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Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DOCKSMITH: Scaling Reliable Coding Environments via an Agentic Docker Builder
Jiaran Zhang ⋅ Lu Ma ⋅ Yanhao Li ⋅ Fanqi Wan ⋅ DI QI ⋅ Xin Wu ⋅ Zhewei Huang ⋅ Liangyu Chen ⋅ YINGWEI MA ⋅ Qi Han ⋅ Xiangyu Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Resource-Efficient LLMs: End-to-End Energy Accounting of Distillation Pipelines
Katherine Lambert ⋅ Sasha Luccioni
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Flow for Future: Geometric SE(3)-Equivariant Flow Matching for 3D Trajectory Prediction
Junwei Wu ⋅ Yihang Liu ⋅ Ruixuan Yu ⋅ Jian Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unbiased Reward Modeling from Implicit Preference
Eric Wang ⋅ Haocheng Yang ⋅ Licheng Pan ⋅ Lei Shen ⋅ Xiaoxi Li ⋅ Yinuo Wang ⋅ Zhichao Chen ⋅ Yuan Lu ⋅ Haoxuan Li ⋅ Zhouchen Lin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
Jiawei Gu ⋅ Fengyuan Nie ⋅ Hao Tang ⋅ Yanpeng Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SKETCH: Semantic Key-Point Conditioning for Long-Horizon Vessel Trajectory Prediction
Linyong Gan ⋅ Zimo Li ⋅ Wenxin XU ⋅ Xingjian Li ⋅ Jianhua Huang ⋅ Enmei Tu ⋅ Shuhang Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LLM4Cov: Execution-Grounded Agent Learning for High-Coverage Hardware Verification
Hejia Zhang ⋅ Zhongming Yu ⋅ Chia-Tung Ho ⋅ Mark Ren ⋅ Brucek Khailany ⋅ Jishen Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Prior to Pro: Efficient Skill Mastering via Distribution Contractive RL Finetuning
Zhanyi Sun ⋅ shuran song
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
JianKui Zhou ⋅ Jing Yao ⋅ Xiaoyuan Yi ⋅ Peng Zhang ⋅ Ning Gu ⋅ Zhan Hu ⋅ Xing Xie ⋅ Tun Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Olaf-World: Orienting Latent Actions for Video World Modeling
Yuxin Jiang ⋅ Yuchao Gu ⋅ Ivor Tsang ⋅ Mike Zheng Shou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
“Do Diffusion Models Dream of Electric Planes?” Discrete and Continuous Simulation-Based Inference for Aircraft Design
Aurelien Ghiglino ⋅ Daniel Elenius ⋅ Anirban Roy ⋅ Ramneet Kaur ⋅ Manoj Acharya ⋅ Colin Samplawski ⋅ Brian Matejek ⋅ Susmit Jha ⋅ Juan Alonso ⋅ Adam Cobb
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Timepoint Selection for Learning Measure-Valued Trajectories
Nicolas Huynh ⋅ Mihaela van der Schaar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MarketSim: Simulating Stock Markets with Large-Scale Generative Agents
Jinghua Piao ⋅ zhentao liu ⋅ Cheng Huang ⋅ Huang Jiarui ⋅ Songwei Li ⋅ Wang Ranran ⋅ Yong Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometric Flow Grounding: A Unified Manifold Decoupling Framework for Dynamics Discovery and Verification
Chang Yu ⋅ Yuxuan Luo ⋅ Yixuan Du ⋅ Yuqing Zhou ⋅ Siyuan Li ⋅ Jingbo Zhou ⋅ jiawei jiang ⋅ Zhen Lei ⋅ Stan Z Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SE-GA: Memory-Augmented Self-Evolution for GUI Agents
shilong jin ⋅ Lanjun Wang ⋅ Zhuosheng Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Static Endpoints: Tool Programs as an Interface for Flexible Agentic Web Services
Mugeng Liu ⋅ Shuoqi Li ⋅ Yixuan Zhang ⋅ Yun Ma
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Physics-informed coarsening for multigrid graph neural networks surrogates
Amir Bazzi ⋅ Ramy Nemer ⋅ Alves José ⋅ Elie Hachem
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Interleaved Selective State Space Models for Efficient WiFi-Based 3D Multi-Person Pose Estimation
Quang-Anh N.D. ⋅ Kok-Seng Wong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Survival Knowledge Distillation for Competing Risks Analysis
Feiyang Deng ⋅ Lingfeng Luo ⋅ Di Wang ⋅ Qinmengge Li ⋅ Lingxuan Kong ⋅ Kevin He
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LMM4-IC4K: A Large Multimodal Model Powered Integrated Circuit Footprint Geometry Understanding
Yida Wang ⋅ Taiting Lu ⋅ Runze Liu ⋅ Lanqing Yang ⋅ Zhe Chen ⋅ Yuehai Wang ⋅ Yixin Liu ⋅ Kaiyuan Lin ⋅ XiaoMeng Chen ⋅ Dian Ding ⋅ Yijie Li ⋅ Yifan Yang ⋅ Yi-Chao Chen ⋅ yincheng jin ⋅ Mahanth Gowda
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Signature-Informed Transformer for Asset Allocation
Yoontae Hwang ⋅ Stefan Zohren
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generative Inverse Design with Abstention via Diagonal Flow Matching
Miguel de Campos ⋅ Werner Krebs ⋅ Hanno Gottschalk
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
4DPC$^2$hat: Towards Dynamic Point Cloud Understanding with Failure-Aware Bootstrapping
Xindan Zhang ⋅ Weilong Yan ⋅ YUFEI SHI ⋅ Xuerui Qiu ⋅ Tao He ⋅ Ying Li ⋅ Ming Li ⋅ Hehe Fan
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bioacoustic Geolocation: Species Sounds as Geographic Signals
Mustafa Chasmai ⋅ Wuao Liu ⋅ Subhransu Maji ⋅ Grant Horn
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
Tianpeng Bu ⋅ Xin Liu ⋅ Qihua Chen ⋅ Hao Jiang ⋅ Shurui Li ⋅ hongtao duan ⋅ Lu Jiang ⋅ lulu hu ⋅ Bin Yang ⋅ Minying Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reading Between the Tokens: Improving Preference Predictions through Mechanistic Forecasting
Sarah Ball ⋅ Simeon Allmendinger ⋅ Frauke Kreuter ⋅ Niklas Kühl
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OmniSapiens: A Foundation Model for Social Behavior Processing via Heterogeneity-Aware Relative Policy Optimization
Keane Ong ⋅ Sabri Boughorbel ⋅ Luwei Xiao ⋅ Chanakya Ekbote ⋅ David Dai ⋅ Ao Qu ⋅ Jingyao Wu ⋅ Rui Mao ⋅ Ehsan Hoque ⋅ Erik Cambria ⋅ Gianmarco Mengaldo ⋅ Paul Pu Liang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoEvol-NO: State and Coordinate Co-Evolution with an Error-Driven Predictor-Corrector Paradigm for Neural Operator Transformer
Jianqiao Zeng ⋅ Ruocheng Wang ⋅ Yanzhi Liu ⋅ Hao Xiong ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Landmark-Guided Policy Optimization for Multi-Objective Language Model Selection
Marcio Monteiro ⋅ Weichen Li ⋅ Puyu Wang ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Global Merger-Arbitrage Forecasting with Language Models
Hinal Jajal ⋅ Michał Mucha ⋅ Charles Sweat ⋅ Chris Pulman ⋅ Charlie Flanagan ⋅ Peter Anderson
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Drop-in Circulant Structural Priors for Transformer Decoding of Cyclic Codes
Shuai Xiao ⋅ Weijun Fang ⋅ Qiaosheng Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bridging Functional Correctness and Runtime Efficiency Gaps in LLM-Based Code Translation
Longhui Zhang ⋅ Jiahao Wang ⋅ Chenhao Hu ⋅ Bingyu Liang ⋅ Jing Li ⋅ Min zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SoftBinary Coding: A New Information-Theoretic Paradigm for Neural Compression via Fast Channel Simulation
Ezgi Ozyilkan ⋅ Sharang Sriramu ⋅ Elza Erkip ⋅ Aaron Wagner ⋅ Jona Ballé
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GeoReward: Mitigating Contextual Variable Overestimation in Vision-Language Models for Cross-Market Preference Prediction
Shuo Liu ⋅ Huixiang.Cai ⋅ Weiru Zhang ⋅ Xiaoyi Zeng
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Agent JIT Compilation for Latency-Optimizing Computer-Use Agent Planning and Scheduling
Caleb Winston ⋅ Ron Yifeng Wang ⋅ Azalia Mirhoseini ⋅ Christoforos Kozyrakis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Factorized Scheduling Principle: Learning Interpretable and Transferable Policies via Structured Additive Functions
Hong Je-Gal ⋅ Hyun-Suk Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SemRep: Code Transformation with Semantics-Preserving Representations
Weichen Li ⋅ Jiamin Song ⋅ Bogdan Stoica ⋅ Arav Dhoot ⋅ Gabriel Ryan ⋅ Shengyu Fu ⋅ Kexin Pei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InfoPO: Information-Driven Policy Optimization for User-Centric Agents
Fanqi Kong ⋅ Jiayi Zhang ⋅ Mingyi Deng ⋅ Wu ⋅ Yuyu Luo ⋅ Bang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neuro-Symbolic AI for Analytical Solutions of Differential Equations
Orestis Oikonomou ⋅ Levi Lingsch ⋅ Dana Grund ⋅ Siddhartha Mishra ⋅ Georgios Kissas
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stochastic Lifting for Generating Trajectories of Stochastic Physical Systems
Jules Berman ⋅ Tobias Blickhan ⋅ Benjamin Peherstorfer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Coupling Learning for Solving PDEs
Lingshi MENG ⋅ Haosen Shi ⋅ Sinno Jialin Pan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Imposing Boundary Conditions on Neural Operators via Learned Function Extensions
Sepehr Mousavi ⋅ Siddhartha Mishra ⋅ Laura De Lorenzis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training-Free Bayesian Filtering with Generative Emulators
Thomas Savary ⋅ François Rozet ⋅ Gilles Louppe
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Excited Pfaffians: Generalized Neural Wave Functions Across Structure and State
Nicholas Gao ⋅ Till Grutschus ⋅ Frank Noe ⋅ Stephan Günnemann
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BLIPs: Bayesian Learned Interatomic Potentials
Dario Coscia ⋅ Pim de Haan ⋅ Max Welling
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generative Neural Operators through Diffusion Last Layer
Sungwon Park ⋅ Anthony Zhou ⋅ Hongjoong Kim ⋅ Amir Barati Farimani
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
Yi Zhang ⋅ Peng Wang ⋅ Difan Zou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DAISI: Data Assimilation with Inverse Sampling using Stochastic Interpolants
Martin Andrae ⋅ Erik Larsson ⋅ So Takao ⋅ Tomas Landelius ⋅ Fredrik Lindsten
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Test-time Generalization for Physics through Neural Operator Splitting
Louis Serrano ⋅ Rudy Morel ⋅ Jiequn Han ⋅ Edouard Oyallon ⋅ Shirley Ho
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WFR-MFM: One-Step Inference for Dynamic Unbalanced OT
Xinyu Wang ⋅ Ruoyu Wang ⋅ Qiangwei Peng ⋅ Peijie Zhou ⋅ Tiejun Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Meta-learning Structure-Preserving Dynamics
Cheng Jing ⋅ Uvini Mudiyanselage ⋅ Woojin Cho ⋅ Minju Jo ⋅ Anthony Gruber ⋅ Kookjin Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BM^2: Coupled Schrödinger Bridge Matching
Stefano Peluchetti
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spectral-Informed Neural Networks Outperform Spectral methods in High-dimensional PDEs
Tianchi Yu ⋅ Ivan Oseledets
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RetrOrchestrator: A Multi-Step Retrosynthesis Agent Dynamically Orchestrating Single-Step Transition Models
Liao Chang ⋅ Luotian Yuan ⋅ Yiping Ke ⋅ Ying Wei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discovering Ordinary Differential Equations with LLM-Based Qualitative and Quantitative Evaluation
Sum Kyun Song ⋅ Bong Gyun Shin ⋅ JaeYong Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reduction of Probabilistic Chemical Reaction Networks
Mauricio Montes ⋅ Grégoire Sergeant-Perthuis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cheap2Rich: A Multi-Fidelity Framework for Data Assimilation and System Identification of Multiscale Physics - Rotating Detonation Engines
Yuxuan Bao ⋅ Jan Zajac ⋅ Megan Powers ⋅ Venkat Raman ⋅ J. Nathan Kutz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Open Materials Generation with Inference-Time Reinforcement Learning
Philipp Höllmer ⋅ Stefano Martiniani
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Heavy-tailed Physics-Informed Neural Networks
Jephte Abijuru ⋅ Mayank Kumar Nagda ⋅ Phil Sidney Ostheimer ⋅ Jan Tauberschmidt ⋅ Sebastian Vollmer ⋅ Stephan Mandt ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoMS: Multi-Agent Evolutionary Search for Cross-Physics Inverse Microstructure Design
Zhenyuan Zhao ⋅ Yu Xing ⋅ Tianyang Xue ⋅ Lingxin Cao ⋅ Xin Yan ⋅ Lin Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Call to Lagrangian Action: Learning Population Mechanics from Temporal Snapshots
Vincent Guan ⋅ Lazar Atanackovic ⋅ Kirill Neklyudov
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Revisiting Photometric Ambiguity for Accurate Gaussian-Splatting Surface Reconstruction
Jiahe Li ⋅ Jiawei Zhang ⋅ Xiao Bai ⋅ Jin Zheng ⋅ Xiaohan Yu ⋅ Lin Gu ⋅ Gim Hee Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cello: A Universal Cell-wise Feature Aggregation framework for Reliable Pathology Images Analysis
Hengrui Lou ⋅ Weihan Li ⋅ Jiazhen Yang ⋅ Lingxiang Jia ⋅ Shengxuming Zhang ⋅ Linyun Zhou ⋅ Xiuming Zhang ⋅ Zhenyang Wang ⋅ Mingli Song ⋅ Zunlei Feng
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Priors via Space Filling Curves for Small and Limited Data Vision Transformers
Leyla Candogan ⋅ Arshia Afzal ⋅ Pol Puigdemont ⋅ Volkan Cevher
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Counterfactual Occlusion-Aware Learning via Visibility Intervention for LiDAR Anomaly Detection
Longyu Yang ⋅ Jun Liu ⋅ Yap-Peng Tan ⋅ Fumin Shen ⋅ Heng Tao Shen ⋅ Xiaofeng Zhu ⋅ Ping Hu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unleashing the Representational Power of Fourier Shapes for Attacking Infrared Object Detection
Yixing Yong ⋅ Jian Wang ⋅ Ming Lei ⋅ Lijun He ⋅ Fan Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking Low-Confidence Pseudo Labels: Influence-Aware Semi-Supervised Fine-Tuning for Hyperspectral Change Detection
Keyun Zhao ⋅ Guangchang Li ⋅ Yunpeng Bai ⋅ shao jiang ⋅ Ying Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Metric–-Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
Jiayi Kong ⋅ Xuhui Chen ⋅ Chen Zong ⋅ Fei Hou ⋅ Junhui Hou ⋅ Wenping Wang ⋅ Ying He
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors
Xingyilang Yin ⋅ Qi Zhang ⋅ Jiahao Chang ⋅ Ying Feng ⋅ Qingnan Fan ⋅ Xi Yang ⋅ Chi-Man Pun ⋅ Huaqi Zhang ⋅ Xiaodong Cun
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DuRP: Dual-Stage Physics-Embedded Learning for Joint Radiance and Polarization Restoration
Zhenshuo Yang ⋅ Qian He ⋅ Zhiyuan Liu ⋅ Baojie Fan ⋅ Jiandong Tian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffuse to Detect: Bi-Level Sample Rebalancing with Pseudo-Label Diffusion for Point-Supervised Infrared Small-Target Detection
Zhu Liu ⋅ Yuanhang Yao ⋅ Ping Qian ⋅ Zihang Chen ⋅ Risheng Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structure-Aware Consistency Priors for Shape from Polarization in Complex Media
Kaimin Yu ⋅ Puyun Wang ⋅ Huayang He ⋅ Xianyu Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptive Volumetric Mechanical Property Fields Invariant to Resolution
Rishit Dagli ⋅ Donglai Xiang ⋅ Vismay Modi ⋅ Xuning Yang ⋅ Gavriel State ⋅ David I.W. ⋅ Maria Shugrina
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fast-SAM3D: 3Dfy Anything in Images but Faster
Weilun Feng ⋅ Mingqiang Wu ⋅ zhiliang chen ⋅ Chuanguang Yang ⋅ Haotong Qin ⋅ Yuqi Li ⋅ Xiaokun Liu ⋅ Guoxin Fan ⋅ Zhulin An ⋅ Libo Huang ⋅ Yulun Zhang ⋅ Michele Magno ⋅ Yongjun Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO
Yunze Tong ⋅ Mushui Liu ⋅ Canyu Zhao ⋅ Wanggui He ⋅ Shiyi Zhang ⋅ Peng Zhang ⋅ Hongwei Zhang ⋅ Jinlong Liu ⋅ Hao Jiang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
IQA-Spider: Unifying Reasoning, Grounding, and Referring for Multi-Granularity Image Quality Assessment
Xinge Peng ⋅ Yiting Lu ⋅ Xin Li ⋅ Zhibo Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Required Spine Optional Limbs: Heterogeneous Federated Learning via Backbone-sharing and Activation-guided Selection
Mingsheng Cao ⋅ Hongliang Chen ⋅ Ming Hu ⋅ Fei Gao ⋅ Qiaolong Ding ⋅ Wenke Huang ⋅ Xiaofei Xie ⋅ Junlong Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GADA: Geometry-Aware Deformable Aggregation for Image-Based Gaussian Splatting
Siwoo Lim ⋅ Sunjae Yoon ⋅ Gwanhyeong Koo ⋅ Chang Yoo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PCGS: Deblurring 3D Gaussian Splatting with Patch Comparison
Yilong Li ⋅ Bo Pang ⋅ Zhongtao Wang ⋅ Mai Su ⋅ Yisong Chen ⋅ Chengwei Pan ⋅ Meng GAI ⋅ Fei Zhu ⋅ Guoping Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transform Trained Transformer for Accelerating Native 4K Video Generation
Weijian Cao ⋅ Junwei Zhu ⋅ Teng Hu ⋅ Yabiao Wang ⋅ Donghao Luo ⋅ Weijian Cao ⋅ Zhenye Gan ⋅ Xiaobin Hu ⋅ Zhucun Xue ⋅ Xiangtai Li ⋅ Chengjie Wang ⋅ Yong Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Affine-Equivariant Kernel Space Encoding for NeRF Editing
Mikołaj Zieliński ⋅ Krzysztof Byrski ⋅ Tomasz Szczepanik ⋅ Dominik Belter ⋅ Przemysław Spurek
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
3DGS$^2$-TR: A Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
Roger Hsiao ⋅ Yuchen Fang ⋅ Xiangru Huang ⋅ Ruilong Li ⋅ Hesam Rabeti ⋅ Zan Gojcic ⋅ Javad Lavaei ⋅ James Demmel ⋅ Sophia Shao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Hypertoroidal Covering for Perfect Color Equivariance
Yulong Yang ⋅ Zhikun Xu ⋅ Yaojun Li ⋅ Christine Allen-Blanchette
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Heuristics: Learnable Density Control for 3D Gaussian Splatting
Zhenhua Ning ⋅ Xin Li ⋅ Jun Yu ⋅ Guangming Lu ⋅ Yaowei Wang ⋅ Wenjie Pei
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification
Xinxing Yu ⋅ Liying Yang ⋅ Hao Mo ⋅ Hui Ma ⋅ Fang Kai ⋅ Ajian Liu ⋅ Yanyan Liang
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
Zhaoyang Li ⋅ Zhichao You ⋅ Tianrui Li
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hyperspectral Image Fusion with Spectral-Band and Fusion-Scale Agnosticism
Yujie Liang ⋅ ZiHan Cao ⋅ Liang-Jian Deng ⋅ Yang Yang ⋅ Malu Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Formally Exploring Visual Anomaly Detection Evaluation Metrics
Nasar Iqbal ⋅ Dennis Wagner ⋅ Philipp Liznerski ⋅ Nabeel Hussain Syed ⋅ Sophie Fellenz ⋅ Niki Martinel ⋅ Marius Kloft
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoverPruneGS: Coverage-Preserving Structured Pruning for Hierarchical 3D Gaussian Splatting from Sparse-View Monocular Videos
Yang Xiao ⋅ Guoan Xu ⋅ Guxue Gao ⋅ Qiang Wu ⋅ Wenjing Jia
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion
Chunming He ⋅ Rihan Zhang ⋅ Fengyang Xiao ⋅ Dingming Zhang ⋅ Zhiwen Cao ⋅ Sina Farsiu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QuantWear: Quantum-scale Wear Particle Detection for Jet Engine Diagnosis
Zheng Wang ⋅ Yanwen Wang ⋅ Tianyu Fang ⋅ Jiaxing Shen ⋅ Yisen Kang ⋅ Di Wu ⋅ Yuanqing Zheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Open-Text Aerial Detection: A Unified Framework For Aerial Visual Grounding And Detection
Guoting Wei ⋅ Xia Yuan ⋅ Yu Liu ⋅ Yangzhou ⋅ Haizhao Jing ⋅ Xianbiao Qi ⋅ Chunxia Zhao ⋅ Haokui Zhang ⋅ Rong Xiao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Expandable, Compressible, Mineable: Open-World Thermal Infrared Image Restoration
Pu Li ⋅ Huafeng Li ⋅ Yafei Zhang ⋅ Wen Wang ⋅ Neng Dong ⋅ Jie Wen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BiRQA: Bidirectional Robust Quality Assessment for Images
Aleksandr Gushchin ⋅ Dmitriy Vatolin ⋅ Anastasia Antsiferova
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization
Yiming Wang ⋅ Baiqi Wu ⋅ Qingming Li ⋅ Jiahao Chen ⋅ Tong Zhang ⋅ Shouling Ji
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fully Zero-Shot Image Dehazing
Shuocheng Wang ⋅ Ruoxi Zhu ⋅ Jiaming Liu ⋅ Zhengyang Cao ⋅ Kun Wang ⋅ Chengkang Huang ⋅ Lizhuo Liu ⋅ Shichen Peng ⋅ Minge Jing ⋅ Yibo Fan
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvReflection: Event-Driven Micro-Dynamics for Reflection Removal
Jiaxiao Wang ⋅ Dachun Kai ⋅ Huyue Zhu ⋅ Quanquan Hu ⋅ Zhenyang Xu ⋅ Xiaoyan Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pix2Key: Controllable Open-Vocabulary Retrieval with Semantic Decomposition and Self-Supervised Visual Dictionary Learning
Guoyizhe Wei ⋅ Yang Jiao ⋅ Nan Xi ⋅ Zhishen Huang ⋅ Jingjing Meng ⋅ Rama Chellappa ⋅ Yan Gao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Elastic Diffusion Transformer
Jiangshan Wang ⋅ Zeqiang Lai ⋅ Jiarui Chen ⋅ Jiayi Guo ⋅ Hang Guo ⋅ Xiu Li ⋅ Xiangyu Yue ⋅ Chunchao Guo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SHERPA: Fine-tuning Segment Anything Models with Task-relevant Guidance
Jingcheng Xie ⋅ Yinda Chen ⋅ Xiaoyu Liu ⋅ Haoyuan Shi ⋅ Zhiwei Xiong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Navigating the Flatlands: Dual Adaptive Sharpness-Aware Minimization for Domain Generalization
Junwen He ⋅ Yang He ⋅ Lebing Zheng ⋅ Zirui Yin ⋅ Hong-Yu Zhang ⋅ Yulong Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VFMF: Dense Forecasting by Generating Foundation Model Features
Gabrijel Boduljak ⋅ Yushi Lan ⋅ Christian Rupprecht ⋅ Andrea Vedaldi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Trustworthy and Identifiable Virtual Face Generation
Chunyang Li ⋅ Haoyue Wang ⋅ Zhenxing Qian ⋅ Sheng Li ⋅ Xinpeng Zhang ⋅ Jian liu ⋅ Yixuan Pei ⋅ Weiqiang Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Coarse to Fine: Deep Prototype Refinement Network for Few-Shot Point Cloud Semantic Segmentation
Changshuo Wang ⋅ Shuting He ⋅ Xiang Fang ⋅ Weijun Li ⋅ Xingyu Gao ⋅ Zhonghang Liu ⋅ Prayag Tiwari ⋅ Dimitrios Kanoulas
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Butterworth as Attention: Anisotropic Spectral Gating for Pansharpening
Zhenggang Wang ⋅ Wang Wu ⋅ Lianghuazhe ⋅ Tai-Xiang Jiang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatially-Regularized Entropy for Discriminative Token Merging in Fine-Grained Re-Identification
Shangze Li ⋅ Yifan Xu ⋅ Jingmiao Liang ⋅ Yongfei Zhang ⋅ Yuzhuo Ma ⋅ Yingbo Qu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Large-capacity and Receiver Authenticable Generative Image Steganography
Jiannian Wang ⋅ Yao Lu ⋅ Guangming Lu
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spectral–Spatial Mixing with Morphology-Aware Adaptive Loss for Medical Image Segmentation.
Sanaullah Chowdhury ⋅ Lameya Sabrin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unifying Deep Stochastic Processes for Image Enhancement
Wojciech Kozłowski ⋅ Radosław Kuczbański ⋅ Kamil Adamczewski ⋅ Karol Szczypkowski ⋅ Maciej Zieba
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Light Up Your Face: A Physically Consistent Dataset and Diffusion Model for Face Fill-Light Enhancement
Jue Gong ⋅ Zihan Zhou ⋅ Jingkai Wang ⋅ Xiaohong Liu ⋅ Yulun Zhang ⋅ Xiaokang Yang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models
Kaiqing Lin ⋅ Zhiyuan Yan ⋅ Ruoxin Chen ⋅ Ke-Yue Zhang ⋅ Yue Zhou ⋅ Caiyong Piao ⋅ Bin Li ⋅ Taiping Yao ⋅ Bo Wang ⋅ Youchang xiao ⋅ Shouhong Ding
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is Training Necessary for Anomaly Detection?
Xingwu Zhang ⋅ Guanxuan Li ⋅ Paul Henderson ⋅ Gerardo Aragon-Camarasa ⋅ ZIJUN LONG
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Realistic Lifelong Re-identification: Identity Recurrence with Changing Clothes
Wuxuan Shi ⋅ Zhijie Lu ⋅ He Li ⋅ Mang Ye
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Supervise Less, See More: Training-free Nuclear Instance Segmentation with Prototype-Guided Prompting
Wen Zhang ⋅ Qin Ren ⋅ Wenjing Liu ⋅ Haibin Ling ⋅ Chenyu You
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Explainable Forensics of Manipulated Segments in Untrimmed Long Videos
Yue Feng ⋅ Wei Ji ⋅ Qijia Lu ⋅ Jingrou Zhang ⋅ Fei Shen ⋅ Jingjing Li ⋅ Xiao Li ⋅ Yizhen Jia ⋅ Qiang Chen ⋅ Limin Wang ⋅ Wentong Li ⋅ Jie Qin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Uni-DocRobust: Universal Plug-and-Play Robustness Enhancement for Multi-modal LLMs via Feature Restoration
Yuxuan Zhou ⋅ Baole Wei ⋅ Xingjian Hu ⋅ Haowei Chen ⋅ Yu Li ⋅ Xingyue Lin ⋅ Liangcai Gao ⋅ Zhi Tang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Effective Waste Segmentation for Automated Waste Recycling in Cluttered Background
Mamoona Javaid ⋅ Mubashir Noman ⋅ Abdul Hannan ⋅ Shah Nawaz ⋅ Mustansar Fiaz ⋅ Sajid Ghuffar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structured 4D Latent World Model for Robot Planning
Zhiyi Li ⋅ Peilin Wu ⋅ Xiaoshen Han ⋅ Ruojin Cai ⋅ Yilun Du
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Modular Safety Guardrails Are Necessary for Foundation-Model-Enabled Robots in the Real World
Joonkyung Kim ⋅ Wenxi Chen ⋅ Davood Soleymanzadeh ⋅ Yi Ding ⋅ Xiangbo Gao ⋅ Zhengzhong Tu ⋅ Ruqi Zhang ⋅ Fan Fei ⋅ Sushant Veer ⋅ Yiwei Lyu ⋅ Minghui Zheng ⋅ Yan Gu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboFlow4D: A Lightweight Flow World Model Toward Real-Time Flow-Guided Robotic Manipulation
Sixu Lin ⋅ Huaiyuan Xu ⋅ Junliang Chen ⋅ Zhuohao Li ⋅ Guangming Wang ⋅ Yixiong Jing ⋅ Sheng Xu ⋅ Runyi Zhao ⋅ Brian Sheil ⋅ Lap-Pui Chau ⋅ Guiliang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Joint Navigation and Manipulation Planning with 3D Interaction Chains
Keming Zhang ⋅ Sixian Zhang ⋅ Xinhang Song ⋅ Hongyu Wang ⋅ Yiyao Wang ⋅ Yingjie Wang ⋅ Shuqiang Jiang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Embodied-DETR: End-to-End Temporal 3D Object Detection in Egocentric Views
Ziheng Ding ⋅ Xiaze Zhang ⋅ Yuejie Zhang ⋅ lifeng chen ⋅ Rui Feng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FlatLab: A Unified Methodology Framework and Simulation-Based Benchmark for Robotic Manipulation of Flat Objects
Xingyu Zhu ⋅ Wenshuo Han ⋅ Zhouyu Wang ⋅ Yuran Wang ⋅ Ruihai Wu ⋅ Hao Dong ⋅ Fan Tang ⋅ Hechang Chen ⋅ Hyung Jin Chang ⋅ Yixing Gao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models
Hyeonbeom Choi ⋅ Daechul Ahn ⋅ Youhan Lee ⋅ Taewook Kang ⋅ Seongwon Cho ⋅ Jonghyun Choi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Generalist Pair-wise Progress Critic Model for Vision-Language-Action Robots
Qi Zhang ⋅ shaopeng zhai ⋅ Shengzhe Zhang ⋅ Litao Liu ⋅ TianyiZhang ⋅ huang ⋅ Ming Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProAct: A Benchmark and Multimodal Framework for Structure-Aware Proactive Response
Xiaomeng ZHU ⋅ Fengming ZHU ⋅ Weijie Zhou ⋅ Ye Tian ⋅ Zhenlin Hu ⋅ Yufei Huang ⋅ Yuchun Guo ⋅ Xinyu Wu ⋅ Zhengyou Zhang ⋅ Fangzhen Lin ⋅ Xuantang Xiong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Any3D-VLA: Enhancing VLA Robustness via Diverse Point Clouds
Xianzhe Fan ⋅ Shengliang Deng ⋅ Xiaoyang Wu ⋅ Yuxiang Lu ⋅ Zhuoling Li ⋅ Mi Yan ⋅ Yujia Zhang ⋅ Zhizheng Zhang ⋅ He Wang ⋅ Hengshuang Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
World Guidance: World Modeling in Condition Space for Action Generation
Yue Su ⋅ Sijin Chen ⋅ Haixin Shi ⋅ Mingyu Liu ⋅ Zhengshen Zhang ⋅ Ningyuan Huang ⋅ Weiheng Zhong ⋅ Zhengbang Zhu ⋅ Yuxiao Liu ⋅ Xihui Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tabero: Learning Gentle Manipulation with Closed-Loop Force Feedback from Vision, Touch, and Language
Qiwei Wu ⋅ Rui Zhang ⋅ Xin Xiang ⋅ Tao Li ⋅ Weihua Zhang ⋅ Junjie Lai ⋅ Renjing Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboOmni: Actions Are Just Another Modality for Your Vision-Language Models
Dong Wang ⋅ Zilong Chen ⋅ Jirong Liu ⋅ Ziqing Qiao ⋅ Xin Xiao ⋅ Bingyi Kang ⋅ Hongtao Wu ⋅ Xiao Ma ⋅ Tao Kong ⋅ Huaping Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
R$^3$L: Reasoning 3D Layouts from Relative Spatial Relations
Zhifeng Gu ⋅ Yuqi Wang ⋅ Bing WANG
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WestWorld: A Knowledge-Encoded Scalable Trajectory World Model for Diverse Robotic Systems
Yuchen Wang ⋅ Jiangtao Kong ⋅ Sizhe Wei ⋅ Xiaochang Li ⋅ Haohong Lin ⋅ Hongjue Zhao ⋅ Tianyi Zhou ⋅ Lu Gan ⋅ Huajie Shao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Implicit Action Fields: From Discrete Waypoints to Continuous Functions for Vision-Language-Action Models
Haoyun Liu ⋅ Jianzhuang Zhao ⋅ Xinyuan Chang ⋅ Tianle Shi ⋅ Chuanzhang Meng ⋅ Jiayuan Tan ⋅ Feng Xiong ⋅ Tong Lin ⋅ Dongjie Huo ⋅ Mu Xu ⋅ SongLin Dong ⋅ Zhiheng Ma ⋅ Yihong Gong ⋅ Sheng Zhong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
XR-1: Towards Versatile Vision-Language-Action Models via Learning Unified Vision-Motion Representations
Shichao Fan ⋅ Kun Wu ⋅ Zhengping Che ⋅ Xinhua Wang ⋅ Di Wu ⋅ Fei Liao ⋅ Ning Liu ⋅ Yixue Zhang ⋅ Zhen Zhao ⋅ Zhiyuan Xu ⋅ Meng Li ⋅ Qingjie Liu ⋅ Shanghang Zhang ⋅ Min Wan ⋅ Jian Tang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MapDream: Task-Driven Map Learning for Vision-Language Navigation
Guoxin Lian ⋅ Shuo Wang ⋅ Yucheng Wang ⋅ Yongcai Wang ⋅ Maiyue Chen ⋅ kaihui.wang ⋅ Bo Zhang ⋅ Zhizhong Su ⋅ Deying Li ⋅ Zhaoxin Fan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TapSampling: Inference-Time Sampling with a Task-Progress-Understanding Verifier for Robotic Manipulation
Sizhe Zhao ⋅ Shengping Zhang ⋅ Shuo Yang ⋅ Weiyu Zhao ⋅ Shuigen Wang ⋅ Xiangyang Ji
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Vision-Language-Action Pretraining from Large-Scale Human Videos
Hao Luo ⋅ Yicheng Feng ⋅ Wanpeng Zhang ⋅ Sipeng Zheng ⋅ Ye Wang ⋅ Haoqi Yuan ⋅ jiazheng liu ⋅ Chaoyi Xu ⋅ Haiweng Xu ⋅ Qin Jin ⋅ Zongqing Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Diffusion VLA: Bringing Discrete Diffusion to Action Decoding in Vision-Language-Action Policies
Zhixuan Liang ⋅ Yizhuo Li ⋅ Tianshuo Yang ⋅ CHENGYUE WU ⋅ Sitong Mao ⋅ Liuao Pei ⋅ Tian Nian ⋅ Shunbo Zhou ⋅ Xiaokang Yang ⋅ Jiangmiao Pang ⋅ Yao Mu ⋅ Ping Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PhyScene3D: Physically Consistent 3D Interactive Tabletop Scene Generation
Weixing Chen ⋅ Zhuoqian Feng ⋅ Yexin Zhang ⋅ Yifan Wen ⋅ Yang Liu ⋅ Yinghong Liao ⋅ Weichao Qiu ⋅ Guanbin Li ⋅ Liang Lin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Debate2Create: Robot Co-design via Multi-Agent LLM Debate
Kevin Qiu ⋅ Marek Cygan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpikeVLA: Vision-Language-Action Models with Spiking Neural Networks
Ruiqi Song ⋅ Dujun Nie ⋅ Siyu Teng ⋅ Baiyong Ding ⋅ Xiaotong Zhang ⋅ Dong Li ⋅ Chenming Zhang ⋅ Yuchen Li ⋅ Hangbin Wu ⋅ Long Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dual-Stream Diffusion for World-Model Augmented Vision-Language-Action Model
John Won ⋅ Kyungmin Lee ⋅ Huiwon Jang ⋅ Dongyoung Kim ⋅ Jinwoo Shin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DiLA: Disentangled Latent Action World Models
Tianqiu Zhang ⋅ Muyang Lyu ⋅ Yufan Zhang ⋅ Fang Fang ⋅ Si Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DecoVer: A Decompose-and-Verify Neuro-Symbolic Framework for Embodied Task Planning with BC+
YiXiang Jiang ⋅ Binqian Xu ⋅ Xiangbo Shu
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Memory for Out-of-Vision Manipulation in Vision-Language-Action
Pengteng Li ⋅ Weiyu Guo ⋅ He ZHANG ⋅ Tiefu Cai ⋅ Xiao He ⋅ Yandong Guo ⋅ Hui Xiong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SafeLab: An Interactive High-Fidelity Benchmark for Embodied Safety in Scientific Robotics
Fengshuo Bai ⋅ Yufeng Li ⋅ Ruihai Wu ⋅ Peishuo Wang ⋅ Yuhan Wang ⋅ Bernie Zhu ⋅ Yuanfei Wang ⋅ Tawei Chou ⋅ Gao ⋅ Runchuan Zhu ⋅ Ying Wen ⋅ Yaodong Yang ⋅ Yuanpei Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generalizable and Actionable Parts Pose Estimation with Symmetry Annotation-Free Learning Strategy
wenxiao chen ⋅ Xueyu Yuan ⋅ Liu Liu ⋅ Di Wu ⋅ Dan Guo
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation
Dongsheng Wang ⋅ Dawei Su ⋅ Hui Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation
Tianxing Chen ⋅ Zanxin Chen ⋅ Baijun Chen ⋅ Zijian Cai ⋅ Yibin Liu ⋅ Zixuan Li ⋅ Qiwei Liang ⋅ Xianliang Lin ⋅ Yiheng Ge ⋅ Zhenyu Gu ⋅ Weiliang Deng ⋅ Yubin Guo ⋅ Tian Nian ⋅ Xuanbing Xie ⋅ Qiangyu Chen ⋅ KailunSu ⋅ Tianling Xu ⋅ Guodong Liu ⋅ Mengkang Hu ⋅ Huan-ang Gao ⋅ Kaixuan Wang ⋅ Zhixuan Liang ⋅ Yusen Qin ⋅ Xiaokang Yang ⋅ Ping Luo ⋅ Yao Mu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dismantling the Illusion of Vision-Language-Action Models Competence via Explicit Distributional Shifts
Xueyang Zhou ⋅ Yangming Xu ⋅ Guiyao Tie ⋅ Yongchao Chen ⋅ Chaoran Hu ⋅ Bo Tao ⋅ xingwei zhao ⋅ Xiang Xiang ⋅ Pan Zhou ⋅ Lichao Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DreamDojo: A Real-Time Robot World Model from Large-Scale Human Videos
Shenyuan Gao ⋅ William Liang ⋅ Kaiyuan Zheng ⋅ Ayaan Malik ⋅ Seonghyeon Ye ⋅ Sihyun Yu ⋅ Wei-Cheng Tseng ⋅ Yuzhu Dong ⋅ Kaichun Mo ⋅ Chen-Hsuan Lin ⋅ Jiannan Xiang ⋅ Yuqi Xie ⋅ Ruijie Zheng ⋅ Dantong Niu ⋅ Pooya Jannaty ⋅ Jinwei Gu ⋅ Jun Zhang ⋅ Jitendra Malik ⋅ Pieter Abbeel ⋅ Ming-Yu Liu ⋅ Yuke Zhu ⋅ Joel Jang ⋅ Jim Fan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reflex: Real-Time Vision-Language-Action Control through Streaming Inference
Yuanchun Guo ⋅ Bingyan Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Pixels to Tokens: A Systematic Study of Latent Action Supervision for Vision-Language-Action Models
Yihan Lin ⋅ Haoyang Li ⋅ Yang Li ⋅ Haitao Shen ⋅ Yihan Zhao ⋅ Chao Shao ⋅ Jing Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling
Huaihai Lyu ⋅ Chaofan Chen ⋅ Mingyu Cao ⋅ Yuheng Ji ⋅ Changsheng Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Speedup Patch: Learning a Plug-and-Play Policy to Accelerate Embodied Manipulation
Zhichao Wu ⋅ Junyin Ye ⋅ Zhilong Zhang ⋅ Yihao Sun ⋅ Haoxin Lin ⋅ Jiaheng Luo ⋅ Haoxiang Ren ⋅ lei yuan ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving
Lingjun Zhang ⋅ Changjie Wu ⋅ Linzhe Shi ⋅ Jiangyang Li ⋅ Jiaxin Liu ⋅ Lei Yang ⋅ Hang Zhang ⋅ Mu Xu ⋅ Hong Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Skill Grounding via Code Refactoring with Small Language Models
Sera Choi ⋅ Wonje Choi ⋅ Saehun Chun ⋅ Daehee Lee ⋅ Chaeun Lee ⋅ Jooyoung Kim ⋅ Honguk Woo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning
Huihan Liu ⋅ Changyeon Kim ⋅ Bo Liu ⋅ Minghuan Liu ⋅ Yuke Zhu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sample from What You See: Visuomotor Policy Learning via Diffusion Bridge with Observation-Embedded Stochastic Differential Equation
Zhaoyang Liu ⋅ Mokai Pan ⋅ Zhongyi Wang ⋅ Kaizhen Zhu ⋅ Haotao Lu ⋅ Haipeng Zhang ⋅ Jingya Wang ⋅ Ye Shi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Practical World Model-based Reinforcement Learning for Vision-Language-Action Models
Zhilong Zhang ⋅ Haoxiang Ren ⋅ Yihao Sun ⋅ Yifei Sheng ⋅ Haonan Wang ⋅ Zhichao Wu ⋅ Haoxin Lin ⋅ Pierre-Luc Bacon ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distinguishing Imitation Error from Intrinsic Motion Learning Difficulty
Zhaorui Meng ⋅ Lu Yin ⋅ Xinrui Chen ⋅ Chengxu Zuo ⋅ Anjun Chen ⋅ Guo Shihui ⋅ Yipeng Qin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DynVLA: Learning World Dynamics for Action Reasoning in Autonomous Driving
Shuyao Shang ⋅ Bing Zhan ⋅ Yunfei Yan ⋅ Yuqi Wang ⋅ Yingyan Li ⋅ Yasong An ⋅ Xiaoman Wang ⋅ Jierui Liu ⋅ Lu Hou ⋅ Lue Fan ⋅ Zhaoxiang Zhang ⋅ Tieniu Tan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hydra-Nav: Object Navigation via Adaptive Dual-Process Reasoning
Zixuan Wang ⋅ Huang Fang ⋅ Shaoan Wang ⋅ Yuanfei Luo ⋅ Heng Dong ⋅ Wei Li ⋅ Yiming Gan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
Zhixuan Shen ⋅ Yijie Zeng ⋅ Shengxiang Luo ⋅ Tianrui Li ⋅ Haonan Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fisher-Preserving Guidance: Training-Free Manifold Constraints for Safe Diffusion Control
Hao Ren ⋅ Zetong Bi ⋅ Yiming Zeng ⋅ Le Zheng ⋅ Zhi Li ⋅ Zhaoliang Wan ⋅ Lu Qi ⋅ Hui Cheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model
Bing Hu ⋅ Zaijing Li ⋅ Rui Shao ⋅ Junda Chen ⋅ April Hua Liu ⋅ Wei-Shi Zheng ⋅ Liqiang Nie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predicting What Matters: Robust Generalist Robot Policy Learning via Future Semantic Mask
Yunfan Lou ⋅ Xiaowei Chi ⋅ Xiaojie Zhang ⋅ Zezhong Qian ⋅ Chengxuan Li ⋅ Rongyu Zhang ⋅ yaoxu lyu ⋅ Guoyu Song ⋅ Chuyao Fu ⋅ Haoxuan Xu ⋅ Pengwei Wang ⋅ Shanghang Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvoCF: Multi-Agent Collaboration via Agentic Memory-Driven Evolutionary Counterfactual Planning
Haotian Chi ⋅ Zeyu Feng ⋅ Xingrui Yu ⋅ Linbo Luo ⋅ Yew Soon ONG ⋅ Ivor Tsang ⋅ Hechang Chen ⋅ Yi Chang ⋅ Haiyan Yin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GAE: Unleashing Physical Potential of VLM with Generalizable Action Expert
Mingyu Liu ⋅ Zheng Huang ⋅ Xiaoyi Lin ⋅ Muzhi Zhu ⋅ Canyu Zhao ⋅ Yating Wang ⋅ Haoyi Zhu ⋅ Hao Chen ⋅ Chunhua Shen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NOMAD: Lifelong Trajectory Planning via Non-Parametric Bayesian Memory-Adaptive Diffusion Experts
Yixian Chen ⋅ Rufan Bai ⋅ Jiangbin Zheng ⋅ Yimin Wang ⋅ Tiantian CHEN ⋅ Wei Wang ⋅ Yuhuan Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EvoMAS: Heuristics in the Loop—Evolving Smarter Agentic Workflows
Yangbo Wei ⋅ Zhen Huang ⋅ Ronghao Xu ⋅ Hong Wang ⋅ WEI XING
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Focus-Then-Contact: Speeding Up Robotic Contact-Rich Task Learning with Affordance-Guided Real-World Residual Reinforcement Learning
Guanren Qiao ⋅ Ruixiang Ouyang ⋅ Sheng Xu ⋅ Ruixing Jin ⋅ Yueci Deng ⋅ Yunxin Tai ⋅ Kui Jia ⋅ Guiliang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EcoVLA: Environment-Aware Adaptive Pruning with Interleaved Inference Orchestration for Vision-Language-Action Models
Yuting Huang ⋅ Leilei Ding ⋅ Zhipeng Tang ⋅ Zenghuan Zhu ⋅ Jiajun Deng ⋅ Xinrui Lin ⋅ Shuo Liu ⋅ Haojie Ren ⋅ Jianmin Ji ⋅ Yanyong Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPUR: Scale-Partitioned Uncertainty Rectification for Robust UAV-on-UAV Interception
Chenqi Yan ⋅ Zhaoyu Zeng ⋅ Yifeng Yang ⋅ Jundong Zhou ⋅ Zhuoyuan Ni ⋅ Junqi Wu ⋅ Qinying Gu ⋅ Xinbing Wang ⋅ Nanyang Ye
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding ⋅ Jianyu Wei ⋅ Yifan Yang ⋅ Shiqi Jiang ⋅ QIANXI ZHANG ⋅ Hao Wu ⋅ Fucheng Jia ⋅ Liang Mi ⋅ Yuxuan Yan ⋅ weijun wang ⋅ Yunxin Liu ⋅ Zhibo Chen ⋅ Ting Cao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UAV$^2$: A Unified and Adaptive Scheduling Framework for UAV Autopilot System with Reinforcement Learning
Zeying Li ⋅ shuai zhao ⋅ Chaowen Wu ⋅ Boyang Li ⋅ Kai Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PSG-Nav: Probabilistic Scene Graph Navigation via Multiverse Decision Making
Rufeng Chen ⋅ Yue Chang ⋅ Xiaqiang Tang ⋅ Hechang Chen ⋅ Sihong Xie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model
Wenhao Li ⋅ Xiu Su ⋅ Yichao Cao ⋅ Hongyan Xu ⋅ Xiaobo Xia ⋅ Shan You ⋅ Yi Chen ⋅ Chang Xu
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AIR-VLA: Vision-Language-Action Systems for Aerial Manipulation
Jianli Sun ⋅ Bin Tian ⋅ Qiyao Zhang ⋅ Chengxiang Li ⋅ Zihan Song ⋅ Zhiyong Cui ⋅ Yisheng Lv ⋅ Yonglin Tian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpecPrune-VLA: Accelerating Vision-Language-Action Models via Action-Aware Self-Speculative Pruning
Hanzhen Wang ⋅ Jiaming Xu ⋅ Yushun Xiang ⋅ Jiayi Pan ⋅ Yongkang Zhou ⋅ Yong-Lu Li ⋅ Guohao Dai
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Embodiment-Conditioned Mixture of Experts Increases the Evolvability of Robots
Yibin Wang ⋅ Muhan Li ⋅ Zihan Guo ⋅ Sam Kriegman
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Mechanistic Understanding of Sim-and-Real Co-Training in Generative Policies
Yu Lei ⋅ Minghuan Liu ⋅ Abhiram Maddukuri ⋅ Zhenyu Jiang ⋅ Yuke Zhu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VLANeXt: Recipes for Building Strong VLA Models
Xiao-Ming Wu ⋅ Bin Fan ⋅ Kang Liao ⋅ Jian-Jian Jiang ⋅ Runze Yang ⋅ Yihang Luo ⋅ Zhonghua Wu ⋅ Wei-Shi Zheng ⋅ Chen Change Loy
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Noise to Control: Parameterized Diffusion Policies
Renhao Zhang ⋅ Haotian Fu ⋅ Mingxi Jia ⋅ George Konidaris ⋅ Yilun Du ⋅ Bruno C. da Silva
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HDFlow: Hierarchical Diffusion-Flow Planning for Long-horizon Tasks
Gireesh Nandiraju ⋅ Yuanliang(Avery) Ju ⋅ Chaoyi Xu ⋅ Weiheng Liu ⋅ Yuxuan Wan ⋅ He Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DyGRO-VLA: Cross-Task Scaling of Vision–Language–Action Models via Dynamic Grouped Residual Optimization
Sixu Lin ⋅ Yunpeng Qing ⋅ Litao Liu ⋅ Ming Zhou ⋅ Ruixing Jin ⋅ Xiaoyi Fan ⋅ Guiliang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plan in Sandbox, Navigate in Open Worlds: Learning Physics-Grounded Abstracted Experience for Embodied Navigation
Zhixuan Shen ⋅ Jiawei Du ⋅ Ziyu Guo ⋅ Han Luo ⋅ Lilan Peng ⋅ Joey Tianyi Zhou ⋅ Haonan Luo ⋅ Tianrui Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DriveWorld-VLA: Unified Latent-Space World Modeling with Vision–Language–Action for Autonomous Driving
Feiyang Jia ⋅ Lin Liu ⋅ Ziying Song ⋅ Caiyan Jia ⋅ Hangjun Ye ⋅ Xiaoshuai Hao ⋅ Long Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Replanning Becomes the Bottleneck: Budgeted Replanning for Embodied Agents
Shuaijun Liu ⋅ Feiyang You ⋅ Xingwei Chen ⋅ Ningxin Su
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting
Yangyou Liu ⋅ Zezhi Shao ⋅ Xinyu Chen ⋅ Hu Chen ⋅ Fei Wang ⋅ Yuankai Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CombinationTS: A Modular Framework for Understanding Time-Series Forecasting Models
Xiaorui Wang ⋅ Fanda Fan ⋅ Chenxi Wang ⋅ Yuxuan Yang ⋅ Rui Tang ⋅ Kuoyu Gao ⋅ simiao pang ⋅ Yuanfeng Shang ⋅ Liu ⋅ Wanling Gao ⋅ Lei Wang ⋅ Jianfeng Zhan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems
Md Atik Ahamed ⋅ Mihir Parmar ⋅ Palash Goyal ⋅ Yiwen Song ⋅ Long T. Le ⋅ Qiang (Shaun) Cheng ⋅ Chun-Liang Li ⋅ Hamid Palangi ⋅ Jinsung Yoon ⋅ Tomas Pfister
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DualTimesField: Rethinking Time Series as Continuous-Time Trends and Events
Wencheng Zhang ⋅ Long Li ⋅ Huayi Qin ⋅ Zongjuan Wu ⋅ Jing Li ⋅ Wanghu Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information Geometry Loss for Time Series Forecasting
Jiayu Fang ⋅ Xuande Liu ⋅ Sangsha Fang ⋅ Zhen Tian ⋅ Hongwei Ma ⋅ Zhiqi Shao ⋅ Junbin Gao
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TimeSAE: Sparse Decoding for Faithful Explanations of Black-Box Time Series Models
Khalid Oublal ⋅ Quentin Bouniot ⋅ Qi Gan ⋅ Stephan Clemencon ⋅ Zeynep Akata
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Cardiac Latent Representations in Vectorcardiogram Space
Bosong Huang ⋅ Panzhen Zhao ⋅ Zengxiang Li ⋅ Patricia Lee ⋅ Wei Jin ⋅ Alan Liew ⋅ Ming Jin ⋅ Shirui Pan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TimeSeed: Effective Time Series Forecasting with Sparse Endogenous Variables
Zhaowang Wu ⋅ Kaixin Deng ⋅ Hua Yan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition
guanqun zhao ⋅ Yitong liu ⋅ Jiaxuan Fang ⋅ Hongwen Yang ⋅ Yufei Mao
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BioFormer: Rethinking Cross-Subject Generalization via Spectral Structural Alignment in Biomedical Time-Series
Guikang Du ⋅ Haoran Li ⋅ Xinyu Liu ⋅ Zhibo Zhang ⋅ Xiaoli Gong ⋅ Jin Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ranking Time Series using a Time Warping Ideal Point Model
Lucas Zoroddu ⋅ Pierre Humbert ⋅ Laurent Oudre
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting
Sijie Xiong ⋅ Cheng Tang ⋅ Atsushi Shimada
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReNF: Rethinking the Principles of Neural Long-Term Time Series Forecasters
Yihang Lu ⋅ Xianwei Meng ⋅ Enhong Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ConFlux: Multivariate Time Series in Flux, One Unified Forecast in Confluence
Shiyu Wang ⋅ Yuchen Fang ⋅ Juntong Ni ⋅ Ziyi Zhang ⋅ Baichuan Mo ⋅ Xinyue Zhong ⋅ Chengxin Wang ⋅ Zhou Ye ⋅ Yang Xiang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning
Jiahui Zhou ⋅ Dan Li ⋅ Boxin Li ⋅ Xiao Zhang ⋅ Erli Meng ⋅ Lin Li ⋅ Zhuomin Chen ⋅ Jian Lou ⋅ See-Kiong Ng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TF-FACE: Time-Frequency Fusion Learning via Frequency-Domain Adaptive and Controllable Enhancement for Trajectory Prediction
Dongjian Song ⋅ Yunhao Meng ⋅ Songjun Huang ⋅ Jiayi Han
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LagLLM: LLM-empowered lead–lag dependency learning for spatial-temporal time series forecasting
Binqing Wu ⋅ Jian Zhou ⋅ Zongjiang Shang ⋅ Ling Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting
Liu Chong ⋅ Yingjie Zhou ⋅ Hao Li ⋅ Pengyang Wang ⋅ Qingsong Wen ⋅ Ce Zhu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Text to Forecasts: Bridging Modality Gap with Temporal Evolution Semantic Space
Lehui Li ⋅ Yuyao Wang ⋅ Jisheng Yan ⋅ Wei Zhang ⋅ Jinliang Deng ⋅ Haoliang Sun ⋅ Zhongyi Han ⋅ Yongshun Gong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From geometry to dynamics: Learning overdamped Langevin dynamics from sparse observations with geometric constraints
Dimitra Maoutsa
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection
Jiaen Lv ⋅ Leran Qi ⋅ Shaowei Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FIPN: Forward Self-Organizing Interpretable Polynomial Networks for Time Series Forecasting
YiZhen Wang ⋅ Zheng Wang ⋅ EUN-HU KIM ⋅ Zunwei Fu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Channel Adapter for Time Series Foundation Models in Zero-Shot Multivariate Forecasting
Dongyuan Li ⋅ Renhe Jiang ⋅ Shun Zheng ⋅ Zheng Dong ⋅ Haotian Gao ⋅ Ying Zhang ⋅ Jiang Bian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Words Towards Explainability: Caption Label-Free Learning via Dual Loop Agentic Time Series Captioning
Difei Hou ⋅ Jiaqi Yue ⋅ Chunhui Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Overcoming the Modality Gap in Context-Aided Forecasting
Vincent Zheng ⋅ Étienne Marcotte ⋅ Arjun Ashok ⋅ Andrew Williams ⋅ Lijun Sun ⋅ Alexandre Drouin ⋅ Valentina Zantedeschi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
What If We Let Forecasting Forget? A Sparse Bottleneck for Cross-Variable Dependencies
Fan Zhang ⋅ Shiming Fan ⋅ Hua Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Parameter Decorrelation via Transition-Variance Alignment for Multivariate Time-series Forecasting
Ji-Eun Choi ⋅ Jae-Hong Lee ⋅ Joon Hyuk Chang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dynamic Relational Priming Improves Transformer in Multivariate Time Series
Hunjae Lee ⋅ Corey Clark
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
Xiaoyu Tao ⋅ Mingyue Cheng ⋅ Ze Guo ⋅ Shuo Yu ⋅ Yaguo Liu ⋅ Qi Liu ⋅ Shijin Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection
Junru Zhang ⋅ Lang Feng ⋅ Haoran Shi ⋅ Xu Guo ⋅ Han Yu ⋅ Yabo Dong ⋅ Duanqing Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DRL-STAF: A DRL Framework for State-aware Forecasting of Complex Multivariate Hidden Markov Process
Manrui Jiang ⋅ Jingru Huang ⋅ Yong Chen ⋅ Chen Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bootstrapped Exploration with Causal Reasoning: A Training Paradigm for Adaptive Forecasting Agent
Qingwen Zeng ⋅ Dajun Guo ⋅ Zhaoge Bi ⋅ lining chen ⋅ Jushang Qiu ⋅ Yitian Yang ⋅ Carl Yang ⋅ Huaming Chen ⋅ Ling Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions
Shuqi Gu ⋅ Yongxiang Zhao ⋅ Baoyu Jing ⋅ Kan Ren
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Time series saliency maps: Explaining models across multiple domains
Christodoulos Kechris ⋅ Jonathan Dan ⋅ David Atienza
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Probing the Geometry of Diffusion Models with the String Method
Elio Moreau ⋅ Florentin Coeurdoux ⋅ Grégoire Ferré ⋅ Eric Vanden-Eijnden
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Insertion Based Sequence Generation with Learnable Order Dynamics
Dhruvesh Patel ⋅ Benjamin Rozonoyer ⋅ Gaurav Pandey ⋅ Tahira Naseem ⋅ Ramón Astudillo ⋅ Andrew McCallum
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Generative Priors: Minority Sampling with JEPA-Guided Diffusion
Sol Park ⋅ Soobin Um
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models
Jiaoyang Ruan ⋅ Xin Gao ⋅ Yinda Chen ⋅ Hengyu Zeng ⋅ Liang Du ⋅ Guanghao Li ⋅ Jie Fu ⋅ Jian Pu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion Language Model Parallel Decoding via Product-of-Experts Bridge
Juntong Shi ⋅ Brian Trippe ⋅ Jure Leskovec ⋅ Stefano Ermon ⋅ Minkai Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MAD: Manifold Attracted Diffusion
Dennis Elbrächter ⋅ Giovanni S. Alberti ⋅ Matteo Santacesaria
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information-Geometric Adaptive Sampling for Graph Diffusion
Yuhui Lu ⋅ Wenjing Liu ⋅ Kun Zhan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Riemannian Diffusion Models on General Manifolds via Physics-Informed Neural Networks
Gyeonghoon Ko ⋅ Juho Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Manifold-Aware Perturbations for Constrained Generative Modeling
Katherine Keegan ⋅ Lars Ruthotto
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Compositional Generative Modeling from Decentralized Data
Mashrur M. Morshed ⋅ Vishnu Boddeti
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adapting Noise to Data: Generative Flows from Learned 1D Processes
Jannis Chemseddine ⋅ Gregor Kornhardt ⋅ Richard Duong ⋅ Gabriele Steidl
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PADS-TAL: Padding-Annealed Diffusion Sampling in Text-Aware Latent Space for Robust and Diverse Text-to-Music Generation
Taekoan Yoo ⋅ Wonkyung Jung ⋅ Kyunghun Kim ⋅ Kyeongbo Kong
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GLAD: Bidirectional Structure-Attribute Alignment via Latent Graph Diffusion Models
Jiankai Zuo ⋅ Yu Zhang ⋅ Yang Zhang ⋅ Zihao Yao ⋅ YAYING ZHANG
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Sample Selection Bias Precipitates Model Collapse
Xinbao Qiao ⋅ Xianglong Du ⋅ Wei Liu ⋅ Jingqi Zhang ⋅ Peihua Mai ⋅ Meng Zhang ⋅ Yan (James) Pang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Where Rectified Flows Leak: Characterizing Membership Signals Along the Interpolation Path
Thomas Sesmat ⋅ Gabriel Meseguer-Brocal ⋅ Geoffroy Peeters
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
VectorWorld: Efficient Streaming World Model via Diffusion Flow on Vector Graphs
Chaokang Jiang ⋅ Desen Zhou ⋅ Jiuming Liu ⋅ Li Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatiotemporal Imputation with Graph-Informed Flow Matching
Zepeng Zhang ⋅ Aref Einizade ⋅ Jhony H. Giraldo ⋅ Olga Fink
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Locally Coherent Parallel Decoding in Diffusion Language Models
Michael Hersche ⋅ Nicolas Menet ⋅ Ronan Tanios ⋅ Abbas Rahimi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cascaded Flow Matching for Heterogeneous Tabular Data with Mixed-Type Features
Markus Mueller ⋅ Kathrin Gruber ⋅ Dennis Fok
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Flexibility-Aware Geometric Latent Diffusion for Full-Atom Peptide Design
Dongjiang Niu ⋅ Xiaofeng Wang ⋅ Zhiqiang Wei ⋅ Zhen Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Categorical Reparameterization with Denoising Diffusion models
Samson Gourevitch ⋅ Alain Oliviero Durmus ⋅ Jimmy Olsson ⋅ Eric Moulines ⋅ Yazid Janati
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Measurement-Consistent Langevin Corrector for Stabilizing Latent Diffusion Inverse Problem Solvers
Hyoseok Lee ⋅ Sohwi Lim ⋅ Eunju Cha ⋅ Tae-Hyun Oh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is Your Diffusion Sampler Actually Correct? A Sampler-Centric Evaluation of Discrete Diffusion Language Models
Luhan Tang ⋅ Longxuan Yu ⋅ Shaorong Zhang ⋅ Greg Ver Steeg
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Structured Diffusion Bridges: Inductive Bias for Denoising Diffusion Bridges
Eitan Kosman ⋅ Gabriele Serussi ⋅ Chaim Baskin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching
Etrit Haxholli ⋅ Yeti Z. Gurbuz ⋅ Oğul Can ⋅ Eli Waxman
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Are First-Order Diffusion Samplers Really Slower? A Fast Forward-Value Approach
Yuchen Jiao ⋅ Na Li ⋅ Changxiao Cai ⋅ Gen Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temporal Difference Learning for Diffusion Models
Qizhen Ying ⋅ Yangchen Pan ⋅ Victor Prisacariu ⋅ Junfeng Wen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
G2D2: Gradient-Guided Discrete Diffusion for Inverse Problem Solving
Naoki Murata ⋅ Chieh-Hsin Lai ⋅ Yuhta Takida ⋅ Toshimitsu Uesaka ⋅ Bac Nguyen ⋅ Stefano Ermon ⋅ Yuki Mitsufuji
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Particle-Guided Diffusion Models for Partial Differential Equations
Andrew Millard ⋅ Fredrik Lindsten ⋅ Zheng Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Condition-Aware Graph Flow Matching for Modeling the Distributions of Complex Physical Systems
Xiaochao Deng ⋅ Jie Chen ⋅ Xiaogang Deng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
IDLM: Inverse-distilled Diffusion Language Models
David Li ⋅ Nikita Gushchin ⋅ Dmitry Abulkhanov ⋅ Eric Moulines ⋅ Ivan Oseledets ⋅ Maxim Panov ⋅ Aleksandr Korotin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Infinite Mask Diffusion for Few-Step Distillation
Jaehoon Yoo ⋅ Wonjung Kim ⋅ Chanhyuk Lee ⋅ Seunghoon Hong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CountsDiff: A diffusion model on the natural numbers for generation and imputation of count-based data
Renzo Soatto ⋅ Anders Hoel ⋅ Greycen Ren ⋅ Shorna Alam ⋅ Stephen Bates ⋅ Nikolaos Daskalakis ⋅ Caroline Uhler ⋅ Maria Skoularidou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction
Hongkun Dou ⋅ Zike Chen ⋅ fengji Li ⋅ Hongjue Li ⋅ Yue Deng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Navigating the Energy Landscape of Collaboration: Multi-Agent Communication Graph Generation via Score-Based Diffusion
GuanHao Zhao ⋅ Wenbo Lu ⋅ Cheng Cheng ⋅ Zhenya Huang ⋅ Wei Song ⋅ Zhiding Liu ⋅ Runze Wu ⋅ Enhong Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Markovian Projection of Star-Shaped Diffusion for Exponential Family Distributions
François Bertholom ⋅ Khalid Oublal
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Parallel Diffusion Sampling via Dynamic Jacobian Bandwidth
Zile Huang ⋅ Ser-Nam Lim
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fine-Tuning Masked Diffusion for Provable Self-Correction
Jaeyeon Kim ⋅ Seunggeun Kim ⋅ Taekyun Lee ⋅ David Pan ⋅ Hyeji Kim ⋅ Sham Kakade ⋅ Sitan Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CANDI: Hybrid Discrete-Continuous Diffusion Models
Patrick Pynadath ⋅ Jiaxin Shi ⋅ Ruqi Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Diffusion Models under Nonconvex Equality and Inequality constraints via Landing
Kijung Jeon ⋅ Michael Muehlebach ⋅ Molei Tao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BPDQ: Bit-Plane Decomposition Quantization on a Variable Grid for Large Language Models
Junyu Chen ⋅ Jungang Li ⋅ Jing Xiong ⋅ Wenjie Wang ⋅ Qingyao Yang ⋅ He Xiao ⋅ Zhen Li ⋅ Taiqiang Wu ⋅ Mengzhao Chen ⋅ Zhen Peng ⋅ Chaofan Tao ⋅ Long Shi ⋅ Hongxia Yang ⋅ Ngai Wong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoSizer: Automatic Sizing of Analog and Mixed-Signal Circuits via Large Language Model (LLM) Agents
Xi Yu ⋅ Dmitrii Torbunov ⋅ Soumyajit Mandal ⋅ Yihui Ren
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SpecMD: A Comprehensive Study On Speculative Expert Prefetching
Duc Hoang ⋅ Mohammad Samragh ⋅ Ajay Jaiswal ⋅ Minsik Cho
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WinQ: Accelerating Quantization-Aware Training of Large Language Models around Saddle Points
Dongyue Li ⋅ Zechun Liu ⋅ Kai Yi ⋅ Changsheng Zhao ⋅ Zhenshuo Zhang ⋅ Raghuraman Krishnamoorthi ⋅ Harshit Khaitan ⋅ Hongyang Zhang ⋅ Steven Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Attacks on Machine-Text Detectors Retain Stylistic Fingerprints
Rafael Rivera Soto ⋅ Barry Chen ⋅ Nicholas Andrews
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates
Ruobing Zuo ⋅ Hanrui Zhao ⋅ Gaolei He ⋅ Zhengfeng Yang ⋅ Jianlin Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Not All Invariants Are Equal: Curating Training Data to Accelerate Program Verification with SLMs
Ido Pinto ⋅ Yizhak Elboher ⋅ Haoze Wu ⋅ Nina Narodytska ⋅ Guy Katz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Escaping the Subspace Trap: The Role of Optimizer Geometry in Model Width Expansion
Jiabei Chen ⋅ Haoyu Wang ⋅ Yang Yu ⋅ Yao Xu ⋅ Liangdong Wang ⋅ Guang Liu ⋅ Shizhu He ⋅ Jun Zhao ⋅ Kang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ZipMoE: Efficient On-Device MoE Serving via Lossless Compression and Cache-Affinity Scheduling
Yuchen Yang ⋅ Yaru Zhao ⋅ Pu Yang ⋅ Shaowei Wang ⋅ Zhi-Hua Zhou
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PGS: Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback
Lehan He ⋅ Zeren Chen ⋅ Zhe Zhang ⋅ Xiang Gao ⋅ Lu Sheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression
Yifu Ding ⋅ jiacheng wang ⋅ Ge Yang ⋅ Yongcheng Jing ⋅ Jinyang Guo ⋅ Xianglong Liu ⋅ Dacheng Tao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPARD: Defending Harmful Fine-Tuning Attack via Safety Projection with Relevance–Diversity Data Selection
Shuhao Chen ⋅ Weisen Jiang ⋅ Yeqi Gong ⋅ Shengda Luo ⋅ Chengxiang Zhuo ⋅ Zang Li ⋅ James Kwok ⋅ Yu Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control
Priyansh Bhatnagar ⋅ Ashkan Moradifirouzabadi ⋅ Se-Hyun Yang ⋅ SeungJae Lee ⋅ Jungwook Choi ⋅ Mingu Kang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SafeHarbor: Defining Precise Decision Boundaries via Hierarchical Memory-Augmented Guardrail for LLM Agent Safety
Zhe Liu ⋅ Zhe Liu ⋅ Wenxin Zhang ⋅ Quanchen Zou ⋅ Deyue Zhang ⋅ Dongdong Yang ⋅ Xiangzheng Zhang ⋅ Hao Peng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation
Yiran Wu ⋅ Mauricio Velazco ⋅ Andrew Zhao ⋅ Manuel Luján ⋅ Srisuma Movva ⋅ Yogesh Roy ⋅ Quang Nguyen ⋅ Roberto Rodriguez ⋅ Qingyun Wu ⋅ Michael Albada ⋅ Julia Kiseleva ⋅ Anand Mudgerikar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CAT-Q: Cost-efficient and Accurate Ternary Quantization for LLMs
Shigeng Wang ⋅ Chao Li ⋅ Yangyuxuan Kang ⋅ Jiawei Fan ⋅ Anbang Yao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection
Xulin Hu ⋅ CHE WANG ⋅ Wei Lim ⋅ Jianbo Gao ⋅ Zhong Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction
Chi-Chih Chang ⋅ Wei-Cheng Lin ⋅ Chien-Yu Lin ⋅ Hung-Yueh Chiang ⋅ Yash Akhauri ⋅ Xilai Dai ⋅ Huiqiang Jiang ⋅ Yucheng Li ⋅ Kai-Chiang Wu ⋅ Luis Ceze ⋅ Mohamed Abdelfattah
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents
Xinyu Li ⋅ ronghui mu ⋅ Lin Li ⋅ Tianjin Huang ⋅ Gaojie Jin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rapid Poison: Practical Poisoning Attacks Against the Rapid Response Framework
David Huang ⋅ Jaewon Chang ⋅ Avidan Shah ⋅ Prateek Mittal ⋅ Chawin Sitawarin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Automated Formal Proofs of Combinatorial Identities via Wilf–Zeilberger Guidance and LLMs
Beibei Xiong ⋅ Hangyu Lv ⋅ Junqi Liu ⋅ Yisen Wang ⋅ Shaoshi Chen ⋅ Jianlin Wang ⋅ Zhengfeng Yang ⋅ Lihong Zhi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OSAQ: Outlier Self-Absorption for Accurate Low-bit LLM Quantization
Zhikai Li ⋅ Zhen Dong ⋅ Xuewen Liu ⋅ Jing Zhang ⋅ Qingyi Gu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LLM-MatLogic: Executable Exchange Contracts for Knowledge-Graph Query Answering with Scoped Negation
Dezhuang Miao ⋅ Xiaoming Zhang ⋅ Bo Zhang ⋅ Yibin Du ⋅ Xiang Li ⋅ Ruilin Zeng ⋅ Yirui QI
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AutoQRA: Joint Optimization of Mixed-Precision Quantization and Low-rank Adapters for Efficient LLM Fine-Tuning
Changhai Zhou ⋅ Shiyang Zhang ⋅ Yuhua Zhou ⋅ Qian Qiao ⋅ Jun Gao ⋅ Cheng Jin ⋅ KAIZHOU QIN ⋅ Weizhong Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
INT vs. FP: A Comprehensive Study of Fine-Grained Low-bit Quantization Formats
Mengzhao Chen ⋅ Meng Wu ⋅ Hui Jin ⋅ Zhihang Yuan ⋅ Jing Liu ⋅ Chaoyi Zhang ⋅ Yunshui Li ⋅ Jie Huang ⋅ Jin Ma ⋅ Zeyue Xue ⋅ Zhiheng Liu ⋅ Xingyan Bin ⋅ Ping Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QTALE: Quantization-Robust Token-Adaptive Layer Execution for LLMs
KangHyun Noh ⋅ Jinheon Choi ⋅ Yulhwa Kim
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Geometry of Narrow Fine-Tuning Degradation: Trajectory Lock-in and Spectral Bifurcation
Jia Liu ⋅ Jiaxin Luo ⋅ Xinhao Qiu ⋅ Yixue Hao ⋅ Min Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Block Rotation is All You Need for MXFP4 Quantization
Yuantian Shao ⋅ Peisong Wang ⋅ Yuanteng Chen ⋅ Chang Xu ⋅ Zhihui Wei ⋅ Jian Cheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predicting Large Model Test Losses with a Noisy Quadratic System
Chuning Li ⋅ Chris Maddison
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TwinQuant: Learnable Subspace Decomposition for 4-Bit LLM Quantization
Haodong WANG ⋅ Junjie Liu ⋅ Zicong Hong ⋅ Qianli Liu ⋅ Jian Lin ⋅ Song Guo ⋅ Xu Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Law for Quantization-Aware Training
Mengzhao Chen ⋅ Chaoyi Zhang ⋅ Jing Liu ⋅ Zeng ⋅ Zeyue Xue ⋅ Zhiheng Liu ⋅ Yunshui Li ⋅ Jin Ma ⋅ Jie Huang ⋅ zhou Xun ⋅ Ping Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Generative Verifiers For Natural Language Mathematical Proof Verification And Selection
Sadegh Mahdavi ⋅ Branislav Kisacanin ⋅ Shubham Toshniwal ⋅ Wei Du ⋅ Ivan Moshkov ⋅ George Armstrong ⋅ Renjie Liao ⋅ Christos Thrampoulidis ⋅ Igor Gitman
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemEvolve: Meta-Evolution of Agent Memory Systems
Guibin Zhang ⋅ Haotian Ren ⋅ Chong Zhan ⋅ Junhao Wang ⋅ He Zhu ⋅ Wangchunshu Zhou ⋅ Shuicheng YAN
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unbiased Alignment for Large Language Models with Noisy Preferences
Jialiang Wang ⋅ Xianming Liu ⋅ Xiong Zhou ⋅ Hui Liu ⋅ Haoliang Li
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Narrowing Geometry in Contaminated Reasoning
Jiakuan Xie ⋅ Pengfei Cao ⋅ Kang Liu ⋅ Jun Zhao
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bits That Count: Quantifying and Predicting Capabilities of Language Models
Elizabeth Donoway ⋅ Hailey Joren ⋅ Michael R DeWeese ⋅ Ethan Perez ⋅ John Schulman ⋅ Fabien Roger ⋅ Jan Leike
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Understanding Continual Factual Knowledge Acquisition of Language Models: From Theory to Algorithm
Haoyu Wang ⋅ yifan shang ⋅ Zhongxiang Sun ⋅ Weijie Yu ⋅ Xiao Zhang ⋅ Jun Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
Siyu Wang ⋅ Ruotian Lu ⋅ Zhihao Yang ⋅ Yuchao Wang ⋅ yanzhou zhang ⋅ Lei Xu ⋅ Qimin Xu ⋅ Guojun Yin ⋅ Cailian Chen ⋅ Xinping Guan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning
Puning Yang ⋅ Junchi Yu ⋅ Qizhou Wang ⋅ Phil Torr ⋅ Bo Han ⋅ Xiuying Chen
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Investigating Advanced Reasoning of Large Language Models via Black-Box Interaction
Congchi Yin ⋅ Tianyi Wu ⋅ Yankai Shu ⋅ Alex Gu ⋅ Yun Wang ⋅ Jun Shao ⋅ xun jiang ⋅ Piji Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Do Vision and Text Cues Exhibit Evidential Coupling? UFO: A Benchmark for Compositional Multimodal Reasoning in Unified Models
Zhongyu Yang ⋅ Dannong Xu ⋅ Yonghan Zhang ⋅ Kefan Chen ⋅ Xinyi Wang ⋅ Yang Xu ⋅ Wei Pang ⋅ Yingfang Yuan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models
Ting Wang ⋅ Yuanjie Shi ⋅ Yan Yan ⋅ Huan Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anchor-Final Self-Supervision Drives Hallucination-Aware Optimization in Large Vision-Language Models
Jiaxi Liu ⋅ Yifeng Yang ⋅ Xinbing Wang ⋅ Qinying Gu ⋅ Nanyang Ye
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Generalization Gap in Self-Evolving Language Model Reasoning
Zhenting Qi ⋅ Susanna Maria Baby ⋅ Stefanie Baby ⋅ Kan Yuan ⋅ Da-Cheng Juan ⋅ Tu Vu ⋅ Andrew Tomkins ⋅ Cyrus Rashtchian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sampling from Your Language Model One Byte at a Time
Jonathan Hayase ⋅ Alisa Liu ⋅ Noah Smith ⋅ Sewoong Oh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Probing How Scalable Table Data Enhances General Long-Context Reasoning
Huaibing Xie ⋅ Guoliang Zhao ⋅ Yang Liu ⋅ Shihan Dou ⋅ Siming Huang ⋅ Yanling Xiao ⋅ Shaolei Wang ⋅ Yiting Liu ⋅ Cheng Zhang ⋅ Shaofan Liu ⋅ PlutoZhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning Structure of Large Language Models
Frédéric Berdoz ⋅ Luca Lanzendörfer ⋅ Fabian Farestam ⋅ Roger Wattenhofer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Entropy Dynamics in Reinforcement Fine-Tuning of Large Language Models
Shumin Wang ⋅ Yuexiang Xie ⋅ Wenhao Zhang ⋅ Yuchang Sun ⋅ Yanxi Chen ⋅ Yaliang Li ⋅ Yanyong Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Statistical Early Stopping for Reasoning Models
Yangxinyu Xie ⋅ Tao Wang ⋅ Soham Mallick ⋅ Yan Sun ⋅ Georgy Noarov ⋅ Mengxin Yu ⋅ Tanwi Mallick ⋅ Edgar Dobriban
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MAS-ProVe: Understanding the Process Verification of Multi-Agent Systems
Vishal Venkataramani ⋅ Haizhou Shi ⋅ Zixuan Ke ⋅ Austin Xu ⋅ Xiaoxiao He ⋅ Yingbo Zhou ⋅ Semih Yavuz ⋅ Hao Wang ⋅ Shafiq Joty
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Entropy-Aware On-Policy Distillation of Language Models
Woogyeol Jin ⋅ Taywon Min ⋅ Yongjin Yang ⋅ Swanand Kadhe ⋅ Yi Zhou ⋅ Dennis Wei ⋅ Nathalie Baracaldo ⋅ Kimin Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InfoLaw: Information Scaling Laws for Large Language Models with Quality-Weighted Mixture Data and Repetition
Fengze Liu ⋅ Weidong Zhou ⋅ LIU ⋅ Ping Guo ⋅ Zijun Wang ⋅ Bingni Zhang ⋅ Yifan Zhang ⋅ Yifeng Yu ⋅ Xiaohuan Zhou ⋅ Taifeng Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Factored Causal Representation Learning for Robust Reward Modeling in RLHF
Yupei Yang ⋅ Lin Yang ⋅ Wanxi Deng ⋅ Lin Qu ⋅ Fan Feng ⋅ Biwei Huang ⋅ Shikui Tu ⋅ Lei Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep sequence models tend to memorize geometrically; it is unclear why.
Shahriar Noroozizadeh ⋅ Vaishnavh Nagarajan ⋅ Elan Rosenfeld ⋅ Sanjiv Kumar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ABCD: All Biases Come Disguised
Mateusz Nowak ⋅ Xavier Cadet ⋅ Peter Chin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RePo: Language Models with Context Re-Positioning
Huayang Li ⋅ Tianyu Zhao ⋅ Deng Cai ⋅ Richard Sproat
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temporal Self-Rewarding Language Models: Decoupling Chosen-Rejected via Past-Future
Yidong Wang ⋅ Xin Wang ⋅ Cunxiang Wang ⋅ Junfeng Fang ⋅ Qiufeng Wang ⋅ Jianing Chu ⋅ Xuran Meng ⋅ Shu-Xun Yang ⋅ Andrew Feng ⋅ Libo Qin ⋅ Wei Ye ⋅ Shikun Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning syntax without semantics: Disentangled tiny language models
Ezra Winston ⋅ Zico Kolter
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SIMoE: A Probabilistic Framework for Cardinality-Constrained Routing in Mixture-of-Experts
Heng Zhao ⋅ Zilei Shao ⋅ Guy Van den Broeck ⋅ Zhe Zeng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Real-Time Monitoring and Calibration of Chain-of-Thought Sycophancy in Large Reasoning Models
Jingyu Hu ⋅ Shu Yang ⋅ Xilin Gong ⋅ Hongming Wang ⋅ Weiru Liu ⋅ Di Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Toward Cybersecurity-Expert Small Language Models
Matan Levi ⋅ Daniel Ohayon ⋅ Ariel Blobstein ⋅ Ravid Sa ⋅ Ian Molloy ⋅ Yair Allouche
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Information Flow Reveals When to Trust Language Models
Rui Xu ⋅ Yi Chen ⋅ Jiujiu Chen ⋅ Sihong Xie
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Syntax vs. Semantics: How Transformers Learn Deep Dependencies
Jiangrui Zhao ⋅ Xiaoting Du
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Revisiting Parameter-Based Knowledge Editing in Large Language Models: Theoretical Limits and Empirical Evidence
Wanying Ren ⋅ Xin Song ⋅ Futing Wang ⋅ Guoxiu He ⋅ Aixin Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
Nengbo Wang ⋅ Tuo Liang ⋅ Vikash Singh ⋅ Chaoda Song ⋅ Van Yang ⋅ Yu Yin ⋅ Jing Ma ⋅ JAGDIP SINGH ⋅ Vipin Chaudhary
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Outcomes to Actions: Leveraging Hindsight for Long-Horizon Language Agent Training
Zishang Jiang ⋅ tingyun li ⋅ Jinyi Han ⋅ Xinyi Wang ⋅ Sihang Jiang ⋅ Yizhou Ying ⋅ Xiaojun Meng ⋅ Jiansheng Wei ⋅ Jiaqing Liang ⋅ Yanghua Xiao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas
Yuxuan Li ⋅ Lingxi Xie ⋅ Xinyue Huo ⋅ Jihao Qiu ⋅ Jiacheng Shao ⋅ Pengfei Chen ⋅ Jiannan Ge ⋅ Kaiwen Duan ⋅ Qi Tian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Rate Scaling across LoRA Ranks and Transfer to Full Finetuning
Nan Chen ⋅ Soledad Villar ⋅ Soufiane Hayou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anchoring Self-Play for Code Repair
Caroline Choi ⋅ Zeyneb Kaya ⋅ Shirley Wu ⋅ Tengyu Ma ⋅ Tatsunori Hashimoto ⋅ Ludwig Schmidt
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating Translationese Bias in Multilingual LLM-as-a-Judge via Disentangled Information Bottleneck
Hongbin Zhang ⋅ Kehai Chen ⋅ Xuefeng Bai ⋅ Youcheng Pan ⋅ Yang Xiang ⋅ Jinpeng Wang ⋅ Min zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training Prompt Matters: State-Adaptive Optimization for Robust Fine-Tuning
Wenhang Shi ⋅ Yiren Chen ⋅ Shuqing Bian ⋅ Zhe Zhao ⋅ Pengfei Hu ⋅ Jinhao Dong ⋅ WEI LU ⋅ Xiaoyong Du
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decouple Searching from Training: Scaling Data Mixing via Model Merging for Large Language Model Pre-training
Shengrui Li ⋅ Fei zhao ⋅ Kaiyan Zhao ⋅ Jieying Ye ⋅ Haifeng Liu ⋅ Fangcheng Shi ⋅ Zheyong Xie ⋅ Yao Hu ⋅ Shaosheng Cao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Regret Pre-training: Bridging Prior and Posterior Views for Enhanced Knowledge Grounding
Mingkuan Zhao ⋅ Xiayu Sun ⋅ Wentao Hu ⋅ Suquan Chen ⋅ Jiaxuan Li ⋅ Xiaoyan Zhu ⋅ Xin Lai ⋅ Jiayin Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Margin-Adaptive Confidence Ranking for Reliable LLM Judgement
Gaojie Jin ⋅ Yong Tao ⋅ Lijia Yu ⋅ Tianjin Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discounted Beta-Bernoulli Reward Estimation for Sample-Efficient Reinforcement Learning with Verifiable Rewards
Haechan Kim ⋅ Soohyun Ryu ⋅ Gyouk Chu ⋅ Doohyuk Jang ⋅ Eunho Yang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Can Large Language Models Generalize Procedures Across Representations?
Fangru Lin ⋅ Valentin Hofmann ⋅ Xingchen Wan ⋅ Weixing Wang ⋅ Zifeng Ding ⋅ Anthony Cohn ⋅ Janet Pierrehumbert
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tailoring the Training: Difficulty-Aware Learning Strategy Allocation for Large Language Models
Xiaoling Zhou ⋅ Shuaiyu Zhou ⋅ Zhemg Lee ⋅ Tao Chen ⋅ Xirui Li ⋅ Peng Chen ⋅ Jie Jiang ⋅ Wei Ye ⋅ Shikun Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Controllable and explainable personality sliders for LLMs at inference time
Florian Hoppe ⋅ David Khachaturov ⋅ Robert Mullins ⋅ Mark Huasong Meng
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Real-Time Aligned Reward Model beyond Semantics
Zixuan Huang ⋅ Xin Xia ⋅ Yuxi Ren ⋅ Jianbin Zheng ⋅ Xuefeng Xiao ⋅ Hongyan Xie ⋅ Huaqiu Li ⋅ Songshi Liang ⋅ Zhongxiang Dai ⋅ Fuzhen Zhuang ⋅ Jianxin Li ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Target-Oriented Pretraining Data Selection via Neuron-Activated Graph
Zijun Wang ⋅ Haoqin Tu ⋅ Weidong Zhou ⋅ Yiyang Zhou ⋅ Xiaohuan Zhou ⋅ Bingni Zhang ⋅ Weiguo Feng ⋅ Taifeng Wang ⋅ Cihang Xie ⋅ Fengze Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Training Data Efficiency in Multimodal Process Reward Models
Jinyuan Li ⋅ Chengsong Huang ⋅ Langlin Huang ⋅ Shaoyang Xu ⋅ Haolin Liu ⋅ Wenxuan Zhang ⋅ Jiaxin Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning
(Andrew) Zhanke Zhou ⋅ Xiangyu Lu ⋅ Chentao Cao ⋅ Brando Miranda ⋅ Tongliang Liu ⋅ Bo Han ⋅ Sanmi Koyejo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decoupling Reasoning and Confidence: Resurrecting Calibration in Reinforcement Learning from Verifiable Rewards
Zhengzhao Ma ⋅ Xueru Wen ⋅ Boxi Cao ⋅ Yaojie Lu ⋅ Hongyu Lin ⋅ Jinglin Yang ⋅ Min He ⋅ Xianpei Han ⋅ Le Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProactiveLLM: Learning Active Interaction for Streaming Large Language Models
Junlong Tong ⋅ Yao Zhang ⋅ Anhao Zhao ⋅ Yingqi Fan ⋅ Yunpu Ma ⋅ Xiaoyu Shen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimizing Language Models for Crosslingual Knowledge Consistency
Tianyu Liu ⋅ Jirui Qi ⋅ Mrinmaya Sachan ⋅ Ryan Cotterell ⋅ Raquel Fernández ⋅ Arianna Bisazza
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OCNR: Stabilizing Self-Play by Mitigating Iteration-Collapse With One-Class Novelty Rewards
Seungyoo Lee ⋅ Giung Nam ⋅ Hyungi Lee ⋅ Juho Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Transport for Reward Modeling from Noisy Feedback
Eric Wang ⋅ Licheng Pan ⋅ Haocheng Yang ⋅ Yunsheng Lu ⋅ Yongqi Tong ⋅ Yinuo Wang ⋅ Shijian Wang ⋅ Zhixuan Chu ⋅ Lei Shen ⋅ Haoxuan Li ⋅ Yuan Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When Labelers Stay Silent: The Power of Ties in Cost-Effective Preference Learning
JIAQI LYU ⋅ Zihan Zhang ⋅ CJ Y ⋅ Shiyu Xia ⋅ Ning Xu ⋅ Xin Geng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Retrieval to Translation: Translating Query into Graph-level Clues for Retrieval-Augmented Generation
Qichuan Liu ⋅ Chenfeng Zheng ⋅ Yuxuan Hu ⋅ Zerui Chen ⋅ Chentao Zhang ⋅ Qinggang Zhang ⋅ Zhihong Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models
Hao Chen ⋅ Ye He ⋅ Yuchun Fan ⋅ Yukun Yan ⋅ Zhenghao Liu ⋅ Qingfu Zhu ⋅ Maosong Sun ⋅ Wanxiang Che
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Confidence is Not Universal: Task-Dependent Calibration and Emergent Behavior in LLMs
Chaeyun Jang ⋅ Moonseok Choi ⋅ Yegon Kim ⋅ Seungyoo Lee ⋅ Juho Lee ⋅ Hyungi Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Agentic Model Predictive Questioning Control in Visual Design
Kuang-Da Wang ⋅ Zhao Wang ⋅ Wei-Yao Wang ⋅ Yotaro Shimose ⋅ Jaechang Kim ⋅ Shingo Takamatsu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CAMEL: Confidence-Gated Reflection for Reward Modeling
Zirui Zhu ⋅ Yong Liu ⋅ Yang Luo ⋅ Hailun Xu ⋅ Kanchan Sarkar ⋅ Kun Xu ⋅ Yang You
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection
Kexian Tang ⋅ Jiani Wang ⋅ Shaowen Wang ⋅ Kaifeng Lyu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dynamic Multimodal Evaluation via Knowledge-Enhanced Benchmark Evolution
Junzhe Zhang ⋅ Huixuan Zhang ⋅ Xiaojun Wan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NITP: Next Implicit Token Prediction for LLM Pre-training
Xiangdong Zhang ⋅ Debing Zhang ⋅ Shaofeng Zhang ⋅ Xiaohan Qin ⋅ Yu Cheng ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Draft-Conditioned Constrained Decoding for Structured Generation in LLMs
Avinash Reddy ⋅ Thayne Walker ⋅ Jaime Ide ⋅ Amrit Singh Bedi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mining Tensor/Neuron-Level Sparsity to Maximize Mixture-of-Experts Potential in Post-Training and Inference
Weilin Cai ⋅ Le Qin ⋅ Shwai He ⋅ Junwei Cui ⋅ Ang Li ⋅ Jiayi Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Capacity without Access: Reinterpreting the Mid-Depth Spectral Plateau in LLMs
Seong-Min Kang ⋅ Woo-Seong Yun ⋅ Nahyun Lee ⋅ Yoon-Sik Cho
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
One LR Doesn’t Fit All: Heavy-Tail Guided Layerwise Learning Rates for LLMs
Di He ⋅ Songjun Tu ⋅ Keyu Wang ⋅ Lu Yin ⋅ Shiwei Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Sunk Costs: Boosting LLM Pre-training Efficiency via Orthogonal Growth of Mixture-of-Experts
Ruizhe Wang ⋅ Yucheng Ding ⋅ Xiao Liu ⋅ Yaoxiang Wang ⋅ Peng CHENG ⋅ Baining Guo ⋅ Zheng-Jun Zha ⋅ Yeyun Gong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Context Distillation Retains Post-Training Capabilities in Continually Trained LMs
Shankar Padmanabhan ⋅ Mustafa Omer Gul ⋅ Tanya Goyal
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GEM: Geometric Entropy Mixing for Optimal LLM Data Curation
Yue Min ⋅ Ziyun Qiao ⋅ Ruining Chen ⋅ Yujun Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Slash the Sink: Sharpening Structural Attention Inside LLMs
Yiming Liu ⋅ Bin Lu ⋅ Xinbing Wang ⋅ Chenghu Zhou ⋅ Meng Jin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MergeMix: Optimizing Mid-Training Data Mixtures via Learnable Model Merging
Jiapeng Wang ⋅ Changxin Tian ⋅ Kunlong Chen ⋅ ziqi liu ⋅ Jiaxin Mao ⋅ Xin Zhao ⋅ Zhiqiang Zhang ⋅ JUN ZHOU
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Enhancing Numerical Prediction in LLMs via Smooth MMD Alignment
Zhuo Zuo ⋅ Li Yue ⋅ Wenhao Zheng ⋅ Chenpeng Wang ⋅ Xianggen Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learn-to-learn on Arbitrary Textual Conditioning: A Hypernetwork-Driven Meta-gated LLM
Luo Ji ⋅ Qi Qin ⋅ Ningyuan Xi ⋅ Teng Chen ⋅ Qingqing Gu ⋅ Hongyan Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Zero Sum SVD: Balancing Loss Sensitivity for Low Rank LLM Compression
Ali Abbasi ⋅ Chayne Thrash ⋅ Haoran Qin ⋅ Shansita Sharma ⋅ Sepehr Seifi ⋅ Soheil Kolouri
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
POET-X: Memory-efficient LLM Training by Scaling Orthogonal Transformation
Zeju Qiu ⋅ Lixin LIU ⋅ Adrian Weller ⋅ Han Shi ⋅ Weiyang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WAVE: Window-Aware Vocabulary-Efficient Early-Exit for Training-Free LLM Acceleration
Seonggeun Kim ⋅ Gilha lee ⋅ Hyun Kim
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
WarmServe: Enabling One-for-Many GPU Prewarming for Multi-LLM Serving
Chiheng Lou ⋅ Sheng Qi ⋅ Rui Kang ⋅ Yong Zhang ⋅ Chen Sun ⋅ pengcheng wang ⋅ Xuanzhe Liu ⋅ Xin Jin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SoftMoE: Soft Differentiable Routing for Mixture-of-Experts in LLMs
Mikołaj Zasada ⋅ Łukasz Struski ⋅ Jacek Tabor ⋅ Marcin Kurdziel
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Olmix: A Framework for Data Mixing Throughout LM Development
Mayee Chen ⋅ Tyler Murray ⋅ David Heineman ⋅ Matt Jordan ⋅ Hannaneh Hajishirzi ⋅ Christopher Re ⋅ Luca Soldaini ⋅ Kyle Lo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Memory-Efficient LLMs Training with Dynamic Sparsity: From Stability to Practical Scaling
Qiao Xiao ⋅ Boqian Wu ⋅ Patrik Okanovic ⋅ Tomasz Sternal ⋅ Maurice Keulen ⋅ Elena Mocanu ⋅ Mykola Pechenizkiy ⋅ Decebal Constantin Mocanu ⋅ Torsten Hoefler
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking Pretraining Data Detection for LLMs: From Local to Global
Chenye Ke ⋅ Yan Zhuang ⋅ Zirui Liu ⋅ Qi Liu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Convex Dataset Valuation for Post-Training
Siqi Zeng ⋅ Christopher Jung ⋅ Rui Li ⋅ Zhe Kang ⋅ Ming Li ⋅ Nima Noorshams ⋅ Zhigang Wang ⋅ Fuchun Peng ⋅ Han Zhao ⋅ Xue Feng
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LEAP: Zone-Aware MCTS for LLM Self-Speculative Decoding
LeiQuan Zheng ⋅ Yuan Liu
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs
Jianing Deng ⋅ Song Wang ⋅ Dongwei Wang ⋅ Zijie Liu ⋅ Tianlong Chen ⋅ Huanrui Yang ⋅ Jingtong Hu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ACON: Optimizing Context Compression for Long-horizon LLM Agents
Minki Kang ⋅ Wei-Ning Chen ⋅ Dongge Han ⋅ Huseyin Inan ⋅ Lukas Wutschitz ⋅ Yanzhi Chen ⋅ Robert A Sim ⋅ Saravanakumar Rajmohan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MechVQA: Benchmarking and Enhancing Multimodal LLMs on Comprehensive Mechanical Drawing Understanding
Qian Kou ⋅ Xiaofeng Shi ⋅ Yulin Li ⋅ Xiaosong Qiu ⋅ XinyangWang ⋅ Hua Zhou ⋅ Cao Dongxing
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Removing Noise, not Finding Gold: Quality Filtering for Large-Scale Pretraining
Thiziri Nait Saada ⋅ Louis Béthune ⋅ Michal Klein ⋅ David Grangier ⋅ Marco Cuturi ⋅ Pierre Ablin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Heterogeneous Customizable Personalized Federated Fine-Tuning Approach for Large Language Models
xin tong ⋅ Baojiang cui
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
RelayCaching: Accelerating LLM Collaboration via Decoding KV Cache Reuse
Yingsheng Geng ⋅ Yuchong Gao ⋅ Weihong Wu ⋅ Guyue Liu ⋅ Jiang liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Less Is More: Elevating RAG via Performance-Driven Context Compression
Ziqiang Cui ⋅ Yunpeng Weng ⋅ Xing Tang ⋅ Peiyang Liu ⋅ Shiwei Li ⋅ Bowei He ⋅ Jiamin Chen ⋅ Yansen Zhang ⋅ xiuqiang He ⋅ Rui Zhang ⋅ Chen Ma
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProjQ: Project-and-Quantize for Adapter-Aware LLM Compression
Wenya Yu ⋅ Chao Zhang ⋅ Li Wang ⋅ Samson Lasaulce ⋅ Merouane DEBBAH
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Long-Context Modeling with Dynamic Hierarchical Sparse Attention for Memory-Constrained LLM Inference
Siheng Xiong ⋅ Joe Zou ⋅ Faramarz Fekri ⋅ Yae Jee Cho
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Optimal Token Baseline: Variance Reduction for Long-Horizon LLM-RL
Yingru Li ⋅ Jiawei Xu ⋅ Ziniu Li ⋅ Jiacai Liu ⋅ Wei Liu ⋅ Yuxuan Tong ⋅ Longtao Zheng ⋅ Zhenghai Xue ⋅ Yaxiang Zhang ⋅ Tianle Cai ⋅ Ge Zhang ⋅ Qian Liu ⋅ Baoxiang Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CrispEdit: Low-Curvature Projections for Scalable Non-Destructive LLM Editing
Zarif Ikram ⋅ Arad Firouzkouhi ⋅ Stephen Tu ⋅ Mahdi Soltanolkotabi ⋅ Paria Rashidinejad
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cache Coherent Resampling for Efficient Test Time Scaling in LLM Reasoning via Adaptive Sequential Monte Carlo
Ke Wang ⋅ ZEHAO Yu ⋅ Luwei Wang ⋅ Yongchao Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
One-shot Entropy Minimization for Language Model Reasoning
Zitian Gao ⋅ Yilong Chen ⋅ Haoming Luo ⋅ Joey Zhou ⋅ Bryan Dai
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts
Jiarui Feng ⋅ Hanqing Zeng ⋅ Karish Grover ⋅ Ruizhong Qiu ⋅ Yinglong Xia ⋅ Qiang Zhang ⋅ Qifan Wang ⋅ Ren Chen ⋅ Dongqi Fu ⋅ Jiayi Liu ⋅ Zhuokai Zhao ⋅ Xiangjun Fan ⋅ Benyu Zhang ⋅ Yixin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Deep Pre-Alignment for VLMs
Tianyu Yu ⋅ Kechen Fang ⋅ Zihao Wan ⋅ Kaidong Zhang ⋅ Yicheng Zhang ⋅ Jun Song ⋅ Bo Zheng ⋅ Yuan Yao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UMEM: Unified Memory Extraction and Management Framework for Generalizable Memory
Yongshi Ye ⋅ Hui Jiang ⋅ Feihu Jiang ⋅ Tian Lan ⋅ Yichao Du ⋅ Biao Fu ⋅ Xiaodong Shi ⋅ Qianghuai Jia ⋅ Longyue Wang ⋅ Weihua Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
$\phi$-Balancing for Mixture-of-Experts Training
Lizhang Chen ⋅ Jonathan Li ⋅ Qi Wang ⋅ Runlong Liao ⋅ Shuozhe Li ⋅ Chen Liang ⋅ Ni Lao ⋅ qiang liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Context Tuning for In-Context Optimization
Jack Lu ⋅ Ryan Teehan ⋅ Zhenbang Yang ⋅ Mengye Ren
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Video-OPD: Efficient Post-Training of Multimodal Large Language Models for Temporal Video Grounding via On-Policy Distillation
Jiaze Li ⋅ Hao Yin ⋅ Haoran Xu ⋅ Boshen Xu ⋅ Wenhui Tan ⋅ Zewen He ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Jian Luan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PRISM: Demystifying Retention and Interaction in Mid-Training
Bharat Runwal ⋅ Ashish Agrawal ⋅ Anurag Roy ⋅ Rameswar Panda
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training
Wenzhi Fang ⋅ Dong-Jun Han ⋅ Liangqi Yuan ⋅ Evan Chen ⋅ Christopher G. Brinton
[ Slides [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs
Ziyue Li ⋅ Yang Li ⋅ Tianyi Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
Tsz Ting Chung ⋅ Lemao Liu ⋅ Mo Yu ⋅ Dit-Yan Yeung
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining
Zimo Liu ⋅ Qiuwu Chen ⋅ Yuchen Li ⋅ Ying Sun ⋅ Yifan Zhang ⋅ Zhijie Qiu ⋅ Zeng You ⋅ Ryan Dong ⋅ Simeng Ma ⋅ Yaofo Chen ⋅ Mingkui Tan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Op-CAD: Benchmarking and Investigating Operation-oriented CAD Generation
Yixue Bai ⋅ Yufei Gu ⋅ Zeke Xie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Logits: Metastable Latent Dynamics for Sample-Efficient Best-of-N Selection in LLMs
Xinrong Li ⋅ Zidong Zhou ⋅ Keyu Shen ⋅ Wenhao Zhou ⋅ Shangqi Guo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MemDecoder: Enhancing Test-Time Compute for LLM Agents via Reinforced Memory Decoding
Haoran Yin ⋅ Chenyu Zhou ⋅ Wei Zhu ⋅ Yuhua Jin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Where Signals Are Sparse, We Synthesize: Reinforcing Self-Corrective Reasoning in Vision–Language Models via Rollout Augmentation
Yi Ding ⋅ Ziliang Qiu ⋅ Bolian Li ⋅ Ruqi Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EAGer: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling
Daniel Scalena ⋅ Leonidas Zotos ⋅ Elisabetta Fersini ⋅ Malvina Nissim ⋅ Ahmet Üstün
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Critique-Guided Distillation for Robust Reasoning via Refinement
Berkcan Kapusuzoglu ⋅ Supriyo Chakraborty ⋅ Zain Sarwar ⋅ Chia-Hsuan Lee ⋅ Sambit Sahu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Convex Optimization for Alignment and Preference Learning on a Single GPU
Miria Feng ⋅ Mert Pilanci
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SLAT: Segment-Level Adaptive Trimming for Efficient CoT Reasoning
Jian Yao ⋅ Xiongcai Luo ⋅ Ran Cheng ⋅ KC Tan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Propose, Solve, Verify: Self-Play Through Formal Verification
Alex Wilf ⋅ Pranjal Aggarwal ⋅ Bryan Parno ⋅ Daniel Fried ⋅ Louis-Philippe Morency ⋅ Paul Pu Liang ⋅ Sean Welleck
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReQAT: Achieving Full-Precision Reasoning Accuracy with 4-bit Floating-Point Quantization-Aware Training
Janghwan Lee ⋅ Sihwa Lee ⋅ Jinseok Kim ⋅ Yongjik Kim ⋅ Jieun Lim ⋅ Jinwook Oh ⋅ Jungwook Choi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
QEDBench: Quantifying the Alignment Gap in Automated Evaluation of University-Level Mathematical Proofs
Santiago Gonzalez ⋅ Alireza Amiribavandpour ⋅ Peter Ye ⋅ Edward Zhang ⋅ Ruslans Aleksejevs ⋅ Todor Antić ⋅ Polina Baron ⋅ Sujeet Bhalerao ⋅ Shubhrajit Bhattacharya ⋅ Zachary Burton ⋅ John Byrne ⋅ Hyungjun Choi ⋅ Nujhat Ahmed Disha ⋅ Koppány I Encz ⋅ Yuchen Fang ⋅ Robert Joseph George ⋅ Ebrahim Ghorbani ⋅ Alan Goldfarb ⋅ Jing Guo ⋅ Meghal Gupta ⋅ Stefano Huber ⋅ Annika Kanckos ⋅ Minjung Kang ⋅ Hyun Jong Kim ⋅ Dino Lorenzini ⋅ Levi Lorenzo ⋅ Tianyi Mao ⋅ Giovanni Marzenta ⋅ Ariane Masuda ⋅ Lukas Mauth ⋅ Ana Mickovic ⋅ Andrés Miniguano-Trujillo ⋅ Antoine Moulin ⋅ Wenqi Ni ⋅ Tomos Parry ⋅ Kevin Ren ⋅ Hossein Roodbarani ⋅ Mathieu Rundström ⋅ Manjil Saikia ⋅ Detchat Samart ⋅ Rebecca Steiner ⋅ Connor Stewart ⋅ Dhara Thakkar ⋅ Jeffrey Tse ⋅ Vasiliki Velona ⋅ Yunhai Xiang ⋅ Sibel Yalçın ⋅ Jun Yan ⋅ Ji Zeng ⋅ Arman Cohan ⋅ Quanquan Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BLISS: A Lightweight Bilevel Influence Scoring Method for Data Selection in Language Model Pretraining
Jie Hao ⋅ Rui Yu ⋅ Wei Zhang ⋅ Huixia Judy Wang ⋅ Jie Xu ⋅ Mingrui Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards One-to-Many Temporal Grounding
Qi Xu ⋅ Tan Yue ⋅ Shihao Chen ⋅ Jiahao Meng ⋅ Anran Wang ⋅ Shunping Ji ⋅ Hao Fei ⋅ Xiangtai Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
Jinxiang Meng ⋅ Shaoping Huang ⋅ Fangyu Lei ⋅ Jingyu Guo ⋅ Haoxiang Liu ⋅ Jiahao Su ⋅ Sihan Wang ⋅ Yao Wang ⋅ Enrui Wang ⋅ Ye Yang ⋅ Hongze Chai ⋅ Jinming Lyu ⋅ Anbang Yu ⋅ Huangjing Zhang ⋅ Yitong Zhang ⋅ Yiming Huang ⋅ Zeyao Ma ⋅ Shizhu He ⋅ Jun Zhao ⋅ Kang Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Native Parallel Reasoner: Reasoning in Parallelism via Self-Distilled Reinforcement Learning
Tong Wu ⋅ Michael Liu ⋅ Jun Bai ⋅ Zixia Jia ⋅ Shuyi Zhang ⋅ Ziyong Lin ⋅ Yanting Wang ⋅ Song-Chun Zhu ⋅ Zilong Zheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pushing the Boundaries of Natural Reasoning: Interleaved Bonus from Formal-Logic Verification
Chuxue Cao ⋅ Jinluan Yang ⋅ Haoran Li ⋅ Kunhao Pan ⋅ Zijian Zhao ⋅ Zhengyu Chen ⋅ Yuchen Tian ⋅ Lijun Wu ⋅ Conghui He ⋅ Sirui Han ⋅ Yike Guo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ReMoE: Boosting Expert Reuse through Router Fine-Tuning in Memory-Constrained MoE LLM Inference
Xiongwei Zhu ⋅ Xiaojian Liao ⋅ Tianyang Jiang ⋅ Yusen Zhang ⋅ Liang Wang ⋅ Limin Xiao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
UniScale: Adaptive Unified Inference Scaling via Online Joint Optimization of Model Routing and Test-Time Scaling
Kaiyu Huang ⋅ Xingyu Wang ⋅ Mingze Kong ⋅ Zhubo Shi ⋅ Yuqian Hou ⋅ Hong Xu ⋅ Zhongxiang Dai ⋅ Minchen Yu ⋅ Qingjiang Shi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability
Shobhita Sundaram ⋅ John Quan ⋅ Ariel Kwiatkowski ⋅ Kartik Ahuja ⋅ Yann Ollivier ⋅ Julia Kempe
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories
Tianlong Wang ⋅ Yuhang Wang ⋅ Weibin Liao ⋅ Xin Gao ⋅ Xinyu Ma ⋅ Yang Lin ⋅ Yasha Wang ⋅ Liantao Ma
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Strategy Executability in Mathematical Reasoning: Leveraging Human–Model Differences for Effective Guidance
Weida Liang ⋅ Yiyou Sun ⋅ Shuyuan Nan ⋅ Chuang Li ⋅ Dawn Song ⋅ Kenji Kawaguchi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ConPress: Learning Efficient Reasoning from Multi-Question Contextual Pressure
Jie Deng ⋅ Shining Liang ⋅ Jun Li ⋅ Hongzhi Li ⋅ Yutao Xie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Scalars: Evaluating and Understanding LLM Reasoning via Geometric Progress and Stability
Xinyan Jiang ⋅ Ninghao Liu ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models
Juncheng Wu ⋅ Hardy Chen ⋅ Haoqin Tu ⋅ Xianfeng Tang ⋅ Freda Shi ⋅ Hui Liu ⋅ Hanqing Lu ⋅ Cihang Xie ⋅ Yuyin Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Prompt Synthesis for Large Language Model Reasoning
Xueliang Zhao ⋅ Wei Wu ⋅ Jian Guan ⋅ Zhuocheng Gong ⋅ Lingpeng Kong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
EDCO: Dynamic Curriculum Orchestration for Domain-specific Large Language Model Fine-tuning
Jing-Cheng Pang ⋅ Sun Liu ⋅ Zhouchang ⋅ txan ⋅ Haichuan Ma ⋅ KUN JIANG ⋅ Jianlong Wang ⋅ Kai Zhang ⋅ Sijie Wu ⋅ Haoran Cai ⋅ Chenwei Wu ⋅ Xubin Li ⋅ Xin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Curriculum-Guided Layer Scaling for Language Model Pretraining
Karanpartap Singh ⋅ Neil Band ⋅ Ehsan Adeli
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Models Under SCOPE: Scalable and Controllable Routing via Pre-hoc Reasoning
Qi Cao ⋅ Shuhao Zhang ⋅ Ruizhe Zhou ⋅ Ruiyi Zhang ⋅ Peijia Qin ⋅ Pengtao Xie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Prompts to Tokens: Internalizing Causal Supervision in Vision-Language Model for Multi-Image Causal Reasoning
Haoping Yu ⋅ Yuanxi Li ⋅ Jing Ma
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
LARFT: Closing the Cognition-Action Gap for Length Instruction Following in Large Language Models
Wei Zhang ⋅ Lintong Du ⋅ yuanhe zhang ⋅ Zhenhong Zhou ⋅ Kun Wang ⋅ Li Sun ⋅ Sen Su
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DocVAL: Validated Chain-of-Thought Distillation for Grounded Document VQA
Pinaki Prasad Guha Neogi ⋅ Ahmad Mohammadshirazi ⋅ Ser-Nam Lim ⋅ Rajiv Ramnath
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reasoning Compartmentalization: Bridging the Concretization Gap via Abstraction-based Routing
Ling-I Wu ⋅ Jian Tong ⋅ Yu Sun ⋅ Xuan Gao ⋅ Xu Guo ⋅ Guoqiang Li ⋅ Qipeng Guo ⋅ Kai Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models
Charlie Zhang ⋅ Graham Neubig ⋅ Xiang Yue
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Short Chains, Deep Thoughts: Balancing Reasoning Efficiency and Intra-Segment Capability via Split-Merge Optimization
Runquan Gui ⋅ Jie Wang ⋅ Zhihai Wang ⋅ Chi Ma ⋅ Jianye Hao ⋅ Feng Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Exploring Relational Reasoning Capabilities in LLMs with REL
Lukas Fesser ⋅ Yasha Ektefaie ⋅ Ada Fang ⋅ Sham Kakade ⋅ Marinka Zitnik
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Modeling Hierarchical Thinking in Large Reasoning Models
G M Shahariar ⋅ Erfan Shayegani ⋅ Ali Nazari ⋅ Nael Abu-Ghazaleh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SuCo: Sufficiency-guided Continuous Adaptive Reasoning
Jiahao Wang ⋅ Bingyu Liang ⋅ Chenhao Hu ⋅ Longhui Zhang ⋅ Xuebo Liu ⋅ Min zhang ⋅ Jing Li ⋅ Xuelong Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Quality-Utility Paradox: Why High-Reward Data Impairs Small Model Reasoning
Haolong Qian ⋅ Xianliang Yang ⋅ Ma yinuo ⋅ Lirong Che ⋅ Feng Lu ⋅ Ye Guo ⋅ Lei Song ⋅ Jiang Bian ⋅ Chun Yuan
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TRACE: Toulmin-based Reasoning Assessment through Constructive Elements for LLM CoT Evaluation
Yundong Kim ⋅ Heyoung Yang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models
Yun Qu ⋅ Cheems Wang ⋅ Yixiu Mao ⋅ Heming Zou ⋅ Yuhang Jiang ⋅ Weijie Liu ⋅ Clive Bai ⋅ Kai Yang ⋅ Yangkun Chen ⋅ Saiyong Yang ⋅ Xiangyang Ji
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
Yuchen Yan ⋅ Liang Jiang ⋅ Jin Jiang ⋅ Shuaicheng Li ⋅ zujie wen ⋅ Zhiqiang Zhang ⋅ JUN ZHOU ⋅ Jian Shao ⋅ Yueting Zhuang ⋅ Yongliang Shen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HGMem: Hypergraph-based Working Memory to Improve Multi-step RAG for Long-Context Complex Relational Modeling
Chulun Zhou ⋅ Chunkang Zhang ⋅ Guoxin Yu ⋅ Fandong Meng ⋅ Jie Zhou ⋅ Wai Lam ⋅ Mo Yu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data
Zixian Huang ⋅ Kaichen Yang ⋅ Xu Huang ⋅ Feiyang Hao ⋅ Qiming Ge ⋅ Bowen Li ⋅ He Du ⋅ Kai Chen ⋅ Qipeng Guo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HyPER: Bridging Exploration and Exploitation for Scalable LLM Reasoning with Hypothesis Path Expansion and Reduction
Shengxuan Qiu ⋅ Haochen Huang ⋅ Shuzhang Zhong ⋅ Pengfei Zuo ⋅ Meng Li
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Which Reasoning Traces Are Worth Generating Further? Data Curation for Training Reasoning Models
Hongyi Jin ⋅ Wenhan Yang ⋅ Meysam Ghaffari ⋅ Carlos Morato ⋅ Baharan Mirzasoleiman
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
Xu Wan ⋅ Speed Zhu ⋅ Jianwei Cai ⋅ Guang Chen ⋅ XiMing Huang ⋅ Wiggin Zhou ⋅ Mingyang Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Didactic to Constructive: Turning Expert Solutions into Learnable Reasoning
Ethan Mendes ⋅ Jungsoo Park ⋅ Alan Ritter
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Perceptual Flow Network for Visually Grounded Reasoning
Yangfu Li ⋅ Yuning Gong ⋅ Hongjian Zhan ⋅ Teng Li ⋅ Yuanhuiyi Lyu ⋅ Tianyi Chen ⋅ Qi Liu ⋅ Ziyuan Huang ⋅ Zhihang Zhong ⋅ DanDan Zheng ⋅ Yue Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PLANTAIN: Plan-Answer Interleaved Reasoning
Anthony Liang ⋅ Jonathan Berant ⋅ Adam Fisch ⋅ Abhimanyu Goyal ⋅ Kalpesh Krishna ⋅ Jacob Eisenstein
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Thinking in Latent Space: Progressive Multimodal Simplification for Visual Reasoning
Yuesen Tang ⋅ Yiming Yang ⋅ Tengfei Bao ⋅ Yu Tong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
Changhao Wang ⋅ Yanfang Liu ⋅ Xinxin Fan ⋅ Lanzhi Zhou ⋅ Ao Tian ⋅ Yunfeng Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Relational Structural Causal Models
Adiba Ejaz ⋅ Elias Bareinboim
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Accurate CATE is Robust to Unknown Covariate Shifts
Christoph Kern ⋅ Michael Kim ⋅ Angela Zhou
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Treatment Responder Classification with Abstention
Haoxiang Wang ⋅ Haoxuan Li ⋅ Ziyan Wang ⋅ Zhiheng Zhang ⋅ Aoqi Zuo ⋅ Erdun Gao ⋅ Kun Zhang ⋅ Mingming Gong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Anti-causal domain generalization: Leveraging unlabeled data
Sorawit Saengkyongam ⋅ Juan L. Gamella ⋅ Andrew Miller ⋅ Jonas Peters ⋅ Nicolai Meinshausen ⋅ Christina Heinze-Deml
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DISCO: Mitigating Bias in Deep Learning with Conditional Distance Correlation
Emre Kavak ⋅ Tom Nuno Wolf ⋅ Christian Wachinger
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal discovery for time series with endogenous context variables
Oana-Iuliana Popescu ⋅ Wiebke Günther ⋅ Martin Rabel ⋅ Jakob Runge
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Causal Discovery in Real-World Time Series with Power-Laws
Matteo Tusoni ⋅ Giuseppe Masi ⋅ Andrea Coletta ⋅ Aldo Glielmo ⋅ Viviana Arrigoni ⋅ Novella Bartolini
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Use What You Know: Causal Foundation Models with Partial Graphs
Arik Reuter ⋅ Anish Dhir ⋅ Cristiana Diaconu ⋅ Jake Robertson ⋅ Ole Ossen ⋅ Frank Hutter ⋅ Adrian Weller ⋅ Mark van der Wilk ⋅ Bernhard Schölkopf
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distributionally Robust Causal Abstractions
Yorgos Felekis ⋅ Theodoros Damoulas ⋅ Paris Giampouras
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Modeling Covariate Transition for Efficient Estimation of Longitudinal Treatment Effects in Randomized Experiments
Naoki Chihara ⋅ Tatsushi Oka ⋅ Yasuko Matsubara ⋅ Yasushi Sakurai ⋅ Shota Yasui
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Interventional Processes For Causal Uncertainty Quantification
Hugh Dance ⋅ Peter Orbanz ⋅ Arthur Gretton
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Many Experiments, Few Repetitions, Unpaired Data, and Sparse Effects: Is Causal Inference Possible?
Felix Schur ⋅ Niklas Pfister ⋅ Peng Ding ⋅ Sach Mukherjee ⋅ Jonas Peters
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal Matrix Completion under Multiple Treatments via Mixed Synthetic Nearest Neighbors
Minrui Luo ⋅ Zhiheng Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
Saksham Jain ⋅ Alex Luedtke
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Uncovering Bias Mechanisms in Observational Studies
Ilker Demirel ⋅ Zeshan Hussain ⋅ Piersilvio De Bartolomeis ⋅ David Sontag
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning
Panayiotis Panayiotou ⋅ Audrey Poinsot ⋅ Alessandro Leite ⋅ Nicolas CHESNEAU ⋅ Marc Schoenauer ⋅ Özgür Şimşek
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Addressing Instrument-Outcome Confounding in Mendelian Randomization through Representation Learning
Shimeng Huang ⋅ Matthew Robinson ⋅ Francesco Locatello
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spatial Deconfounder: Interference-Aware Deconfounding for Spatial Causal Inference
Ayush Khot ⋅ Miruna Oprescu ⋅ Maresa Schröder ⋅ Ai Kagawa ⋅ Xihaier Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Evaluating bivariate causal statements based on mutual compatibility
Erik Jahn ⋅ Dominik Janzing
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifiable Nonlinear Differentiable Causal Discovery via Independence and Adaptive Group Sparsity
Ruicong Yao ⋅ Tim Verdonck ⋅ Mihaela van der Schaar ⋅ Jakob Raymaekers
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Unveiling Prior-data Fitted Networks on Causal Effect Estimation: Pre-training or Finetuning?
Haotian Wang ⋅ Xinpeng Lv ⋅ Hao Zou ⋅ Yanghao Xiao ⋅ Shanzhi Gu ⋅ Yang Shi ⋅ Yunxin Mao ⋅ Yuanxing Zhang ⋅ Mingyang Geng ⋅ Shaowu Yang ⋅ Haoxuan Li ⋅ Wenjing Yang ⋅ Peng Cui ⋅ Zhouchen Lin
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Function-Valued Causal Influence in Nonlinear Time Series
Valentina Kuskova ⋅ Dmitry Zaytsev ⋅ Michael Coppedge
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Streaming Covariate Balancing via Discrepancy-Based Feature Coresets
YiXin Ren ⋅ Chenghou Jin ⋅ Yewei Xia ⋅ Zichuan Lin ⋅ Deheng Ye ⋅ Hao Zhang ⋅ Jihong Guan ⋅ Shuigeng Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Root Cause Analysis of Failures in Microservices via Bayesian Root Cause Discovery
Kenneth Lee ⋅ Zihan Zhou ⋅ Murat Kocaoglu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Personalized Policy Learning through Discrete Experimentation
Zhiqi Zhang ⋅ Zhiyu Zeng ⋅ Ruohan Zhan ⋅ Dennis Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Off-Policy Evaluation Beyond Overlap under Network Interference
Ziyan Wang ⋅ Yiran Liu ⋅ Zhiheng Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings
Wenxin Chen ⋅ Weishen Pan ⋅ Kyra Gan ⋅ Fei Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Doubly Robust Distributionally Robust Offline Contextual Pricing
Min Xu ⋅ Xinyi Yin ⋅ Caihua Chen ⋅ Yuxuan Han ⋅ Houcai Shen ⋅ Yunfan Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Budgeted Active Experimentation for Treatment Effect Estimation from Observational and Randomized Data
Jiacan Gao ⋅ Xinyan Su ⋅ Mingyuan Ma ⋅ Yiyan HUANG ⋅ Xiao Xu ⋅ Xinrui Wan ⋅ Tianqi Gu ⋅ Enyun Yu ⋅ Jiecheng Guo ⋅ Zhiheng Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP
Jing Yang ⋅ Jusheng Zhang ⋅ Keze Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Formalizing and Falsifying Causal Pathways of Rare Events
Anahita Haghighat ⋅ Dominik Janzing
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models
Juraj Bodik ⋅ Valérie Chavez-Demoulin
[ JMLR
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Nonlinear Covariate Balance in Experimental Design
Qing Chen ⋅ Peng Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-View Causal Discovery without Non-Gaussianity: Identifiability and Algorithms
Ambroise Heurtebise ⋅ Lemir Omar Chehab ⋅ Pierre Ablin ⋅ Alexandre Gramfort ⋅ Aapo Hyvarinen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causal Fine-Tuning under Latent Confounded Shift
Jialin Yu ⋅ Yuxiang Zhou ⋅ Haoxuan Li ⋅ Junchi Yu ⋅ Mengyue Yang ⋅ Yulan He ⋅ Nevin Zhang ⋅ Phil Torr ⋅ Ricardo Silva
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCOUT: Cyclic Causal Discovery Under Soft Interventions with Unknown Targets
Alpar Turkoglu ⋅ Muralikrishnna Guruswamy Sethuraman ⋅ Faramarz Fekri
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Spiked-CFR: Causal Representation Learning from LLMs via Wasserstein Projection Pursuit
Fan Wang ⋅ Hengyu Yue ⋅ Yu Bowen ⋅ Weiming Liu ⋅ Zongxin Yang ⋅ Xuyun Zhang ⋅ Xiaolin Zheng ⋅ Chaochao Chen ⋅ Shuiguang Deng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Toward Scalable and Valid Conditional Independence Testing with Spectral Representations
Alek Fröhlich ⋅ Vladimir Kostic ⋅ Karim Lounici ⋅ Daniel Rodrigues Perazzo ⋅ Daniel Tiezzi ⋅ Massimiliano Pontil
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Recursive Decomposition Framework for Causal Structure Learning in the Presence of Latent Variables
Zheng Li ⋅ Feng Xie ⋅ Shenglan Nie ⋅ Xichen Guo ⋅ Ruxin Wang ⋅ Hao Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Causality is Key for Interpretability Claims to Generalise
Shruti Joshi ⋅ Aaron Mueller ⋅ David Klindt ⋅ Wieland Brendel ⋅ Dhanya Sridhar ⋅ Patrik Reizinger
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MiniMax Learning of Interpretable Factored Stochastic Policies from Conjoint Data, with Uncertainty Quantification
Connor T T Jerzak ⋅ Priyanshi Chandra ⋅ Rishi Hazra
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Federated Causal Inference on Multi-Site Observational Data via Propensity Score Aggregation
Rémi Khellaf ⋅ Aurélien Bellet ⋅ julie Josse
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs
Jin Lee ⋅ Zhonghao Chen ⋅ Xuhang He ⋅ Robert Underwood ⋅ Bogdan Nicolae ⋅ Franck Cappello ⋅ Xiaoyi Lu ⋅ Sheng Di ⋅ Zheng Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CONTINUUM: Restoring the Contiguous Tensor Abstraction Efficiently for Dynamic AI Workloads via Hardware Virtualization
Yangyu Zhang ⋅ shuoming zhang ⋅ Chunwei Xia ⋅ Shuaijiang Li ⋅ Zhicheng Li ⋅ Ruiyuan Xu ⋅ Zheming Yang ⋅ Lei Chen ⋅ YUAN WEN ⋅ Guangli Li ⋅ Xiaobing Feng ⋅ Huimin Cui ⋅ Jiacheng Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ekka: Automated Diagnosis of Silent Errors in LLM Inference
Yile Gu ⋅ Zhen Zhang ⋅ Shaowei Zhu ⋅ Xinwei Fu ⋅ Jun Wu ⋅ Yida Wang ⋅ Baris Kasikci
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG
Changmin Lee ⋅ Jaemin Kim ⋅ Taesik Gong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning
John Wu ⋅ Yongda Fan ⋅ Zhenbang Wu ⋅ Paul Landes ⋅ Eric Schrock ⋅ Sayeed Sajjad Razin ⋅ Arjun Chatterjee ⋅ Naveen Baskaran ⋅ Joshua Steier ⋅ Andrea Fitzpatrick ⋅ Bilal Arif ⋅ Rian Atri ⋅ Jathurshan Pradeepkumar ⋅ Siddhartha Laghuvarapu ⋅ Junyi Gao ⋅ Adam Cross ⋅ Jimeng Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Solving Time-Dependent Differential Equations with Physical Dynamical Systems
Chuan Liu ⋅ Yijie Chen ⋅ Ruibing Song ⋅ Wenhao Huang ⋅ Chunshu Wu ⋅ Deqian Kong ⋅ Ying Nian Wu ⋅ Kaiyuan Yang ⋅ Ang Li ⋅ Tony Geng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HelioX: A GPU-Native Framework for Simulation and Training of Biophysically Detailed Networks
Junfeng Lu ⋅ Zijie Yu ⋅ SHAOYANG CUI ⋅ Gan He ⋅ Ruiqin Xiong ⋅ Kai Du ⋅ Tiejun Huang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FOCUS: DLLMs Know How to Tame Their Compute Bound
Kaihua Liang ⋅ Xin Tan ⋅ An Zhong ⋅ Hong Xu ⋅ Marco Canini
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
cuRegOT: A GPU-Accelerated Solver for Entropic-Regularized Optimal Transport
Yixuan Qiu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Genome-Factory: A Library for Tuning, Deploying, and Interpreting Genomic Foundation Models
Weimin Wu ⋅ Xuefeng Song ⋅ Yibo Wen ⋅ Qinjie Lin ⋅ Zhihan Zhou ⋅ Jerry Yao-Chieh Hu ⋅ Zhong Wang ⋅ Han Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Two-Stage Unit Tying for Simplifying Differentiable Logic Gate Networks
Seungheon Lee ⋅ Jeongmin Sun ⋅ Jaeyong Chung
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Not All Prefills Are Equal: PPD Disaggregation for Multi-turn LLM Serving
Zongze Li ⋅ Jingyu Liu ⋅ Zach Xu ⋅ Yineng Zhang ⋅ Tahseen Rabbani ⋅ Ce Zhang
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DuetServe: Harmonizing Prefill and Decode for LLM Serving via Adaptive GPU Multiplexing
Lei Gao ⋅ Chaoyi Jiang ⋅ Hossein Entezari Zarch ⋅ Daniel Wong ⋅ Mark HIll ⋅ Murali Annavaram
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
BubbleSpec: Turning Long-Tail Bubbles into Speculative Rollout Drafts for Synchronous Reinforcement Learning
yuhang xu ⋅ Kaibin Tian ⋅ Yang Tian ⋅ Zhice Yang ⋅ Yifeng Yu ⋅ Yan Li ⋅ Shengzhong Liu ⋅ Fan Wu ⋅ Guihai Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Prefix cache aware data reordering for LLM augmented database analytics
Yingze Li ⋅ dong wang ⋅ Yiming Guo ⋅ Yao Chen ⋅ Hongzhi Wang ⋅ Bingsheng He
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking the Flow-based Gradual Domain Adaption: A Semi-Dual Optimal Transport Perspective
Zhichao Chen ⋅ Zhan Zhuang ⋅ Yunfei Teng ⋅ Eric Wang ⋅ Fangyikang Wang ⋅ Zhengnan Li ⋅ Tianqiao Liu ⋅ Haoxuan Li ⋅ Zhouchen Lin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
Qianyi Chen ⋅ Bo Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conformal Risk-Averse Decision Making with Action Conditional Guarantee
Zihan Zhu ⋅ Shayan Kiyani ⋅ George Pappas ⋅ Hamed Hassani
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal structure learning and conditional independence testing
Ming Gao ⋅ Yuhao Wang ⋅ Bryon Aragam
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Geometry-Aware Probabilistic Circuits via Voronoi Tessellations
Sahil Sidheekh ⋅ Sriraam Natarajan
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Maximum-Likelihood Learning of Latent Dynamics Without Reconstruction
Samo Hromadka ⋅ Kai Biegun ⋅ Lior Fox ⋅ James Heald ⋅ Maneesh Sahani
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Effect of Misspecifying the Embedding Dimension in Low-rank Network Models
Roddy Taing ⋅ Keith Levin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Generalized Schrödinger Bridge on Graphs
Panagiotis Theodoropoulos ⋅ Juno Nam ⋅ Evangelos Theodorou ⋅ Jaemoo Choi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Avoid What You Know: Divergent Trajectory Balance for GFlowNets
Pedro Dall’Antonia ⋅ Tiago Silva ⋅ Daniel Csillag ⋅ Salem Lahlou ⋅ Diego Mesquita
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rethinking the Design Space of Reinforcement Learning for Diffusion Models: On the Importance of Likelihood Estimation Beyond Loss Design
Jaemoo Choi ⋅ Yuchen Zhu ⋅ Wei Guo ⋅ Petr Molodyk ⋅ Bo Yuan ⋅ Jinbin Bai ⋅ Yi Xin ⋅ Molei Tao ⋅ Yongxin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Identifying Common Hubs in Multiple Gaussian Graphical Models
José Á. Sánchez Gómez ⋅ Weibin Mo ⋅ Junlong Zhao ⋅ Yufeng Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning to Bet for Horizon-Aware Anytime-Valid Testing
Ege Onur Taga ⋅ Samet Oymak ⋅ Shubhanshu Shekhar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Column Thresholding for Sparse Spiked Wigner Models: Improved Signal Strength Requirements
Jian-Feng Cai ⋅ Zhuozhi XIAN ⋅ Jiaxi Ying
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Trajectory-Aware Heuristic Learning for Combinatorial Search
Mustafa Seddiqi ⋅ Tiberiu Popa ⋅ Marta Kersten-Oertel
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transformed Latent Variable Multi-Output Gaussian Processes
Xiaoyu Jiang ⋅ Xinxing Shi ⋅ Sokratia Georgaka ⋅ Magnus Rattray ⋅ Mauricio Álvarez
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Identifiability of Poisson Branching Structural Causal Model Under Latent Confounding
Jie Qiao ⋅ Zihuai Zeng ⋅ Ruichu Cai ⋅ Zhengming Chen ⋅ Zhifeng Hao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SCORE: A Unified Framework for Overshoot Refund in Online FDR Control
Qi Kuang ⋅ Bowen Gang ⋅ Yin Xia
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Epistemic Uncertainty Quantification for Pre-trained VLMs via Riemannian Flow Matching
Li Ju ⋅ Mayank Nautiyal ⋅ Andreas Hellander ⋅ Ekta Vats ⋅ Prashant Singh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Exact and Approximate Algorithms for Polytree Learning
Juha Harviainen ⋅ Frank Sommer ⋅ Manuel Sorge
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals
Rudi Coppola ⋅ Manuel Espinosa
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Functional Adjoint Sampler: Scalable Sampling on Infinite Dimensional Spaces
Byoungwoo Park ⋅ Juho Lee ⋅ Guan-Horng Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Prediction-Powered Risk Monitoring of Deployed Models for Detecting Harmful Distribution Shifts
Guangyi Zhang ⋅ Yunlong Cai ⋅ Guanding Yu ⋅ Osvaldo Simeone
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Richer Bayesian Last Layers with Subsampled NTK Features
Sergio Calvo Ordoñez ⋅ Jonathan Plenk ⋅ Richard Bergna ⋅ Alvaro Cartea ⋅ Yarin Gal ⋅ Jose Miguel Hernandez-Lobato ⋅ Kamil Ciosek
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Variational Routing: A Scalable Bayesian Framework for Calibrated Mixture-of-Experts Transformers
Albus Li ⋅ Matthew Wicker
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Local MAP Sampling for Diffusion Models
Shaorong Zhang ⋅ Rob Brekelmans ⋅ Greg Ver Steeg
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ANCHOR: Abductive Network Construction with Hierarchical Orchestration for Reliable Probability Inference in Large Language Models
Wentao Qiu ⋅ Guanran Luo ⋅ Zhongquan Jian ⋅ Jingqi Gao ⋅ Meihong Wang ⋅ Qingqiang Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sparse Bayesian Deep Functional Learning with Structured Region Selection
Xiaoxian Zhu ⋅ Yingmeng Li ⋅ Shuangge Ma ⋅ Mengyun Wu
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Predictive variational inference: Learn the predictively optimal posterior distribution
Jinlin Lai ⋅ Antonio Linero ⋅ Yuling Yao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Disentangling Latent Risk Pathways via Bayesian Hypergraph Inference
Shengxian Ding ⋅ Haonan Gao ⋅ Pangpang Liu ⋅ Xinyuan Tian ⋅ Yize Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The surprising strength of weak classifiers for validating neural posterior estimates
Vansh Bansal ⋅ Tianyu Chen ⋅ James Scott
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Epistemic uncertainty estimation methods are fundamentally incomplete
Sebastian Jimenez ⋅ Mira Juergens ⋅ Willem Waegeman
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
An Evidential Route to Asymptotic Bayes Optimality under Sparsity
Qiaoyu Liang ⋅ Haohua Chen ⋅ Zihan Zhu ⋅ Michael Evans
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Stochastic Gradient Posterior Sampling with Lattice Based Discretisation
Zier Mensch ⋅ Lars Holdijk ⋅ Samuel Duffield ⋅ Maxwell Aifer ⋅ Patrick Coles ⋅ Max Welling ⋅ Miranda C. N. Cheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bayesian model selection and misspecification testing in imaging inverse problems only from noisy and partial measurements
Tom Sprunck ⋅ Marcelo Pereyra ⋅ Tobías Liaudat
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Bayesian Semi-supervised Clustering with Feature Selection and Adaptive Constraint Weighting
Luwei Wang ⋅ Dagmara Panas ⋅ Ke Wang ⋅ Sohan Seth ⋅ Bruce Guthrie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tractable Expected Information Gains for Exponential Family Posteriors
Rik Knowles ⋅ Tom Rainforth
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Cooperative variance estimation and Bayesian neural networks disentangle aleatoric and epistemic uncertainties
Jiaxiang Yi ⋅ Miguel Bessa
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tokenised Flow Matching for Hierarchical Simulation Based Inference
Giovanni Charles ⋅ Cosmo Santoni ⋅ Seth Flaxman ⋅ Elizaveta Semenova
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Bayesian Inference from Noisy Pairwise Comparisons
Till Aczel ⋅ Lucas Theis ⋅ Roger Wattenhofer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SURGE:Unbiased Data Assimilation for Diffusion Model via Particle Filtering
Lifu Wei ⋅ Yinuo Ren ⋅ Naichen Shi ⋅ Yiping Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Bayesian Tensor Decomposition with Diffusion Model Prior
Zerui Tao ⋅ Qibin Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Objective Bayesian Optimization via Adaptive $\varepsilon$-Constraint Decomposition
Yaohong Yang ⋅ Sammie Katt ⋅ Samuel Kaski
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TabMGP: Martingale Posterior with TabPFN
Kenyon Ng ⋅ Edwin Fong ⋅ David Frazier ⋅ Jeremias Knoblauch ⋅ Susan Wei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Is the Last Layer Sufficient for Uncertainty Quantification?
Joseph Wilson ⋅ Chris van der Heide ⋅ Liam Hodgkinson ⋅ Fred Roosta
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
Jakob Robnik ⋅ Reuben Cohn-Gordon ⋅ Uros Seljak
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Low-Discrepancy Sequences
Michael Van Huffel ⋅ Nathan Kirk ⋅ Makram Chahine ⋅ Daniela Rus ⋅ T. Konstantin Rusch
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DC-LA: Difference-of-Convex Langevin Algorithm
Hoang Phuc Hau Luu ⋅ Zhongjian Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Simultaneous Confidence Bounds for Aggregated Effects via Exact Subset Optimization
Weihang Xu ⋅ Huajie Qian ⋅ Wotao Yin ⋅ Xinshang Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Path-dependent Discrete Amortized Inference
Tiago Silva ⋅ Esmeralda S. Whitammer ⋅ Salem Lahlou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Covariance estimation using Markov chain Monte Carlo
Yunbum Kook ⋅ Shunshi Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion posterior sampling for simulation-based inference in tall data settings
Julia Linhart ⋅ Gabriel Cardoso ⋅ Alexandre Gramfort ⋅ Sylvain Le Corff ⋅ Pedro Luiz Coelho Rodrigues
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Constrained Adaptive Rejection Sampling
Paweł Parys ⋅ Sairam Vaidya ⋅ Taylor Berg-Kirkpatrick ⋅ Loris D'Antoni
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Adjoint Schrödinger Bridge Sampler
Wei Guo ⋅ Yuchen Zhu ⋅ Xiaochen Du ⋅ Juno Nam ⋅ Yongxin Chen ⋅ Rafael Gomez-Bombarelli ⋅ Guan-Horng Liu ⋅ Molei Tao ⋅ Jaemoo Choi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inverting Data Transformations via Diffusion Sampling
Jinwoo Kim ⋅ Sékou-Oumar Kaba ⋅ Jiyun Park ⋅ Seunghoon Hong ⋅ Siamak Ravanbakhsh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stationary MMD Points
Zonghao Chen ⋅ Toni Karvonen ⋅ Heishiro Kanagawa ⋅ Francois-Xavier Briol ⋅ Chris J Oates
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Entropic Mirror Monte Carlo
Anas CHERRADI ⋅ Yazid Janati ⋅ Sylvain Le Corff ⋅ Julien Stoehr ⋅ Alain Oliviero Durmus ⋅ Yohan Petetin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds
Tingting Chen ⋅ Beibei Lin ⋅ Zifeng Yuan ⋅ Qiran Zou ⋅ Hongyu He ⋅ Anirudh Goyal ⋅ Yew Soon ONG ⋅ Dianbo Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Markov Chain Monte Carlo without Evaluating the Target: an Auxiliary Variable Approach
Wei Yuan ⋅ Guanyang Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Complexity bounds for Dirichlet process slice samplers
Beatrice Franzolini ⋅ Francesco Gaffi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Discrete Diffusion Samplers and Bridges: Off-Policy Algorithms and Applications in Latent Spaces
Arran Carter ⋅ Sanghyeok Choi ⋅ Kirill Tamogashev ⋅ Víctor Elvira ⋅ Esmeralda S. Whitammer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient Online Variational Estimation via Monte Carlo Sampling
Mathis Chagneux ⋅ Mathias Müller ⋅ Pierre Gloaguen ⋅ Sylvain Le Corff ⋅ Jimmy Olsson
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Accelerated Multiple Wasserstein Gradient Flows for Multi-objective Distributional Optimization
DaiHai Nguyen ⋅ Duc-Dung NGUYEN ⋅ Atsuyoshi Nakamura ⋅ Hiroshi Mamitsuka
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Variance-Reduced Zeroth-Order Langevin Dynamics for Non-Log-Concave Black-Box Sampling and Inverse Problems
M. Berk Sahin ⋅ Behzad Sharif ⋅ Abolfazl Hashemi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening
Xiaotong Ji ⋅ Rasul Tutunov ⋅ Matthieu Zimmer ⋅ Haitham Bou Ammar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating Premature Exploitation in Particle-based Monte Carlo for Inference-Time Scaling
Giorgio Giannone ⋅ Guangxuan Xu ⋅ Nikhil Nayak ⋅ Rohan Awhad ⋅ Shivchander Sudalairaj ⋅ Kai Xu ⋅ Akash Srivastava
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Computationally-efficient Graph Modeling with Refined Graph Random Features
Krzysztof Choromanski ⋅ Kumar Avinava Dubey ⋅ Arijit Sehanobish ⋅ Isaac Reid
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Diffusion differentiable resampling
Jennifer Andersson ⋅ Zheng Zhao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Sampling via Generalized Fixed-Point Diffusion Matching
Denis Blessing ⋅ Lorenz Richter ⋅ Julius Berner ⋅ Egor Malitskiy ⋅ Gerhard Neumann
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Demystifying MaskGIT Sampler and Beyond: Adaptive Order Selection in Masked Diffusion
Satoshi Hayakawa ⋅ Yuhta Takida ⋅ Masaaki Imaizumi ⋅ Hiromi Wakaki ⋅ Yuki Mitsufuji
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Control Consistency Losses for Diffusion Bridges
Samuel Howard ⋅ Nikolas Nüsken ⋅ Jakiw Pidstrigach
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Reinforced Sequential Monte Carlo for Amortised Sampling
Sanghyeok Choi ⋅ Sarthak Mittal ⋅ Víctor Elvira ⋅ Jinkyoo Park ⋅ Esmeralda S. Whitammer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Conditional Diffusion Sampling
Francisco M Castro-Macías ⋅ Pablo Morales-Alvarez ⋅ Saifuddin Syed ⋅ Daniel Hernández-Lobato ⋅ Rafael Molina ⋅ Jose Miguel Hernandez-Lobato
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Mitigating the Contractivity Trap in Diffusion ODEs via Stein Stabilization
Shigui Li ⋅ Delu Zeng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Thinned Mean Field Langevin Dynamics
Zonghao Chen ⋅ Heishiro Kanagawa ⋅ Francois-Xavier Briol ⋅ Chris J Oates ⋅ Lester Mackey
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Efficient and Unbiased Sampling from Boltzmann Distributions via Variance-Tuned Diffusion Models
Fengzhe Zhang ⋅ Laurence Midgley ⋅ Jose Miguel Hernandez-Lobato
[ URL [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Quantum Speedups for Repeatedly Nested Expectation Estimation
Yihang Sun ⋅ Guanyang Wang ⋅ Jose Blanchet
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Accelerating Langevin Monte Carlo via Efficient Stochastic Runge-Kutta Methods beyond Log-Concavity
Bin Yang ⋅ Xiaojie Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TFTF: Training-Free Targeted Flow for Conditional Sampling
Qianqian Qu ⋅ Jun Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Score-Repellent Monte Carlo: Toward Efficient Non-Markovian Sampler with Constant Memory in General State Spaces
Jie Hu ⋅ Lingyun Chen ⋅ Geeho Kim ⋅ Jinyoung Choi ⋅ Bohyung Han ⋅ Do-Young Eun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior
Xiang Li ⋅ Dianbo Liu ⋅ Kenji Kawaguchi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical Successor Representation for Robust Transfer
Changmin Yu ⋅ Máté Lengyel
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Hierarchical Goal Abstractions via Learned Subset Relations
Fabian Wurzberger ⋅ Sebastian Gottwald ⋅ Zeqiang Zhang ⋅ Daniel A Braun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Inference-Aware Meta-Alignment of LLMs via Non-Linear GRPO
Shokichi Takakura ⋅ Akifumi Wachi ⋅ Rei Higuchi ⋅ Kohei Miyaguchi ⋅ Taiji Suzuki
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dreaming in Code for Curriculum Learning in Open-Ended Worlds
Konstantinos Mitsides ⋅ Maxence Faldor ⋅ Antoine Cully
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Transferable Interaction Primitives from Game Videos for Humanoids
Xiangming Zhu ⋅ Huayu Deng ⋅ Haoran Zhao ⋅ Yiwei Hao ⋅ Yunbo Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training
Ruishuo Chen ⋅ Xun Wang ⋅ Rui Hu ⋅ Zhuoran Li ⋅ Longbo Huang
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning to Perceive the World Through Control: Empowerment-Based Representation Learning
Mahsa Bastankhah ⋅ Sophie Broderick ⋅ Benjamin Eysenbach
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Co-Evolving Latent Action World Models
Yucen Wang ⋅ Fengming Zhang ⋅ De-Chuan Zhan ⋅ Li Zhao ⋅ Kaixin Wang ⋅ Jiang Bian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Trust-Region Diffusion Policies for Massively Parallel On-Policy RL
Huy Le ⋅ Onur Celik ⋅ Denis Blessing ⋅ Tai Hoang ⋅ Claas Voelcker ⋅ Axel Brunnbauer ⋅ Felix Richter ⋅ Michael Volpp ⋅ Gerhard Neumann
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Designing Observation and Action Models for Efficient Reinforcement Learning with LLMs
Deunsol Yoon ⋅ Sunghoon Hong ⋅ Whiyoung Jung ⋅ Junseok Park ⋅ Geon-Hyeong Kim ⋅ Woohyung Lim ⋅ Soonyoung Lee ⋅ Seung Hwan Kim ⋅ Kanghoon Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
TaskLoom: Weaving Knowledge Across Tasks in World Models
Qingzhang Zeng ⋅ Peixi Peng ⋅ hang li ⋅ Luntong Li ⋅ Yonghong Tian
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
ProcMEM: Learning Reusable Procedural Memory from Experience via Non-Parametric PPO for LLM Agents
QIRUI MI ⋅ Zhijian Ma ⋅ Mengyue Yang ⋅ Yisen Wang ⋅ Haoxuan Li ⋅ Haifeng Zhang ⋅ Jun Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-Task GRPO: Reliable LLM Reasoning Across Tasks
Shyam Sundhar Ramesh ⋅ Xiaotong Ji ⋅ Matthieu Zimmer ⋅ Sangwoong Yoon ⋅ Zhiyong Wang ⋅ Haitham Bou Ammar ⋅ Aurelien Lucchi ⋅ Ilija Bogunovic
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CoRe: Collaborative Reasoning via Cross Teaching
Kshitij Mishra ⋅ Mirat Aubakirov ⋅ Martin Takac ⋅ Nils Lukas ⋅ Salem Lahlou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
See First, Reason Later: Mutual Information-Guided Reinforcement Learning for Vision-Language Models
Junfeng Fang ⋅ Zonghan Wu ⋅ Yin Zhang ⋅ Jiaxuan Zhao ⋅ Zengxiang Li ⋅ Kun Wang ⋅ Qingsong Wen ⋅ Yilei Shao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DF-ExpEnse: Diffusion Filtered Exploration for Sample Efficient Finetuning
Calvin Luo ⋅ Chen Sun ⋅ shuran song
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Curriculum Refinement for Reinforcement Learning
Zhenya Liu ⋅ Yuxin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Multi-view Consistent Latent Action Learning for World Modeling and Control
Shenghua Wan ⋅ Xiaohai Hu ⋅ Xunlan Zhou ⋅ lei yuan ⋅ Le Gan ⋅ De-Chuan Zhan
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scalable Traffic Signal Control with Shared Policy Framework
Haolun MA ⋅ Yanchen ZHU ⋅ Zizhuo Xu ⋅ Weijie Shi ⋅ Jiajie Xu ⋅ Lei Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Transferable Reinforcement Learning via Probabilistic Latent Embeddings and Dynamic Policy Adaptation for Sim-to-Real Deployment
Gengyue Han ⋅ Yiheng Feng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Closing the Sim-to-Real Gap in Non-Markovian Spreading Processes via GPU-Accelerated Distributional RL
Heman Shakeri
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dream-MPC: Gradient-Based Model Predictive Control with Latent Imagination
Jonathan Spieler ⋅ Sven Behnke
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
CFPO : Counterfactual Policy Optimization For Multimodal Reasoning
Zhangyuan Yu ⋅ Wanran Sun ⋅ Guangjing Yang ⋅ Xiaohu Wu ⋅ Qicheng Lao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Peer-Preservation in Frontier Models
Yujin Potter ⋅ Nicholas Crispino ⋅ Vincent Siu ⋅ Chenguang Wang ⋅ Dawn Song
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
In-Training Defenses Against Emergent Misalignment in Language Models
David Kaczér ⋅ Magnus Jørgenvåg ⋅ Clemens Vetter ⋅ Esha Afzal ⋅ Robin Haselhorst ⋅ Lucie Flek ⋅ Florian Mai
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: The Alignment Community is Unintentionally Building a Censor’s Toolkit
Sarah Ball ⋅ Phil Hackemann
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Consistency Training Is Not Neutral to Alignment
David Africa ⋅ Arathi Mani
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
SteeringSafety: Benchmarking Representation Steering in LLMs Across Safety Perspectives
Vincent Siu ⋅ Nicholas Crispino ⋅ David Park ⋅ Nathan Henry ⋅ Zhun Wang ⋅ Yang Liu ⋅ Dawn Song ⋅ Chenguang Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PICACO: Pluralistic In-Context Value Alignment via Total Correlation Optimization
Han Jiang ⋅ Dongyao Zhu ⋅ Xiaoyuan Yi ⋅ Ziang Xiao ⋅ Zhihua Wei ⋅ Xing Xie
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Measuring Meta-Cultural Competency: A Spectral Framework for LLM Knowledge Structures
Sougata Saha ⋅ Madhur Jindal ⋅ Saurabh Kumar Pandey ⋅ Mahardika Ihsani ⋅ Alham Fikri Aji ⋅ Monojit Choudhury
[ Poster [ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Pressure Reveals Character: Behavioural Alignment Evaluation at Depth
Nora Petrova ⋅ John Burden
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Causes and Consequences of Representational Similarity in Machine Learning Models
Zeyu Michael Li ⋅ Hung Anh Vu ⋅ Damilola Awofisayo ⋅ Emily Wenger
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Safety Alignment of LMs via Non-cooperative Games
Anselm Paulus ⋅ Ilia Kulikov ⋅ Brandon Amos ⋅ REMI MUNOS ⋅ Ivan Evtimov ⋅ Kamalika Chaudhuri ⋅ Arman Zharmagambetov
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Towards Context-Invariant Safety Alignment for Large Language Models
Yixu Wang ⋅ Yang Yao ⋅ Xin Wang ⋅ Yifeng Gao ⋅ Yan Teng ⋅ Xingjun Ma ⋅ Yingchun Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases
Dongyoon Hahm ⋅ Dylan Hadfield-Menell ⋅ Kimin Lee
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Safety Game: Inference-Time Alignment of Black-Box LLMs via Constrained Optimization
Tuan Nguyen ⋅ Long Tran-Thanh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection
Yulong Lin ⋅ Pablo Bernabeu-Perez ⋅ Benjamin Arnav ⋅ Lennie Wells ⋅ Mary Phuong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
When and How Human Curation Backfires: Preference Alignment under Multi-Model Self-Consuming Loop
Yang Zhang ⋅ Xiukun Wei ⋅ Xueru Zhang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptively Robust Resettable Streaming
Edith Cohen ⋅ Elena Gribelyuk ⋅ Jelani Nelson ⋅ Uri Stemmer
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Neural Vector Lyapunov–Razumikhin Certificates for Delayed Interconnected Systems
Jingyuan Zhou ⋅ Yuexuan Wang ⋅ Kaidi Yang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning
Shijie Liu ⋅ Andrew C. Cullen ⋅ Paul MONTAGUE ⋅ Sarah Erfani ⋅ Benjamin Rubinstein
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG
Sarthak Choudhary ⋅ Nils Palumbo ⋅ Ashish Hooda ⋅ Krishnamurthy Dvijotham ⋅ Somesh Jha
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Distributionally Robust Reinforcement Learning with Human Feedback
Debmalya Mandal ⋅ Paulius Sasnauskas ⋅ Goran Radanovic
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Ambiguous Strategic Classification
Ivri Hikri ⋅ Nir Rosenfeld
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust Strategic Classification under Decision-Dependent Cost Uncertainty
Sura Alhanouti ⋅ Guzin Bayraksan ⋅ Parinaz Naghizadeh
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Contrastive Spectral Rectification: Test-Time Defense towards Zero-shot Adversarial Robustness of CLIP
Sen Nie ⋅ Jie Zhang ⋅ Zhuo Wang ⋅ Shiguang Shan ⋅ Xilin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Explanation Stability Is a Property of the Model–Method Pair, Not the Model
Kabilan Elangovan ⋅ Daniel Ting
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Quantifying LLM Attention-Head Stability: Implications for Circuit Universality
Karan Bali ⋅ Jack Stanley ⋅ Praneet Suresh ⋅ Danilo Bzdok
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Differentiable Conformal Training for LLM Reasoning Factuality
Nathan Hittesdorf ⋅ Marco Salzetta ⋅ Lu Cheng
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Catch-22: On the Fundamental Tradeoff Between Detectability and Robustness in LLM Watermarking
Kuheli Pratihar ⋅ Debdeep Mukhopadhyay
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Active Tabular Augmentation via Policy-Guided Diffusion Inpainting
Zheyu Zhang ⋅ Shuo Yang ⋅ Bardh Prenkaj ⋅ Gjergji Kasneci
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling
Pengzhen Chen ⋅ Yanwei Liu ⋅ Xiaoyan Gu ⋅ Antonios Argyriou ⋅ Wu Liu ⋅ Weiping Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
MaMa: A Game-Theoretic Approach for Designing Safe Agentic Systems
Jonathan Nöther ⋅ Adish Singla ⋅ Goran Radanovic
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Position: Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution
Ruta Binkyte ⋅ Ivaxi Sheth ⋅ Zhijing Jin ⋅ Mohammad Havaei ⋅ Bernhard Schölkopf ⋅ Mario Fritz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Decomposition-Based Modular Conformal Prediction for Two-Stage Modeling
William Zhang ⋅ Saurabh Amin ⋅ Georgia Perakis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
FedRGL: Robust Federated Graph Learning under Label Noise
De Li ⋅ Zhou Tan ⋅ Qiyu Li ⋅ Zeming Gan ⋅ Tiange Xia ⋅ Chunpei Li ⋅ Xianxian Li
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Symbal: Detecting Systematic Misalignments in Model-Generated Captions
Maya Varma ⋅ Jean-Benoit Delbrouck ⋅ Sophie Ostmeier ⋅ Akshay Chaudhari ⋅ Curtis Langlotz
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
OC-space: a Unifying Perspective on Verification of Tree Ensembles
Timo Martens ⋅ Laurens Devos ⋅ Lorenzo Cascioli ⋅ Wannes Meert ⋅ Hendrik Blockeel ⋅ Jesse Davis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Robust AI Evaluation through Maximal Lotteries
Hadi Khalaf ⋅ Flavio Calmon ⋅ Daniel Halpern ⋅ Ariel Procaccia ⋅ Itai Shapira ⋅ Serena Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Latent Guardian: Defending Collaborative Perception via Feature-Level Consistency Verification
Zhuangzhuang Zhang ⋅ MingXin Li ⋅ Libing Wu ⋅ Wei-Bin Lee ⋅ Jianping Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Temper-Then-Tilt: Principled Unlearning for Generative Models through Tempering and Classifier Guidance
Jacob L. Block ⋅ Mehryar Mohri ⋅ Aryan Mokhtari ⋅ Sanjay Shakkottai
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Domain-Aware Privacy Mechanisms for Synthetic Data Generation
Sajani Vithana ⋅ Sangwon Jung ⋅ Haoyang Hu ⋅ Viveck Cadambe ⋅ Flavio Calmon ⋅ Haewon Jeong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Scaling Unsupervised Multi-Source Federated Domain Adaptation through Group-Wise Discrepancy Minimization
Larissa Reichart ⋅ Cem Ata Baykara ⋅ Ali Burak Ünal ⋅ Harlin Lee ⋅ Mete Akgün
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
U$^3$CF: Unbiased, Unconfounding, and Unified Causal Framework for Multi-Target Domain Adaptation
Wenxu Wang ⋅ Yeqiang Liu ⋅ Rui Zhou ⋅ Jing Wang ⋅ Zhenbo Li ⋅ Wenbo Gong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Transfer Becomes Identifiable via a Single Alignment
Sagar Shrestha ⋅ Subash Timilsina ⋅ Hoang-Son Nguyen ⋅ Xiao Fu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Bi-metric Framework for Efficient Nearest Neighbor Search
Haike Xu ⋅ Sandeep Silwal ⋅ Piotr Indyk
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Adaptive Personalized Federated Learning via Multi-task Averaging of Kernel Mean Embeddings
Jean-Baptiste Fermanian ⋅ Batiste Le Bars ⋅ Aurélien Bellet
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Quantifying the noise sensitivity of the Wasserstein metric for images
Erik Lager ⋅ Gilles Mordant ⋅ Amit Moscovich
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Networked Information Aggregation for Binary Classification
MohammadHossein Bateni ⋅ Zahra Hadizadeh ⋅ MohammadTaghi Hajiaghayi ⋅ Mahdi JafariRaviz ⋅ Shayan Taherijam
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Adaptive Object Detection via Dynamic Causal Refinement
Zeyu Ma ⋅ Jiaqi Huang ⋅ Yitong Qin ⋅ Ziqiang Zheng ⋅ Jiwei Wei ⋅ Jie Zou ⋅ Yang Yang ⋅ Heng Tao Shen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Even Faster Kernel Matrix Linear Algebra via Density Estimation
Rikhav Shah ⋅ Sandeep Silwal ⋅ Haike Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Improving Backward Conformal Prediction via Non-Conformity Score Transformation
Junxian Liu ⋅ Hao Zeng ⋅ Hongxin Wei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provable Accuracy Collapse of Embedding-Based Representations under Dimensionality Mismatch
Dionysis Arvanitakis ⋅ Vaggos Chatziafratis ⋅ Yiyuan Luo
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Why Are Linear RNNs More Parallelizable?
William Merrill ⋅ Hongjian Jiang ⋅ Yanhong Li ⋅ Anthony Lin ⋅ Ashish Sabharwal
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Optimal Estimation of Continuous Treatment Effects with Kernel Ridge Regression
Seok-Jin Kim ⋅ Kaizheng Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Content-Style Identification via Differential Independence
Subash Timilsina ⋅ Hoang-Son Nguyen ⋅ Sagar Shrestha ⋅ Xiao Fu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Sign Estimator: Preference Modeling for LLM Alignment under Heterogeneity
Aymane El Gadarri ⋅ Ali Aouad ⋅ Vivek Farias
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain Adaptation with Adaptive $f$-Divergence: Tighter Variational Representation and Generalization Bounds
Zhe Cheng ⋅ Fode Zhang ⋅ Lingrui Wang ⋅ Yifan Zhu ⋅ Jiaolong Wang
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Domain-Shift-Aware Conformal Prediction for Large Language Models
Zhexiao Lin ⋅ Yuanyuan Li ⋅ Neeraj Sarna ⋅ Yuanyuan Gao ⋅ Michael Berger
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Incorporating Importance Weighting in Optimal Transport Based Domain Alignment
Okan Koç ⋅ Alexander Soen ⋅ Shanglin Li ⋅ Masashi Sugiyama
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Full-Batch Gradient Descent Outperforms One-Pass SGD: Sample Complexity Separation in Single-Index Learning
Filip Kovačević ⋅ Hong Chang Ji ⋅ Denny Wu ⋅ Mahdi Soltanolkotabi ⋅ Marco Mondelli
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Implicit Bias of Steepest Descent with Mini-batch Stochastic Gradient
Jichu Li ⋅ Xuan Tang ⋅ Difan Zou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Harmful Overfitting in Sobolev Spaces
Kedar Karhadkar ⋅ Alexander Sietsema ⋅ Deanna Needell ⋅ Guido Montufar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Understanding Generalization from Embedding Dimension and Distributional Convergence
Junjie Yu ⋅ Zhuoli Ouyang ⋅ Haotian Deng ⋅ Chen Wei ⋅ Wenxiao Ma ⋅ Jianyu Zhang ⋅ Zihan Deng ⋅ Quanying Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Characterization of Gaussian Universality Breakdown in High-Dimensional Empirical Risk Minimization
Mohamed Chiheb Yaakoubi ⋅ Cosme Louart ⋅ Malik TIOMOKO ⋅ Zhenyu Liao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Instance-Dependent Continuous-Time Reinforcement Learning via Maximum Likelihood Estimation
Runze Zhao ⋅ Yue Yu ⋅ Ruhan Wang ⋅ Chunfeng Huang ⋅ Dongruo Zhou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The data manifold under the microscope
Marios Koulakis ⋅ Constantin Seibold
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
High-Dimensional Learning Dynamics of Quantized Models with Straight-Through Estimator
Yuma Ichikawa ⋅ Shuhei Kashiwamura ⋅ Ayaka Sakata
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
PCA of Probability Measures: Sparse and Dense Sampling Regimes
Erell Gachon ⋅ Jérémie Bigot ⋅ Elsa Cazelles
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A theory of learning data statistics in diffusion models, from easy to hard
Lorenzo Bardone ⋅ Claudia Merger ⋅ Sebastian Goldt
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
To Grok Grokking: Provable Grokking in Ridge Regression
Mingyue Xu ⋅ Gal Vardi ⋅ Itay Safran
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Solvable High-Dimensional Model Where Nonlinear Autoencoders Learn Structure Invisible to PCA While Test Loss Misaligns With Generalization
Vicente Mendes ⋅ Lorenzo Bardone ⋅ Cédric Koller ⋅ Jorge Medina Moreira ⋅ Vittorio Erba ⋅ Emanuele Troiani ⋅ Lenka Zdeborova
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Sharp Input-Output Analysis of Nonlinear Systems under Adversarial Attacks
Jihun Kim ⋅ Yuchen Fang ⋅ Javad Lavaei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On Contraction of Sequential and Offset Rademacher Complexities
Adam Block ⋅ Alexander Rakhlin ⋅ Mark Sellke
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the existence of consistent adversarial attacks in high-dimensional linear classification
Matteo Vilucchio ⋅ Lenka Zdeborova ⋅ Bruno Loureiro
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sharp description of local minima in the loss landscape of high-dimensional two-layer ReLU neural networks
Jie Huang ⋅ Bruno Loureiro ⋅ Stefano Sarao Mannelli
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Linear-Core Surrogates: Smooth Loss Functions with Linear Rates for Classification and Structured Prediction
Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks
Yuri Kinoshita ⋅ Naoki Nishikawa ⋅ Taro Toyoizumi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Gradient Flow Through Diagram Expansions: Learning Regimes and Explicit Solutions
Dmitry Yarotsky ⋅ Eugene Golikov ⋅ Yaroslav Gusev
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sparse Regression with $\ell_0$ Constraints for $\alpha$-Mixing Time Series: Algorithms and Guarantees
Ruoxin Yuan ⋅ Lijun Ding
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Representation Learning for Equivariant Inference with Guarantees
Daniel Felipe Ordonez Apraez ⋅ Vladimir Kostic ⋅ Alek Fröhlich ⋅ Vivien Brandt ⋅ Karim Lounici ⋅ Massimiliano Pontil
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Linear Regression with Unknown Truncation Beyond Gaussian Features
Alexandros Kouridakis ⋅ Anay Mehrotra ⋅ Alkis Kalavasis ⋅ Constantine Caramanis
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
High-accuracy sampling for diffusion models and log-concave distributions
Fan Chen ⋅ Sinho Chewi ⋅ Constantinos Daskalakis ⋅ Alexander Rakhlin
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Stability beyond bounded differences: sharp generalization bounds under finite $L_p$ moments
Qianqian Lei ⋅ Soham Bonnerjee ⋅ Yuefeng Han ⋅ Wei Biao Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Interplay Between Interpolation and Aggregation in Regression: Optimal Sample Complexity
Mikael Moller Hogsgaard ⋅ Kasper Green Larsen ⋅ Liang-Yu Zou
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Learning Junta Distributions, Quantum Junta States, and QAC$^0$ Circuits
Jinge Bao ⋅ Francisco Escudero Gutiérrez
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Beyond Binary: Continuous State Optimization with Graph-Structured Objectives
Corinna Cortes ⋅ Yishay Mansour ⋅ Mehryar Mohri
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Tight Stability Bounds for Robust Distributed Learning: Byzantine Failures Hurt Generalization More than Data Poisoning
Thomas Boudou ⋅ Batiste Le Bars ⋅ Nirupam Gupta ⋅ Aurélien Bellet
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Breaking the Reversal Curse in Autoregressive Language Models via Identity Bridge
Xutao Ma ⋅ Yixiao Huang ⋅ Hanlin Zhu ⋅ Somayeh Sojoudi
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Positive Distribution Shift as a Framework for Understanding Tractable Learning
Marko Medvedev ⋅ Idan Attias ⋅ Elisabetta Cornacchia ⋅ Theodor Misiakiewicz ⋅ Gal Vardi ⋅ Nati Srebro
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Coverage Improvement and Fast Convergence of On-policy Preference Learning
Juno Kim ⋅ Jihun Yun ⋅ Jason Lee ⋅ Kwang-Sung Jun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning
Minh Hieu Nong ⋅ Antoine Ledent
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Understanding Private Learning From Feature Perspective
Meng Ding ⋅ Mingxi Lei ⋅ Shaopeng Fu ⋅ Shaowei Wang ⋅ Di Wang ⋅ Jinhui Xu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Sharp Inequalities between Total Variation and Hellinger Distances for Gaussian Mixtures
Joonhyuk Jung ⋅ Chao Gao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Realizable Bayes-Consistency for General Metric Losses
Dan Tsir Cohen ⋅ Steve Hanneke ⋅ Aryeh Kontorovich
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Language Generation with Replay: A Learning-Theoretic View of Model Collapse
Giorgio Racca ⋅ Michal Valko ⋅ Amartya Sanyal
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Next-Token Prediction and Regret Minimization
Mehryar Mohri ⋅ Clayton Sanford ⋅ Jon Schneider ⋅ Kiran Vodrahalli ⋅ Yifan Wu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provably Data-driven Multiple Hyper-parameter Tuning with Structured Loss Function
QUOC TUNG LE ⋅ Anh Nguyen ⋅ Viet Anh Nguyen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Task-centric Theory for Iterative Self-Improvement with Easy-to-Hard Curricula
Chenruo Liu ⋅ Yijun Dong ⋅ Yiqiu Shen ⋅ Qi Lei
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Combinatorial Sparse PCA Beyond the Spiked Identity Model
Peiyuan Zhang ⋅ Syamantak Kumar ⋅ Kevin Tian ⋅ Purnamrita Sarkar
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Why Agentic Theorem Prover Works: A Statistical Provability Theory of Mathematical Reasoning Models
Sho Sonoda ⋅ Shunta Akiyama ⋅ Yuya Uezato
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Rational Transductors
Mehryar Mohri
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Off-Policy Evaluation for Missingness-Aware Policies in MDPs with Rewards Missing Not at Random
Ziheng Wei ⋅ Rui Miao ⋅ Annie Qu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Learning Dynamics of RLVR at the Edge of Competence
Yu Huang ⋅ Zixin Wen ⋅ Yuejie Chi ⋅ Yuting Wei ⋅ Aarti Singh ⋅ Yingbin LIANG ⋅ Yuxin Chen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Fine-Grained Understanding of Uniform Convergence for Halfspaces
Aryeh Kontorovich ⋅ Kasper Green Larsen
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Provable Sample Efficiency of Curriculum Post-Training for Transformer Reasoning
Dake Bu ⋅ Wei Huang ⋅ Andi Han ⋅ Atsushi Nitanda ⋅ Hau-San Wong ⋅ Qingfu Zhang ⋅ Taiji Suzuki
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
The Fisher Dimension: Instance-Dependent Complexity for Causal Discovery
Luong Doan ⋅ Khanh Quoc ⋅ Duc Nguyen ⋅ Mai Hung ⋅ Phong Ho ⋅ Nhung Duong ⋅ Tuan Do
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Random Matrix Theory of Masked Self-Supervised Learning
Arie Zurich ⋅ Bruno Loureiro ⋅ Federica Gerace ⋅ Yue Lu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Feature Bagging Provides Stability
Yuheng Ma ⋅ Qiang Sun
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
A Theoretical Framework for Statistical Evaluability of Generative Models
Shashaank Aiyer ⋅ Yishay Mansour ⋅ Shay Moran ⋅ Han Shao
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
Statistical Learning Theory in Lean 4: Empirical Processes from Scratch
Yuanhe Zhang ⋅ Jason Lee ⋅ Fanghui Liu
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
DPO Unchained: Your Training Algorithm is Secretly Disentangled in Human Choice Theory (and Its Loss' Convexity is Dispensable)
Wenxuan Zhou ⋅ Shujian Zhang ⋅ brice magdalou ⋅ John Lambert ⋅ Ehsan Amid ⋅ Richard Nock ⋅ Andrew Hard
[ OpenReview
Poster
Wed Jul 08 05:00 PM -- 06:45 PM (KST) @ Coex: HALL A None
On the Power of Source Screening for Learning Shared Feature Extractors
Muxing Wang ⋅ Connor Mclaughlin ⋅ Lili Su
[ OpenReview