅ Max Springer ⋅ Aleksandra Korolova
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Debate with Images: Detecting Deceptive Behaviors in Multimodal Large Language Models
Shiyi Hou ⋅ Shiyi Hou ⋅ Kaile Wang ⋅ Boyuan Chen ⋅ Donghai Hong ⋅ Jiayi Zhou ⋅ Juntao Dai ⋅ Yaodong Yang ⋅ Jiaming Ji
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Speech-Audio Compositional Attacks on Multimodal LLMs and Their Defense with SALMONN-Guard
Yudong Yang ⋅ Xuezhen Zhang ⋅ Zhifeng Han ⋅ Siyin Wang ⋅ Jimin Zhuang ⋅ Zengrui Jin ⋅ Jing Shao ⋅ Guangzhi Sun ⋅ Chao Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Securing Multimodal AI through Internal Information Decomposition
Jehyeok Yeon ⋅ Hyeonjeong Ha ⋅ Qiusi Zhan ⋅ Heng Ji
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
Yen-Shan Chen ⋅ Sian-Yao Huang ⋅ Cheng-Lin Yang ⋅ Yun-Nung Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations
Buyun Liang ⋅ Jinqi Luo ⋅ Liangzu Peng ⋅ Kwan Ho Ryan Chan ⋅ Darshan Thaker ⋅ Kaleab Kinfu ⋅ Fengrui Tian ⋅ Hamed Hassani ⋅ Rene Vidal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Meerkat-VL: Implicit Risk Safety Alignment in Multimodal LLMs via Perceptual Reasoning and Self-Verification
Peicheng Zhou ⋅ Chuanbin Liu ⋅ Shancheng Fang ⋅ Bowei Pu ⋅ Yiwei Sun ⋅ Zhangchi Hu ⋅ Hongtao Xie
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
SARSteer: Safeguarding Large Audio Language Models via Safe-Ablated Refusal Steering
Weilin Lin ⋅ Jianze Li ⋅ Hui Xiong ⋅ Li Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Obfuscation Atlas: Mapping Where Honesty Emerges in RLVR with Deception Probes
Mohammad Taufeeque ⋅ Stefan Heimersheim ⋅ Adam Gleave ⋅ Chris Cundy
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Safe AI Should be Resistant and Resilient in an Evolving World
Youbang Sun ⋅ Xiang Wang ⋅ Jie Fu ⋅ Chaochao Lu ⋅ Bowen Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
Anka Reuel ⋅ Avijit Ghosh ⋅ Jenny Chim ⋅ Andrew Tran ⋅ Yanan Long ⋅ Jennifer Mickel ⋅ Usman Gohar ⋅ Srishti Yadav ⋅ Pawan Sasanka Ammanamanchi ⋅ Mowafak Allaham ⋅ Hossein A. Rahmani ⋅ Mubashara Akhtar ⋅ Felix Friedrich ⋅ Robert Scholz ⋅ Michael Riegler ⋅ Jan Batzner ⋅ Eliya Habba ⋅ Arushi Saxena ⋅ Anastassia Kornilova ⋅ Kevin Wei ⋅ Prajna Soni ⋅ Yohan Mathew ⋅ Kevin Klyman ⋅ Jeba Sania ⋅ Subramanyam Sahoo ⋅ Olivia B Bruvik ⋅ Pouya Sadeghi ⋅ Sujata Goswami ⋅ Angelina Wang ⋅ Yacine Jernite ⋅ Zeerak Talat ⋅ Stella Biderman ⋅ Mykel Kochenderfer ⋅ Sanmi Koyejo ⋅ Irene Solaiman
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety
Jialin Song ⋅ Xiaodong Liu ⋅ Weiwei Yang ⋅ Wuyang Chen ⋅ Mingqian Feng ⋅ Xuekai Zhu ⋅ Jianfeng Gao
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
OpenDeception: Learning Deception and Trust in Human–AI Interaction via Multi-Agent Simulation
Yichen Wu ⋅ Qianqian Gao ⋅ Xudong Pan ⋅ Geng Hong ⋅ Min Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Faithful Mobile GUI Agents with Guided Advantage Estimator
Haowen Hu ⋅ Pengzhou Cheng ⋅ Zheng Wu ⋅ Lingzhong Dong ⋅ Gongshen Liu ⋅ Zhuosheng Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How does information access affect LLM monitors' ability to detect sabotage?
Rauno Arike ⋅ Raja Moreno ⋅ Rohan Subramani ⋅ Shubhorup Biswas ⋅ Francis Rhys Ward
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Proactive Defense Benchmark against Deepfake Generation
Joonhyuk Baek ⋅ Wonjune Seo ⋅ Jae-yun Kim ⋅ Saerom Park ⋅ Hoki Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: LLM Agents Are the Antidote to Walled Gardens
Samuele Marro ⋅ Phil Torr
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Metis: Learning to Jailbreak LLMs via Self-Evolving Metacognitive Policy Optimization
Huilin Zhou ⋅ Jian Zhao ⋅ Yilu Zhong ⋅ Zhen Liang ⋅ Xiuyuan Chen ⋅ Yuchen Yuan ⋅ Tianle Zhang ⋅ Chi Zhang ⋅ Lan Zhang ⋅ Xuelong Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Monitoring Monitorability
Melody Guan ⋅ Miles Wang ⋅ Micah Carroll ⋅ Zehao Dou ⋅ Annie Wei ⋅ Marcus Williams ⋅ Benjamin Arnav ⋅ Joost Huizinga ⋅ Ian Kivlichan ⋅ Amelia Glaese ⋅ Jakub Pachocki ⋅ Bowen Baker
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents
Rong Shan ⋅ Te Gao ⋅ Hang Zheng ⋅ Yunjia Xi ⋅ Jiachen Zhu ⋅ Zeyu Zheng ⋅ Yong Yu ⋅ Weinan Zhang ⋅ Jianghao Lin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exploration Hacking: LLMs Can Learn to Resist RL Training
Eyon Jang ⋅ Damon Falck ⋅ Joschka Cedric Braun ⋅ Nathalie Kirch ⋅ Achyutha Menon ⋅ Perusha Moodley ⋅ Scott Emmons ⋅ Roland S. Zimmermann ⋅ David Lindner
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Unsafer in Many Turns: Benchmarking and Defending Multi-Turn Safety Risks in Tool-Using Agents
Xu Li ⋅ Simon Yu ⋅ Minzhou Pan ⋅ Yiyou Sun ⋅ Bo Li ⋅ Dawn Song ⋅ Xue Lin ⋅ Weiyan Shi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
Guanxu Chen ⋅ Dongrui Liu ⋅ Tao Luo ⋅ Lijie Hu ⋅ Qihao Lin ⋅ Jing Shao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Risk Awareness Injection: Calibrating Vision-Language Models for Safety without Compromising Utility
Mengxuan Wang ⋅ Yuxin Chen ⋅ Gang Xu ⋅ Tao He ⋅ hongjie jiang ⋅ Ming Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reflector: Internalizing Step-wise Reflection against Indirect Jailbreaks
Jiachen Ma ⋅ Jiawen Zhang ⋅ Xiangtian Li ⋅ Bo Zou ⋅ Chaochao Lu ⋅ Chao Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CORE: Conflict-Oriented Reasoning for General Multimodal Manipulation Detection
Jinjie Shen ⋅ Yaxiong Wang ⋅ Yujiao Wu ⋅ Lechao Cheng ⋅ Tianrui Hui ⋅ Nan Pu ⋅ Zhihui Li ⋅ Zhun Zhong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
How to Avoid Debate: Scalable AI Safety via Doubly-Efficient Interactive Proofs
Liyan Chen ⋅ Zoe Xi ⋅ Yael Kalai
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning Models Struggle to Control their Chains of Thought
Chen Yueh-Han ⋅ Robert McCarthy ⋅ Bruce W. Lee ⋅ He He ⋅ Micah Carroll ⋅ Tomek Korbak
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
CoopEval: Benchmarking Cooperation-Sustaining Mechanisms and LLM Agents in Social Dilemmas
Emanuel Tewolde ⋅ Xiao Zhang ⋅ David Guzman Piedrahita ⋅ Vincent Conitzer ⋅ Zhijing Jin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Accountable Deployment of Agentic AI Demands Layered, System-Level Interpretability
Judy Zhu ⋅ Dhari Gandhi ⋅ Ahmad Mianroodi ⋅ Dhanesh Ramachandram ⋅ Sedef Akinli Kocak ⋅ shaina raza
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems
Lingxi Zhang ⋅ Guangtao Zheng ⋅ Hanjie Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
More Sail than Ballast: Addressing Harmful Knowledge Leakage in the Expansive Reasoning Space of LRMs
Qibing Ren ⋅ Xinhao Song ⋅ Ke Fan ⋅ Lijun Li ⋅ Zhanpeng Zhou ⋅ Gongshen Liu ⋅ Junchi Yan ⋅ Lizhuang Ma ⋅ Jing Shao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Child Safety Necessitates New Approaches to AI Safety
Neil Kale ⋅ Rebecca Portnoff ⋅ Pratiksha Thaker ⋅ Michael Simpson ⋅ Robertson Wang ⋅ Kevin Kuo ⋅ Chhavi Yadav ⋅ Virginia Smith
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning Efficient Guardrails for Compliance
Xiaofei Wen ⋅ Wenjie Mo ⋅ Yanan Xie ⋅ Peng Qi ⋅ Muhao Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: Safe Models Do Not Guarantee Safe Societies: The Case for Sociopolitical Risk
David Guzman Piedrahita ⋅ Dave Banerjee ⋅ Changling Li ⋅ Terry Zhang ⋅ Kevin Blin ⋅ Samuel Simko ⋅ Punya Pandey ⋅ Irene Strauss ⋅ Rada Mihalcea ⋅ Bernhard Schölkopf ⋅ Zhijing Jin
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fleet: Few-Shots Lead Effective AIGI Detection
Jiaan Wang ⋅ Sirui Liu ⋅ Yu Li ⋅ Kaiyuan Yang ⋅ Juan Cao ⋅ Sheng Tang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Are Your Agents Upward Deceivers?
Dadi Guo ⋅ Qingyu Liu ⋅ Dongrui Liu ⋅ Qihan Ren ⋅ Shuai Shao ⋅ Tianyi Qiu ⋅ Haoran Li ⋅ Yi Fung ⋅ Zhongjie Ba ⋅ Juntao Dai ⋅ Jiaming Ji ⋅ Zhikai Chen ⋅ Jialing Tao ⋅ Yaodong Yang ⋅ Jing Shao ⋅ Xia Hu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Collaborative Disagreement Resolution for Scalable Oversight
Yuyang Jiang ⋅ Chacha Chen ⋅ Teng Wu ⋅ Liwen Sun ⋅ Han Liu ⋅ Shi Feng ⋅ Chenhao Tan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Noise Sensitivity Exponent Controls Large Statistical-to-Computational Gaps in Single- and Multi-Index Models
Leonardo Defilippis ⋅ FLORENT KRZAKALA ⋅ Bruno Loureiro ⋅ Antoine Maillard
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Revisiting Padded Transformer Expressivity: Which Architectural Choices Matter and Which Don't
Anej Svete ⋅ William Merrill ⋅ Ryan Cotterell ⋅ Ashish Sabharwal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention Models
Chungpa Lee ⋅ Jy-yong Sohn ⋅ Kangwook Lee
[ Slides [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Error Propagation and Model Collapse in Diffusion Models: A Theoretical Study
Naïl B. Khelifa ⋅ Richard E Turner ⋅ Ramji Venkataramanan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sobolev Regularized Score Difference Estimation in Diffusion Models
Chenghan Xie ⋅ Jose Blanchet ⋅ Renyuan Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mixtures of geodesic factor analyzers on Riemannian homogeneous spaces
Hengchao Chen ⋅ Yuanyao Tan ⋅ Chao Huang ⋅ Hongtu Zhu ⋅ Qiang Sun
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tightening the Score Matching Gap for Diffusion Models
Benjamin Dupuis ⋅ Tyler Farghly ⋅ Maxime Haddouche ⋅ Alain Oliviero Durmus ⋅ Umut Simsekli
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Innovation: An Almost Characterization of Hallucination
Nishant Pratim Das ⋅ Piyush Srivastava
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
What Makes a Strong Model? A Unified Spectral Analysis of Knowledge Transfer over High-dimensional Linear Regression
Wendao Wu ⋅ Fangqing Zhang ⋅ Haihan Zhang ⋅ Cong Fang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sharp Concentration Bounds for Vector Bundle-Valued Statistics on Manifolds
Swagatam Das ⋅ Vaclav Snasel
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Unconstrained Self-Distillation in Ridge Regression: Strict Improvements, Precise Asymptotics, and One-Shot Tuning
Hien Dang ⋅ Pratik Patil ⋅ Alessandro Rinaldo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Semi-knockoffs: a model-agnostic conditional independence testing method with finite-sample guarantees
Angel REYERO LOBO ⋅ Thirion Bertrand ⋅ Pierre Neuvial
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Theoretical Characterization of Generalization in Knowledge Distillation
Xiangchao Li ⋅ Xiao Han ⋅ Qing Yang ⋅ Xin Tong
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Ideal Attribution and Faithful Watermarks for Language Models
Min Jae Song ⋅ Kameron Shahabi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Asymptotically Fast Clebsch-Gordan Tensor Products with Vector Spherical Harmonics
YuQing Xie ⋅ Ameya Daigavane ⋅ Mit Kotak ⋅ Tess Smidt
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Statistical Framework for Analyzing Specification Resistance to Learnware-Inversion Risks
Hao-Yi Lei ⋅ Zhi-Hao Tan ⋅ Zhi-Hua Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Single-Head Attention in High Dimensions: A Theory of Generalization, Weights Spectra, and Scaling Laws
Fabrizio Boncoraglio ⋅ Vittorio Erba ⋅ Emanuele Troiani ⋅ Yizhou Xu ⋅ FLORENT KRZAKALA ⋅ Lenka Zdeborova
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On The Variability Of Concept Activation Vectors
Julia Wenkmann ⋅ Damien Garreau
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Utility Boundary of Dataset Distillation: Scaling and Coverage Laws
Zhengquan Luo ⋅ Zhiqiang Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
General Quantification of Covariate and Concept Shifts
Hongbo Chen ⋅ Li Xia
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
Ruichen Xu ⋅ Wenjing Yan ⋅ Angela Yingjun Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Likelihood Matching for Diffusion Models
Lei Qian ⋅ Wu Su ⋅ Yanqi Huang ⋅ Song Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Universal Learning of Nonlinear Dynamics
Evan Dogariu ⋅ Anand Brahmbhatt ⋅ Elad Hazan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Width Independent Bounds for the Local Lipschitz Constant of Deep Neural Networks at Random Initialization and after Lazy Training
Apostolos Evangelidis ⋅ Felix Krahmer
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Expressivity Limits of Transformers
Maxime Meyer ⋅ Mario Michelessa ⋅ Caroline Chaux ⋅ Vincent Tan
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Implicit Bias of Adam and Muon on Smooth Homogeneous Neural Networks
Eitan Gronich ⋅ Gal Vardi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Training-Free Guided Diffusion for Planning: A Unified Framework via Doob’s h-Transform with Safety Guarantees
Kenta Hoshino ⋅ Yashaswi Shashank Aluru ⋅ Xiyu Deng ⋅ Yorie Nakahira
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
On Minimum Depth and Width of Floating-Point Neural Networks for Representing Floating-Point Functions
Sejun Park ⋅ Yeachan Park ⋅ Geonho Hwang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Demystifying LLM-as-a-Judge: Analytically Tractable Model for Inference-Time Scaling
Indranil Halder ⋅ Cengiz Pehlevan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Muon in Associative Memory Learning: Training Dynamics and Scaling Laws
Kaifei Wang ⋅ Binghui Li ⋅ Han Zhong ⋅ Pinyan Lu ⋅ Liwei Wang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite-Width Neural Tangent Kernels from Feynman Diagrams
Max Guillen ⋅ Philipp Misof ⋅ Jan Gerken
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Early Directional Convergence in Deep Homogeneous Neural Networks for Small Initializations
Akshay Kumar ⋅ Jarvis Haupt
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A unified theory of feature learning in RNNs and DNNs
Jan Bauer ⋅ Kirsten Fischer ⋅ Moritz Helias ⋅ Agostina Palmigiano
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
Yoshihiro Maruyama
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Length Generalization Bounds for Transformers
Anthony Lin ⋅ Pascal Bergsträßer ⋅ Georg Zetzsche ⋅ Andy Yang ⋅ David Chiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Geometry-Based View of Mahalanobis OOD Detection
Denis Janiak ⋅ Jakub Binkowski ⋅ Tomasz Kajdanowicz
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reasoning about Reasoning: BAPO Bounds on Chain-of-Thought Token Complexity in LLMs
Kiran Tomlinson ⋅ Tobias Schnabel ⋅ Adith Swaminathan ⋅ Jennifer Neville
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The impact of LoRA on Oversmoothing $\colon$ Understanding Catastrophic Forgetting in Mean-Field Attention Dynamics
Hugo Koubbi ⋅ Louis Hernandez ⋅ Matthieu Boussard
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Transformers with RL or SFT Provably Learn Sparse Boolean Functions, But Differently
Bochen Lyu ⋅ Yiyang Jia ⋅ Xiaohao Cai ⋅ Zhanxing Zhu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Attention Implements the Fisher Geometry of Exponential Families
Bodie Rubacher
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Framework for Understanding Learnability in Transformers
Blanka Kövér ⋅ Alexandra Butoi ⋅ Anej Svete ⋅ Michael Hahn ⋅ Ryan Cotterell
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Entropic Signature of Class Speciation in Diffusion Models
Florian Handke ⋅ Dejan Stancevic ⋅ Felix Koulischer ⋅ Thomas Demeester ⋅ Luca Ambrogioni
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamics of neural scaling laws in random feature regression with powerlaw-distributed kernel eigenvalues
Jakob Kramp ⋅ Javed Lindner ⋅ Moritz Helias
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
An analytic theory of convolutional neural network inverse problems solvers
Minh Hai Nguyen ⋅ Quoc Bao ⋅ Edouard Pauwels ⋅ Pierre Weiss
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimization, Generalization and Differential Privacy Bounds for Gradient Descent on Kolmogorov–Arnold Networks
Puyu Wang ⋅ Junyu Zhou ⋅ Philipp Liznerski ⋅ Marius Kloft
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Position: The Turing-Completeness of Real-World Autoregressive Transformers Relies Heavily on Context Management
Guanyu Cui ⋅ Zhewei Wei ⋅ Kun He
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Adaptive Bandit Algorithms for Contextual Matching Markets
Shiyun Lin ⋅ Simon Mauras ⋅ Vianney Perchet ⋅ Nadav Merlis
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Linear Dueling Bandits with Post-serving Context under Unknown Delays and Adversarial Corruptions
Youngmin Oh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
Yuantong Li ⋅ Guang Cheng ⋅ Xiaowu Dai
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Data-Source Adaptive Online Learning under Heteroscedastic Noise
Amith Bhat Hosadurga Anand ⋅ Aadirupa Saha ⋅ Haipeng Luo
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Follow-the-Perturbed-Leader for Decoupled Bandits: Best-of-Both-Worlds and Practicality
Chaiwon Kim ⋅ Jongyeong Lee ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Online Convex Optimization with Efficient Communication: Improved Algorithm and Lower Bounds
Sifan Yang ⋅ Wenhao Yang ⋅ Wei Jiang ⋅ Lijun Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bandit Social Leaning Dynamics with Exploration Episodes
Kiarash Banihashem ⋅ Collina ⋅ Alex Slivkins
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Generalized Linear Bandits with Memory
Heesang Ann ⋅ Hyun-jun Choi ⋅ Taehyun Hwang ⋅ Younghoon Shin ⋅ Haeju Cheong ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Tighter Regret Lower Bound for Gaussian Process Bandits with Squared Exponential Kernel in Hypersphere
Shogo Iwazaki
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Decentralized Bandits without Global Clock for Dynamic Matching Market
Mengtong Gao ⋅ Zhenhe Zhang ⋅ Jichen Li ⋅ Xia Xuanzhi ⋅ Wentao Zhou ⋅ Jing Chen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Neural Logistic Bandits
Seoungbin Bae ⋅ Dabeen Lee
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Contextual Slate GLM Bandits with Limited Adaptivity
Tanmay Goyal ⋅ Sukruta Midigeshi ⋅ Gaurav Sinha
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Practical and Optimal Algorithm for Linear Contextual Bandits with Rare Parameter Updates
Sanghoon Yu ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite and Corruption-Robust Regret Bounds in Online Inverse Linear Optimization under M-Convex Action Sets
Taihei Oki ⋅ Shinsaku Sakaue
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Algorithms for Nash Welfare in Linear Bandits
Dhruv Sarkar ⋅ Nishant Pandey ⋅ Sayak Ray Chowdhury
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Bilinear Bandits with Partially Observable Features
Wooseong Cho ⋅ Ji Hyeong Park ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Regret via Discounted-to-Dynamic Reduction with Applications to Curved Losses and Adam Optimizer
Yan-Feng Xie ⋅ Yu-Jie Zhang ⋅ Peng Zhao ⋅ Zhi-Hua Zhou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Perturbation Approach to Unconstrained Linear Bandits
Andrew Jacobsen ⋅ Dorian Baudry ⋅ Shinji Ito ⋅ Nicolò Cesa-Bianchi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Regret for KL-Regularized Multi-Armed Bandits
Kaixuan Ji ⋅ Qingyue Zhao ⋅ Heyang Zhao ⋅ Qiwei Di ⋅ Quanquan Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Regret Minimization With a Crowd of Awakening Experts
Anna Lunghi ⋅ Gianmarco Genalti ⋅ Alberto Marchesi ⋅ Matteo Castiglioni
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Dimension Dependence for Bandit Convex Optimization with Gradient Variations
Hang Yu ⋅ Yu-Hu Yan ⋅ Peng Zhao
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Sampling and Identity-Testing Without Approximate Tensorization of Entropy
William He ⋅ Nicholas Kocurek ⋅ William Gay ⋅ Ryan O'Donnell
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Belief Propagation Converges to Gaussian Distributions in Sparsely-Connected Factor Graphs
Tom Yates ⋅ Yuzhou Cheng ⋅ Ignacio Alzugaray ⋅ Danyal Akarca ⋅ Pedro Mediano ⋅ Andrew Davison
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Approximating f -Divergences with Rank Statistics
Viktor Stein ⋅ José Manuel de Frutos
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-Free Multimodal Sampling via Preconditioned Annealed Langevin Dynamics
Lorenzo Baldassari ⋅ Josselin Garnier ⋅ Knut Solna ⋅ Maarten de Hoop
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
GAAVI: Global Asymptotic Anytime Valid Inference for the Conditional Mean Function
Brian Cho ⋅ Raaz Dwivedi ⋅ Nathan Kallus
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Supervised Guidance Training for Infinite-Dimensional Diffusion Models
Elizabeth Baker ⋅ Alexander Denker ⋅ Jes Frellsen
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Error Analysis of Discrete Flow with Generator Matching
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Qiang Yao ⋅ Liyan Xie ⋅ Fang Fang ⋅ Hongyuan Zha ⋅ Guang Cheng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Corrected Samplers for Discrete Flow Models
Zhengyan Wan ⋅ Yidong Ouyang ⋅ Liyan Xie ⋅ Hongyuan Zha ⋅ Fang Fang ⋅ Guang Cheng
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence
Shiyuan Zhang ⋅ Qiwei Di ⋅ Xuheng Li ⋅ Quanquan Gu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Probably Approximately Correct Labels
Emmanuel J Candes ⋅ Andrew Ilyas ⋅ Tijana Zrnic
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Calibrated Preference Learning: The Case of Label Ranking
Santo Thies ⋅ Viktor Bengs ⋅ Timo Kaufmann ⋅ Sebastian Vollmer ⋅ Eyke Hüllermeier
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dimension-free convergence of diffusion models for approximate Gaussian mixtures
Gen Li ⋅ Changxiao Cai ⋅ Yuting Wei
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Statistically Undetectable Backdoors in Deep Neural Networks
Andrej Bogdanov ⋅ Alon Rosen ⋅ Neekon Vafa
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mind the Gap: Catching Hallucinations via Evidence Drop on the Reasoning Manifold
QunJie Chen ⋅ Yufei Chen ⋅ Xiaodong Yue ⋅ Linye Li
[ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Decision-Making Based on Prediction Sets
Tao Wang ⋅ Edgar Dobriban
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Improved Convergence of Score-Based Diffusion Models via Prediction-Correction
Francesco Pedrotti ⋅ Jan Maas ⋅ Marco Mondelli
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Logit Distance Bounds Representational Similarity
Beatrix M. G. Nielsen ⋅ Emanuele Marconato ⋅ Luigi Gresele ⋅ Andrea Dittadi ⋅ Simon Buchholz
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Signal Strength Estimation in Logistic Regression Using Data Splitting
Weihao Li ⋅ Jun Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mean-Shift PCA by Knockoff Mean
Mengda Li ⋅ Zeng Li ⋅ Jianfeng Yao
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Simple Unbiased Derivative Free Inference-Time Scaling for Diffusion Models via Sequential Monte Carlo on Path Measures
Chenyang Wang ⋅ Weizhong Wang ⋅ Yinuo Ren ⋅ Jose Blanchet ⋅ Yiping Lu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dependence-Aware Label Aggregation for LLM-as-a-Judge via Ising Models
Krishna Balasubramanian ⋅ Aleksandr Podkopaev ⋅ Shiva Kasiviswanathan
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reflective Hamiltonian Monte Carlo: Mixing Analysis and Application to Sampling on Stiefel Manifold
Kwangmin Lee ⋅ Yeonhee Park ⋅ Sewon Park
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A Studentized Spherical Harmonics–Based Nonparametric Two-Sample Test for Compositional and Directional Data
Binglin Li ⋅ Matthew Reed ⋅ Seong-Tae Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
WildCat: Near-Linear Attention in Theory and Practice
Tobias Schröder ⋅ Lester Mackey
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learn to change the world: Multi-level reinforcement learning with model-changing actions
Ziqing Lu ⋅ Babak Hassibi ⋅ Lifeng Lai ⋅ Weiyu Xu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Minimax Optimal Strategy for Delayed Observations in Online Reinforcement Learning
Harin Lee ⋅ Kevin Jamieson
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Robust Reinforcement Learning in a Sample-Efficient Setting
Siemen Herremans ⋅ Ali Anwar ⋅ Siegfried Mercelis
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Finite-time Convergence Analysis of Actor-Critic with Evolving Reward
Rui Hu ⋅ Yu Chen ⋅ Longbo Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Provable Benefits of RLVR over SFT for Reasoning Models: Learning to Backtrack Efficiently
Stanley Wei ⋅ Juno Kim
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Dynamic Programming for Epistemic Uncertainty in Markov Decision Processes
Axel Benyamine ⋅ Julien Grand-Clément ⋅ Marek Petrik ⋅ Michael Jordan ⋅ Alain Oliviero Durmus
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning with Action-Triggered Observations
Alexander Ryabchenko ⋅ Wenlong Mou
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
A World in Pieces: Structural Certification of General Agents
Yikai Lu ⋅ Yifei Wu ⋅ Xinyu Lu ⋅ Tongxin Li
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Chebyshev Policies and the Mountain Car Problem: Reinforcement Learning for Low-dimensional Control Tasks
Stefan Huber ⋅ Hannes Unger ⋅ Georg Schäfer ⋅ Jakob Rehrl
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Compositional Behavioral Semantics and Metrics for State Abstraction in Reinforcement Learning
Yivan Zhang ⋅ Ziyan Luo ⋅ Manuel Baltieri
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Well-Posed KL-Regularized Control via Wasserstein and Kalman–Wasserstein KL Divergences
Viktor Stein ⋅ Adwait Datar ⋅ Nihat Ay
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
The Value Function Semi-Algebraic Set in Partially Observable Markov Decision Processes
Ryan Anderson ⋅ Guido Montufar
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Breaking the Computational Barrier: Provably Efficient Actor–Critic for Low-Rank MDPs
Ruiquan Huang ⋅ Donghao Li ⋅ Yingbin LIANG ⋅ Jing Yang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Optimal Regret for Policy Optimization in Contextual Bandits
Orin Levy ⋅ Yishay Mansour
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Multi-agent imitation learning with function approximation: linear Markov games and beyond
Luca Viano ⋅ Till Freihaut ⋅ Emanuele Nevali ⋅ Volkan Cevher ⋅ Matthieu Geist ⋅ Giorgia Ramponi
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Noise as a Natural Regularizer in Markov Decision Processes: Connecting Environmental Stochasticity and Policy Simplicity
Harry Chen ⋅ Michal Moshkovitz ⋅ Cynthia Rudin ⋅ Yiyang Sun ⋅ Ron Parr ⋅ Lesia Semenova ⋅ Zachery Boner
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding Behavior Cloning with Action Quantization
Haoqun Cao ⋅ Tengyang Xie
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reusing Trajectories in Policy Gradients Enables Fast Convergence
Alessandro Montenegro ⋅ Federico Mansutti ⋅ Marco Mussi ⋅ Matteo Papini ⋅ Alberto Maria Metelli
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Mirror Descent Policy Optimisation for Robust Constrained Markov Decision Processes
David Bossens ⋅ Atsushi Nitanda
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Optimal Regret for Policy Optimization in Contextual MDPs with General Offline Function Approximation
Orin Levy ⋅ Aviv Rosenberg ⋅ Alon Peled-Cohen ⋅ Yishay Mansour
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Commit to the Bit: Reactive Reinforcement Learning Done Right
Onno Eberhard ⋅ Claire Vernade ⋅ Michael Muehlebach
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Temporal Difference Learning with Compressed Updates: Error-Feedback meets Reinforcement Learning
Aritra Mitra ⋅ George Pappas ⋅ Hamed Hassani
[ URL [ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Posterior Sampling Reinforcement Learning with Gaussian Processes for Continuous Control: Sublinear Regret Bounds for Unbounded State Spaces
Hamish Flynn ⋅ Joe Watson ⋅ Ingmar Posner ⋅ Jan Peters
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Value Aggregation with Uncertainty in Online Decentralized MARL
Ziyue Chu ⋅ Leonardo Stella
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Constrained Meta Reinforcement Learning with Provable Test-Time Safety
Tingting Ni ⋅ Maryam Kamgarpour
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Best-of-Both-Worlds for Heavy-Tailed Markov Decision Processes
Yu Chen ⋅ Yuhao Liu ⋅ Jiatai Huang ⋅ Yihan Du ⋅ Longbo Huang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning
Yike Zhao ⋅ Onno Eberhard ⋅ Malek khammassi ⋅ Ali Sayed ⋅ Michael Muehlebach
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Understanding the Performance Gap in Preference Learning: A Dichotomy of RLHF and DPO
Ruizhe Shi ⋅ Minhak Song ⋅ Runlong Zhou ⋅ Zihan Zhang ⋅ Maryam Fazel ⋅ Simon Du
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Near-Minimax Multi-Objective RL under Predictable Adversarial Preferences and Preference-Free Exploration in Linear MDPs
Mingxi Hu ⋅ Meiling Yu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Achieving Optimal Strong Regret and Constraint Violation via Computational Efficient Model-free RL
Xiyue Peng ⋅ Lingkai Zu ⋅ Ziyu Shao ⋅ Xin Liu
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Convergence of Two-Timescale Stochastic Approximation with Markovian Samples and Applications in Reinforcement Learning
Vagul Mahadevan ⋅ Claire Chen ⋅ Shuze Liu ⋅ Shangtong Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Rethinking the Hardness of PbRL: A Provable General Regret Bound
Chenjie Mao ⋅ Yi Fan ⋅ Ning Zhang ⋅ Chongjie Zhang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Learning to Correct: Reinforcement Learning for Multi-Attempt Chain-of-Thought
Muhammed Emrullah Ildiz ⋅ Halil Alperen Gozeten ⋅ Ege Onur Taga ⋅ Samet Oymak
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Offline Two-Player Zero-Sum Markov Games with KL Regularization
Claire Chen ⋅ Yuheng Zhang ⋅ Xinyu Liu ⋅ Zixuan Xie ⋅ Shuze Liu ⋅ Nan Jiang
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Towards Parameter-Free Temporal Difference Learning
Yunxiang LI ⋅ Mark Schmidt ⋅ Reza Babanezhad ⋅ Sharan Vaswani
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning for Reachability: Guaranteeing Asymptotic Optimality
Amogh Palasamudram ⋅ Jakub Svoboda ⋅ Krishnendu Chatterjee ⋅ Suguman Bansal
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Exact Unlearning in Reinforcement Learning
Tang Thanh Nguyen ⋅ Raman Arora
[ OpenReview
Poster
Wed Jul 08 10:30 AM -- 12:15 PM (KST) @ Coex: HALL A None
Secure Multi-agent Reinforcement Learning for Service Systems with Affinity and Byzantine Nodes: Stability Analysis and Protection Design
Yifan Jiang ⋅ Jiasheng Pan ⋅ Mengtian Li ⋅ Li Jin
[ OpenReview