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Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MVR-cache: Optimizing Semantic Caching via Multi-Vector Retrieval and Learned Prompt Segmentation
Ali Noshad ⋅ Zishan Zheng ⋅ Yinjun Wu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mining Useful General Data for Low-Resource Domain Adaptation
Pingjie Wang ⋅ Hongcheng Liu ⋅ Yusheng Liao ⋅ Ziqing Fan ⋅ Yaxin Du ⋅ shuo tang ⋅ Yanfeng Wang ⋅ Yu Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Needles in the Haystack: Addressing Signal Dilution Improves scRNA-seq Perturbation Response Modeling and Evaluation
Gabriel Mejia ⋅ Henry Miller ⋅ Francis Leblanc ⋅ BO WANG ⋅ Brendan Swain ⋅ Lucas Paulo de Lima Camillo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Pianist Transformer: Towards Expressive Piano Performance Rendering via Scalable Self-Supervised Pre-Training
Hong-Jie You ⋅ Jie-Jing Shao ⋅ Xiao-Wen Yang ⋅ Lin-Han Jia ⋅ Lan-Zhe Guo ⋅ Yu-Feng Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stochastic Neural Ray Tracing for Radio Frequency Channel Modeling
Yinyan Bu ⋅ Jiajie Yu ⋅ Xingyu Chen ⋅ Bo Wen ⋅ Xinyu Zhang ⋅ Piya Pal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CAReDiO: Enhancing Cultural Alignment of LLM via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao ⋅ Xiaoyuan Yi ⋅ Jindong Wang ⋅ Zhicheng Dou ⋅ Xing Xie
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
INFER: Learning Implicit Neural Frequency Response Fields for Confined Acoustic Environments
Harshvardhan Takawale ⋅ Nirupam Roy ⋅ C. Phillip Brown
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Extrinsic to Intrinsic: Geodesic-Guided Representation Learning for 3D Geometric Data
Yuming ZHAO ⋅ Junhui Hou ⋅ Qijian Zhang ⋅ Jia Qin ⋅ Ying He
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Randomized Reductions
Ferhat Erata ⋅ Orr Paradise ⋅ Thanos Typaldos ⋅ Timos Antonopoulos ⋅ ThanhVu Nguyen ⋅ Shafi Goldwasser ⋅ Ruzica Piskac
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
StyleDistillation: A New Insight of Image Style Enables Personalized Aesthetic Manipulation
Yuxin Wang ⋅ Xiaoyu Geng ⋅ Yuke Li ⋅ Zheng Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MetaStreet: Semi-Supervised Multimodal Learning for Street-Level Socioeconomic Prediction
Meng Chen ⋅ Junjie Yang ⋅ Zechen Li ⋅ Kai Zhao ⋅ Hongjun Dai ⋅ Weiming Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Geometry-Guided Modeling of Foundation Features Enables Generalizable Object Shape Deformation Learning
YIYAO MA ⋅ Kai Chen ⋅ Zhongxiang Zhou ⋅ Zhuheng Song ⋅ Dongsheng Xie ⋅ Zelong Tan ⋅ Rong Xiong ⋅ DOU QI
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SparseSSM: Efficient Selective Structured State Space Models Can Be Pruned in One-Shot
Kaiwen TUO ⋅ Huan Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FIRE: Multi-fidelity Regression with Distribution-conditioned In-context Learning using Tabular Foundation Models
Rosen Yu ⋅ Nicholas Sung ⋅ Faez Ahmed
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Temporal Preference Optimization for Unsupervised Retrieval
HyunJin Kim ⋅ Jaejun Shim ⋅ Young Jin Kim ⋅ JinYeong Bak
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Efficient Mismatch-Tolerant Coding for Model-Driven Compression
Aviv Adler ⋅ Jennifer Tang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Sparse by Design: Relevance-Driven Scaling for Recommender Systems
Jennifer Cao ⋅ Shen Li ⋅ Fan Yang ⋅ Siyuan Sun ⋅ Lisen Deng ⋅ Jiyuan Zhang ⋅ Yining Liu ⋅ Jiaqi Zhai
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Building Social World Model with Large Language Models
Haofei Yu ⋅ Yining Zhao ⋅ Guanyu Lin ⋅ Jiaxuan You
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NetDiff: Graph Diffusion with Improved Global Capabilities to Generate and Update Mobile Network Topologies
Félix Marcoccia ⋅ Cédric Adjih ⋅ Victor Fagoo ⋅ Paul Mühlethaler ⋅ Thomas Watteyne ⋅ Gilles de Saint Julien
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FusionCell: Cross-Attentive Fusion of Layout Geometry and Netlist Topology for Standard-Cell Performance Prediction
Haoyi Zhang ⋅ Kairong Guo ⋅ Bojie Zhang ⋅ Yibo Lin ⋅ Runsheng Wang
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning the ESG Geometry with Domain Aware Language Models
Kunal Pradeep Pimparkhede ⋅ Chirayu Chaurasia ⋅ Jatin Roy ⋅ Mahesh Mohan Mohanachandran Radhamany
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Group Elicitation via Multi-Turn LLM Interactions
Ruomeng Ding ⋅ Tianwei Gao ⋅ Tom Zollo ⋅ Eitan Bachmat ⋅ Richard Zemel ⋅ Xinyu Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Any2Any: Unified Arbitrary Modality Translation for Remote Sensing
Haoyang Chen ⋅ Jing Zhang ⋅ Hebaixu Wang ⋅ Shiqin Wang ⋅ Pohsun Huang ⋅ Jiayuan Li ⋅ Haonan Guo ⋅ Di Wang ⋅ Zheng Wang ⋅ Bo Du
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
scCBGM: Single-Cell Editing via Concept Bottlenecks
Alma Andersson ⋅ Aya Ismail ⋅ Edward De Brouwer ⋅ Doron Haviv ⋅ Tommaso Biancalani ⋅ Kyunghyun Cho ⋅ Gabriele Scalia ⋅ Aicha BenTaieb ⋅ Hector Corrada Bravo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting
Chen-Hui Song ⋅ Shuoling Liu ⋅ Liyuan Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FedUSD: Unbiased Synthetic Data for Federated Learning
Weiying Xie ⋅ Chenhe Hao ⋅ Haozhi Shi ⋅ Jitao Ma ⋅ Daixun Li ⋅ Jiazhe Li ⋅ Hengyi Wang ⋅ Leyuan Fang ⋅ Yunsong Li
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
M-IDoL: Information Decomposition for Modality-Specific and Diverse Representation Learning in Medical Foundation Model
Yihang Liu ⋅ Ying Wen ⋅ Jiaxiong Yang ⋅ Longzhen Yang ⋅ Lianghua He ⋅ Heng Tao Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NeuroMamba: A Universal Spatiotemporal Module for Robust Perception in Degraded Sensory Streams
Jinfeng Li ⋅ Huijia Song ⋅ HanLiang Zhou ⋅ Xiangyue Hu ⋅ Jiahui Zhang ⋅ XinpengJiang ⋅ Bin Lin ⋅ Fangli Guan ⋅ DONG Dingran ⋅ Liqi Yan ⋅ Pan Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bridging the Perceptual Gap: Residual-Enhanced Downscaling and Manifold-Aware Perception Alignment Adaptation for NR-IQA
Yu Li ⋅ Zhengran Shen ⋅ Yachun Mi ⋅ Puchao Zhou ⋅ Shaohui Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stage-wise Distortion–Perception Traversal in Zero-shot Inverse Problems with Diffusion Models
Jiawei Zhang ⋅ Ziyuan Liu ⋅ Leon Yan ⋅ Zhenyu Xiao ⋅ Yuantao Gu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation
Ye Zhu ⋅ Kaleb Newman ⋅ Johannes Lutzeyer ⋅ Adriana Romero-Soriano ⋅ Michal Drozdzal ⋅ Olga Russakovsky
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Image Flow Matching
Junho Lee ⋅ Kwanseok Kim ⋅ Joonseok Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TPGDiff : Hierarchical Triple-Prior Guided Diffusion for Image Restoration
Yanjie Tu ⋅ Qingsen Yan ⋅ Axi Niu ⋅ Jiacong Tang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FUSE: Frequency-domain Unification and Spectral Energy Alignment for Multi-modal Object Re-Identification
Xuanhao Qi ⋅ Tom Luan ⋅ Yukang Zhang ⋅ Jinkai Zheng ⋅ su zhou ⋅ Shuwei Li ⋅ Lei Tan
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Diagnosing and Correcting Concept Omission in Multimodal Diffusion Transformers
Kanghyun Baek ⋅ Jaihyun Lew ⋅ Chaehun Shin ⋅ Jungbeom Lee ⋅ Sungroh Yoon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DNA: Uncovering Universal Latent Forgery Knowledge
Jingtong Dou ⋅ Chuancheng Shi ⋅ Yemin Wang ⋅ Shiming Guo ⋅ Anqi Yi ⋅ Wenhua Wu ⋅ Li Zhang ⋅ Fei Shen ⋅ Tat-Seng Chua
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
REST: Diffusion-based Real-time End-to-end Streaming Talking Head Generation via ID-Context Caching and Asynchronous Streaming Distillation
Haotian Wang ⋅ Yuzhe Weng ⋅ Jun Du ⋅ Haoran Xu ⋅ Xiaoyan Wu ⋅ Shan He ⋅ Bing Yin ⋅ Cong Liu ⋅ Qingfeng Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Equivariant Latent Alignment via Flow Matching under Group Symmetries
Sunghyun Kim ⋅ Jaehoon Hahm ⋅ Jeongwoo Shin ⋅ Joonseok Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CauseCollab: Causal Unified and Modality-Agnostic Network for Heterogeneous Collaborative Perception
Weize Li ⋅ Yang Li ⋅ Quan Yuan ⋅ Xiaoyuan Fu ⋅ Guiyang Luo ⋅ Jinglin Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Memory-Distilled Selection for Noise-Robust Anomaly Detection
Sirojbek Safarov ⋅ Jaewoo Park ⋅ Yoon Gyo Jung ⋅ Kuan-Chuan Peng ⋅ Wonchul Kim ⋅ Seongdeok Bang ⋅ Octavia Camps
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LIMSSR: LLM-Driven Sequence-to-Score Reasoning under Training-Time Incomplete Multimodal Observations
Huangbiao Xu ⋅ huanqi wu ⋅ Xiao Ke ⋅ Yuxin Peng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Q-DiT4SR: Exploration of Detail-Preserving Diffusion Transformer Quantization for Real-World Image Super-Resolution
Xun Zhang ⋅ Kaicheng Yang ⋅ Hongliang Lu ⋅ Haotong Qin ⋅ Yong Guo ⋅ Yulun Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
T-Edit: Triple-Branch Diffusion Anchoring for Consistent Editing
Linsong Shan ⋅ Laurence Yang ⋅ Zecan Yang ⋅ Shijie Lian ⋅ lv lv ⋅ Qilin Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis
Tianhe Wu ⋅ Ruibin Li ⋅ Lei Zhang ⋅ Kede Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Anomaly-Preference Image Generation
Fuyun Wang ⋅ Yuanzhi Wang ⋅ Xu Guo ⋅ Sujia Huang ⋅ Tong Zhang ⋅ Dan Wang ⋅ Xin Liu ⋅ Hui Yan ⋅ Zhen Cui
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimizing Rank for High-Fidelity Implicit Neural Representations
Julian McGinnis ⋅ Florian A Hölzl ⋅ Suprosanna Shit ⋅ Florentin Bieder ⋅ Paul Friedrich ⋅ Mark Mühlau ⋅ bjoern menze ⋅ Daniel Rueckert ⋅ Benedikt Wiestler
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Boost the Identity-Preserving Embedding for Consistent Visual Generation
Zixun Xia ⋅ Shuyu Guo ⋅ Boqian Li ⋅ jian Yang ⋅ Kai Wang ⋅ Yaxing Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DiffCrossGait: Trajectory-Level Alignment for 2D-3D Cross-Modal Gait Recognition via Latent Diffusion
Zhiyang Lu ⋅ Ming Cheng
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Geometry-Aware Dataset Condensation for Diffusion Model Training
Xiao Cui ⋅ Yulei Qin ⋅ Mo Zhu ⋅ Wengang Zhou ⋅ Hongsheng Li ⋅ Houqiang Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Feature Collapse Under Corruption: An Entropy Perspective on Robust Neural Networks
Vishesh Kumar ⋅ Akshay Agarwal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Beyond Blind Noising: Disentangled Visual Rectification for Hallucination Mitigation in MLLMs
Yujia Chen ⋅ Rui Sun ⋅ Zhaoyang Li ⋅ Wangkai Li ⋅ Huayu Mai ⋅ Bingzhou Wang ⋅ Aibing Li ⋅ Wenzhang SUN
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super Resolution
Hongbo Wang ⋅ Huaibo Huang ⋅ Pin Wang ⋅ Jinhua Hao ⋅ Chao Zhou ⋅ Ran He
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scalable Event Cloud Network for Event-based Classification
Hongwei Ren ⋅ Fei Ma ⋅ Xiaopeng LIN ⋅ Yuetong Fang ⋅ Hongxiang Huang ⋅ Yue Zhou ⋅ Yulong Huang ⋅ Haotian FU ⋅ Ziyi Yang ⋅ Youxin Jiang ⋅ Xiangqian Wu ⋅ Bojun Cheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TextAtlas5M: A Large-Scale Dataset for Long Text Image Generation
Dongxing Mao ⋅ Alex Jinpeng Wang ⋅ weiming Han ⋅ Jiawei Zhang ⋅ Zhuobai Dong ⋅ Linjie Li ⋅ Lin Yiqi ⋅ Zhengyuan Yang ⋅ Libo Qin ⋅ Fuwei Zhang ⋅ Lijuan Wang ⋅ Min Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
WorldCache: Accelerating World Models for Free via Heterogeneous Token Caching
Weilun Feng ⋅ Guoxin Fan ⋅ Haotong Qin ⋅ Chuanguang Yang ⋅ Mingqiang Wu ⋅ Yuqi Li ⋅ Xiangqi Li ⋅ Zhulin An ⋅ Libo Huang ⋅ Dingrui Wang ⋅ Longlong Liao ⋅ Michele Magno ⋅ Yongjun Xu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Revisiting Coding-Based Approaches to Overcome the Curse of Dimensionality in Learning-Based Watermarking
Yupeng Qiu ⋅ Han Fang ⋅ Ee-Chien Chang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SpeedVFI: One-step Diffusion for Efficient Video Frame Interpolation
Ganggui Ding ⋅ Xiaogang Xu ⋅ Hao Chen ⋅ Chunhua Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Beyond Soft Labels: Unifying Dataset Pruning and Distillation for Efficient Large-scale Compression
Lingao Xiao ⋅ Songhua Liu ⋅ Yang He ⋅ Xinchao Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SIPO: Stabilized and Improved Preference Optimization for Aligning Diffusion Models
Xiaomeng Yang ⋅ Mengping Yang ⋅ Junyan Wang ⋅ Zhijian Zhou ⋅ Zhiyu Tan ⋅ Hao Li
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling
Wenqiang Sun ⋅ Haiyu Zhang ⋅ Haoyuan Wang ⋅ Junta Wu ⋅ Zehan Wang ⋅ Zhenwei Wang ⋅ Yunhong Wang ⋅ Jun Zhang ⋅ Tengfei Wang ⋅ Chunchao Guo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FlowNar: Scalable Streaming Narration for Long-Form Videos
Zeyun Zhong ⋅ Manuel Martin ⋅ Chengzhi Wu ⋅ David Schneider ⋅ Frederik DIEDERICHS ⋅ Juergen Gall ⋅ Jürgen Beyerer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Shifting the Breaking Point of Flow Matching for Multi-Instance Editing
Carmine Zaccagnino ⋅ Fabio Quattrini ⋅ Enis Simsar ⋅ Marta Gazulla ⋅ Rita Cucchiara ⋅ Alessio Tonioni ⋅ Silvia Cascianelli
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Boosting Video Diffusion Models via Masked Autoencoders as Tokenizers
Zhan Tong ⋅ Tinne Tuytelaars
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Flash-GRPO: Efficient Alignment for Video Diffusion via One-Step Policy Optimization
Xiaoxuan He ⋅ Siming Fu ⋅ Zeyue Xue ⋅ Weijie Wang ⋅ Ruizhe He ⋅ Yuming Li ⋅ Dacheng Yin ⋅ Shuai Dong ⋅ Haoyang Huang ⋅ Hongfa Wang ⋅ Nan Duan ⋅ Bohan Zhuang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Absorbing Quantization Error by Deformable Noise Scheduler for Diffusion Models
Mingrui Yang ⋅ Wei Huang ⋅ Hao SHENG ⋅ Donglin Yang ⋅ Jichang Yang ⋅ Xin Yu ⋅ Huining Yu ⋅ Yuzhong Jiao ⋅ Zhongrui Wang ⋅ XIAOJUAN QI
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Resolving Blind Inverse Problems under Dynamic Range Compression via Structured Forward Operator Modeling
Muyu Liu ⋅ Xuanyu Tian ⋅ Chenhe Du ⋅ Qing Wu ⋅ Hongjiang Wei ⋅ Yuyao Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
$\sigma$: Sigmoid Modulation for Ultra High Resolution Diffusion
Bingxuan Zhao ⋅ Qing Zhou ⋅ Yu Wang ⋅ Chuang Yang ⋅ Qi Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging
Nhat Thanh Tran ⋅ Fanghui Xue ⋅ shuai zhang ⋅ Jiancheng Lyu ⋅ Yunling Zheng ⋅ YINGYONG QI ⋅ Jack Xin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Inference Time Concept Removal Guidance for Text-to-Image Diffusion Models
Yoonseok Choi ⋅ Chaeyoung Oh ⋅ Hyunjun Choi ⋅ Seokin Seo ⋅ Kee-Eung Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Generalized Trackers with Elastic Token Budgets
Yinchao Ma ⋅ Jianpeng Yang ⋅ Yuyang Tang ⋅ Jie Xiao ⋅ Dengqing Yang ⋅ Tianzhu Zhang
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Revisiting Uncertainty: On Evidential Learning for Partially Relevant Video Retrieval
Jun Li ⋅ Peifeng Lai ⋅ Xuhang Lou ⋅ Jinpeng Wang ⋅ Yuting Wang ⋅ Ke Chen ⋅ Yaowei Wang ⋅ Shutao Xia
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Training-Free Coverless Multi-Image Steganography with Access Control
Minyeol Bae ⋅ Si-Hyeon Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LightAVSeg: Lightweight Audio-Visual Segmentation
Qing Zhong ⋅ Guodong Ding ⋅ Lingqiao Liu ⋅ Zaiwen Feng ⋅ Lin Wu ⋅ Angela Yao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration
Zihao He ⋅ Yunfeng Wu ⋅ Xinchao Wang ⋅ Songhua Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Lottery Prior: Randomized Neural Compression for Zero-Shot Inverse Problems
Haotian Wu ⋅ Di You ⋅ Pier Luigi Dragotti ⋅ Deniz Gunduz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Spectral Heat Flow for Conservative Token Condensation in Vision-Language Models
Zhaoyang Li ⋅ Yanjun Li ⋅ Wangkai Li ⋅ Yujia Chen ⋅ Tianzhu Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Dissecting Post-Training: Uncovering the Complementary Roles of SFT and RL for Document Parsing
Jun-Peng Jiang ⋅ An-Yang Ji ⋅ Shiyin Lu ⋅ Guodong Zheng ⋅ Weihong Zhang ⋅ Qing-Guo Chen ⋅ Weihua Luo ⋅ Kaifu Zhang ⋅ Long Chen ⋅ De-Chuan Zhan ⋅ Han-Jia Ye
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Attacking Gray-Box Large Vision-Language Models with Adaptive SVD-Structured Adversarial Alignment
Daizong Liu ⋅ Xiaowen Cai ⋅ Junhao Dong ⋅ Zhongliang Guo ⋅ Xiaoye Qu ⋅ Runwei Guan ⋅ Xiang Fang ⋅ Dengpan Ye
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RTPrune: Reading-Twice Inspired Token Pruning for Efficient DeepSeek-OCR Inference
Ben Wan ⋅ Yan Feng ⋅ Zihan Tang ⋅ Weizhe Huang ⋅ Yuting Zeng ⋅ Jia Wang ⋅ Tongxuan Liu
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MoVie: Multimodal Video Compression with Text Guidance
Jiaqi Hu ⋅ Haoji Hu ⋅ Heming Sun ⋅ Lianrui Mu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FreeRet: MLLMs as Training-Free Retrievers
Yuhan Zhu ⋅ Xiangyu Zeng ⋅ Chenting Wang ⋅ Xinhao Li ⋅ Chunxu Liu ⋅ Yicheng Xu ⋅ Ziang Yan ⋅ Yi Wang ⋅ Limin Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ImpQuant: Fine-Grained Importance-Aware Quantization for Large Vision-Language Models
Jundong Zhou ⋅ Tianao Cai ⋅ Yujie Huang ⋅ Xinbing Wang ⋅ Guang-Zhong Yang ⋅ Nanyang Ye
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Offline Preference Optimization for Rectified Flow with Noise-Tracked Pairs
Yunhong Lu ⋅ Qichao Wang ⋅ Hengyuan Cao ⋅ Xiaoyin Xu ⋅ Min Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
E²I-VRWKV: Explicit EPI-Representation and Interaction-Aware Vision-RWKV for Light Field Semantic Segmentation
Wei Zhang ⋅ Chen Jia ⋅ Xu Cheng ⋅ Fan Shi ⋅ Hui Liu ⋅ Shengyong Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
HieraScaffold: Learning Compact Hierarchical Representations for Scalable 4D LiDAR Generation
Zijie Wu ⋅ Na Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Radial Scaling Voxelization for Accurate Small Object 3D Detection
Hao Liu ⋅ Yi Zhou ⋅ Yanni Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Vision encoders should be image size agnostic and task driven
Nedyalko Prisadnikov ⋅ Danda Pani Paudel ⋅ Yuqian Fu ⋅ Luc Van Gool
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
StableVLA: Towards Robust Vision-Language-Action Models without Extra Data
Yiyang Fu ⋅ Chubin Zhang ⋅ Shukai Gong ⋅ Yufan Deng ⋅ Kaiwei Sun ⋅ Qiyang Min ⋅ Qibin Hou ⋅ Yansong Tang ⋅ Jianan Wang ⋅ Zhou Daquan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Semi-LAR: Semi-supervised Contrastive Learning with Linear Attention for Removal of Nighttime Flares
Xiyu Zhu ⋅ Wei Wang ⋅ Kui Jiang ⋅ Zhengguo Li
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MotionMAR: Multi-scale Auto-Regressive Human Motion Reconstruction from Sparse Observations
Yuhua Luo ⋅ Junsheng Zhang ⋅ Mengyin Liu ⋅ Xincheng Lin ⋅ Ming Yan ⋅ Zhudi Chen ⋅ Chenglu Wen ⋅ Lan Xu ⋅ Siqi Shen ⋅ Cheng Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Can We Build a Monolithic Model for Fake Image Detection? SICA: Semantic-Induced Constrained Adaptation for Unified-Yet-Discriminative Artifact Feature Space Reconstruction
Bo Du ⋅ Xiaochen Ma ⋅ Xuekang Zhu ⋅ Zhe Yang ⋅ Chaoqun Niu ⋅ Jian liu ⋅ Ji-Zhe Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AdaEraser: Training-Free Object Removal via Adaptive Attention Suppression
Dingming Liu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SF-Mamba: Rethinking State Space Model for Vision
Masakazu Yoshimura ⋅ Teruaki Hayashi ⋅ Yuki Hoshino ⋅ Wei-Yao Wang ⋅ Takeshi Ohashi
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Beyond Static Allocation: Dynamic Sensitivity-Aware Fine-Tuning for Vision Transformers
Yuanyang Cao ⋅ Xichun Liu ⋅ Fuwei Zhang ⋅ Shangqi Deng ⋅ Ziyang Ren ⋅ Jianji Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Partial Ring Scan: Revisiting Scan Order in Vision State Space Models
Yi-Kuan Hsieh ⋅ Jun-Wei Hsieh ⋅ Xin Li ⋅ Ming-Ching Chang ⋅ Yu-Chee Tseng ⋅ Kuan-Chuan Peng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Native Active Perception as Reasoning for Omni-Modal Understanding
Zhenghao Xing ⋅ Ruiyang Xu ⋅ Yuxuan Wang ⋅ Jinzheng He ⋅ Ziyang Ma ⋅ Qize Yang ⋅ Yunfei Chu ⋅ Jin Xu ⋅ Junyang Lin ⋅ Chi Wing Fu ⋅ Pheng Ann Heng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Continuous Viewpoint Adaptation for Single View 3D Object Reconstruction
Seunghyun Hwang ⋅ Qiang Qiu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Future Dynamic 3D Reconstruction: A 3D World Model with Disentangled Ego-Motion
Nils Morbitzer ⋅ Jonathan Evers ⋅ Artem Savkin ⋅ Thomas Stauner ⋅ Nassir Navab ⋅ Federico Tombari ⋅ Stefano Gasperini
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Rays as Pixels: Learning A Joint Distribution of Video and Camera Trajectories
Wonbong Jang ⋅ Shikun Liu ⋅ Soubhik Sanyal ⋅ Juan Perez ⋅ Kam Woh Ng ⋅ Sanskar Agrawal ⋅ Juan-Manuel Perez-Rua ⋅ Yiannis Douratsos ⋅ Tao Xiang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CodeMamba: Shifting from Target Semantics to Self-Supervised Background Manifold Learning for Singularity Detection in Infrared Sequences
Jingwen Ma ⋅ Xinpeng Zhang ⋅ Fan Shi ⋅ Xu Cheng ⋅ Shengyong Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
EPiC: Efficient Video Camera Control Learning with Precise Anchor-Video Guidance
Zun Wang ⋅ Jaemin Cho ⋅ Jialu Li ⋅ Han Lin ⋅ Jaehong Yoon ⋅ Yue Zhang ⋅ Mohit Bansal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Weakly Supervised Cross-Modal Learning for 4D Radar Scene Flow Estimation
Jingyun Fu ⋅ Zhiyu Xiang ⋅ Na Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture
Shuo Cao ⋅ Jiayang Li ⋅ Xiaohui Li ⋅ Yuandong Pu ⋅ Kaiwen Zhu ⋅ Yuanting Gao ⋅ Siqi Luo ⋅ Yi Xin ⋅ Qi Qin ⋅ Yu Zhou ⋅ Xiangyu Chen ⋅ Wenlong Zhang ⋅ Bin Fu ⋅ Yu Qiao ⋅ Yihao Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GO-PRE:Goal-Oriented Next-Best-View Selection via Predictive Rendering Entropy for Active 3D Reconstruction
Yan Song ⋅ Zhihao Li ⋅ Chenglong Li ⋅ Li He ⋅ Yan Wang ⋅ Wenqiang Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RA-Det: Towards Universal Detection of AI-Generated Images via Robustness Asymmetry
Xinchang Wang ⋅ Yunhao Chen ⋅ Yuechen Zhang ⋅ Congcong Bian ⋅ Zihao Guo ⋅ Xingjun Ma ⋅ Hui Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UGround: Towards Unified Visual Grounding with Unrolled Transformers
Rui Qian ⋅ Xin Yin ⋅ Chuanhang Deng ⋅ Zhiyuan Peng ⋅ Jian Xiong ⋅ Wei Zhai ⋅ Dejing Dou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DroneDINO: Towards Heterogeneous Routed Mixture of Experts for Drone-based Unified Object Detection
Rui Chen ⋅ Dongdong Li ⋅ Yan Fan ⋅ Yan Liu ⋅ Yangliu Kuai ⋅ Pengfei Zhu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
VSCD: Video-based Scene Change Detection in Unaligned Scenes
Jiae Yoon ⋅ Ue-Hwan Kim
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DynaTok: Token-Based 4D Reconstruction from Partial Point Clouds
Weirong Chen ⋅ Keisuke Tateno ⋅ Hidenobu Matsuki ⋅ Michael Niemeyer ⋅ Daniel Cremers ⋅ Federico Tombari
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Knowing the Unknown: Interpretable Open-World Object Detection via Concept Decomposition Model
Xueqiang Lv ⋅ Shizhou Zhang ⋅ Yinghui Xing ⋅ di xu ⋅ Peng Wang ⋅ Yanning Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Difference-Aware Decision Learning for Multimodal Image Fusion
Hao Pan ⋅ Jian Dai ⋅ Yuan Sun ⋅ Zhenwen Ren ⋅ Xingfeng Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GenShield: Unified Detection and Artifact Correction for AI-Generated Images
Zhipei Xu ⋅ Xuanyu Zhang ⋅ Youmin Xu ⋅ Qing Huang ⋅ Shen Chen ⋅ Taiping Yao ⋅ Shouhong Ding ⋅ Jian Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DecomPose: Disentangling Cross-Category Optimization Contention for Category-Level 6D Object Pose Estimation
Yifan Gao ⋅ Lu Zou ⋅ Zhangjin Huang ⋅ Guoping Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent Behavior
Qinhong Zhou ⋅ Chuang Gan ⋅ Anoop Cherian
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Enhancing Multi-Modal LLMs Reasoning via Difficulty-Aware Group Normalization
Jinghan Li ⋅ Junfeng Fang ⋅ Jinda Lu ⋅ Yuan Wang ⋅ Xiaoyan Guo ⋅ Tianyu Zhang ⋅ Xiang Wang ⋅ Xiangnan He
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Show, Don't Tell: Morphing Latent Reasoning into Image Generation
Harold Haodong Chen ⋅ Xinxiang Yin ⋅ Wenjie Shu ⋅ Hongfei (Faye) Zhang ⋅ Zixin Zhang ⋅ Chenfei Liao ⋅ Litao Guo ⋅ Qifeng Chen ⋅ YINGCONG CHEN
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Creat3r: Confidence Reaggregation for Exploration-aware Active 3D Reconstruction
Chih Jung Tsai ⋅ Hwann-Tzong Chen ⋅ Tyng-Luh Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RELO: Reinforcement Learning to Localize for Visual Object Tracking
Xin Chen ⋅ Chuanyu Sun ⋅ Jiao Xu ⋅ Houwen Peng ⋅ Dong Wang ⋅ Huchuan Lu ⋅ Kede Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Gaussian Mixture-distributed Prototypes for 3D Scene Graph Generation from RGB-D Sequences
Rongxing Ding ⋅ Hongyu Qu ⋅ Xinguang Xiang ⋅ Pengpeng Li ⋅ Xiangbo Shu
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RealisMotion: Decomposed Human Motion Control and Video Generation in the World Space
Jingyun Liang ⋅ Jingkai Zhou ⋅ Shikai Li ⋅ chenjie cao ⋅ Lei Sun ⋅ Yichen Qian ⋅ Weihua Chen ⋅ Fan Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
EARL: Towards a Unified Analysis-Guided Reinforcement Learning Framework for Egocentric Interaction Reasoning and Pixel Grounding
Yuejiao Su ⋅ Xinshen ZHANG ⋅ Zhen Ye ⋅ Lei Yao ⋅ Lap-Pui Chau ⋅ Yi Wang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Open-o3-Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence
Jiahao Meng ⋅ Xiangtai Li ⋅ Haochen Wang ⋅ Tan Yue ⋅ Tao Zhang ⋅ Lingdong Kong ⋅ Yunhai Tong ⋅ Anran Wang ⋅ Zhiyang Teng ⋅ Yujing Wang ⋅ Zhuochen Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GameVerse: Can Vision-Language Models Learn from Video-based Reflection?
Kuan Zhang ⋅ Dongchen Liu ⋅ Qiyue Zhao ⋅ Jinkun Hou ⋅ Xinran Zhang ⋅ Qinlei Xie ⋅ Miao Liu ⋅ Yiming Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding
Jiahao Li ⋅ Qingwang Zhang ⋅ Qiuyu Chen ⋅ Guozhan Qiu ⋅ Yunzhong Lou ⋅ Xiangdong Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CoCoEdit: Content-Consistent Image Editing via Region Regularized Reinforcement Learning
Yuhui WU ⋅ Chenxi Xie ⋅ Ruibin Li ⋅ Liyi Chen ⋅ Qiaosi Yi ⋅ Lei Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
3D-RFT: Reinforcement Fine-Tuning for Video-based 3D Scene Understanding
Xiongkun Linghu ⋅ Jiangyong Huang ⋅ Baoxiong Jia ⋅ Siyuan Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Escaping the Diversity Trap in Robotic Manipulation via Anchor-Centric Adaptation
Yanzhe Chen ⋅ Kevin Yuchen ⋅ Qi Lv ⋅ Lin Yiqi ⋅ Zechen Bai ⋅ Chen GAO ⋅ Mike Zheng Shou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models
Wei Deng ⋅ Xianlin Zhang ⋅ Mengshi Qi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
HOI-PAGE: Zero-Shot Human-Object Interaction Generation with Part Affordance Guidance
Lei Li ⋅ Angela Dai
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SPADA: A Verifiable Test-Driven Agent for Controllable Parametric CAD Assembly Generation
Keyou Zheng ⋅ Xuyang Su ⋅ Jiewu Leng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
Hsin-Ying Lee ⋅ Hanwen Jiang ⋅ Yiqun Mei ⋅ Jing Shi ⋅ Ming-Hsuan Yang ⋅ Zhixin Shu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Pair2Scene: Learning Local Object Relations for Procedural Scene Generation
Xingjian Ran ⋅ Shujie Zhang ⋅ Weipeng Zhong ⋅ Luo Li ⋅ Bo Dai
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SpatialReward: Bridging the Perception Gap in Online RL for Image Editing via Explicit Spatial Reasoning
Yancheng Long ⋅ Yankai Yang ⋅ Hongyang Wei ⋅ Wei Chen ⋅ Tianke Zhang ⋅ Haonan fan ⋅ Changyi Liu ⋅ Kaiyu Jiang ⋅ Jiankang Chen ⋅ Kaiyu Tang ⋅ Bin Wen ⋅ Fan Yang ⋅ Tingting Gao ⋅ Han Li ⋅ Shuo Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bad Seeing or Bad Thinking? Rewarding Perception for Multimodal Reasoning
WANG ⋅ Qixin Xu ⋅ Changpeng Wang ⋅ Taofeng Xue ⋅ Chong Peng ⋅ Wenhu Chen ⋅ Fangzhen Lin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SC$^{2}$-WM: A Self-Correcting World Model with Closed-Loop Feedback for Vision-and-Language Navigation in Continuous Environments
Xuan Yao ⋅ Yuze Zhu ⋅ JUNYU GAO ⋅ Zongmeng Wang ⋅ Changsheng Xu
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GeoLoom: High-quality Geometric Diagram Generation from Textual Input
Xiaojing Wei ⋅ Ting Zhang ⋅ Wei He ⋅ Jingdong Wang ⋅ Hua Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Seg-ReSearch: Segmentation with Interleaved Reasoning and External Search
Tianming Liang ⋅ Qirui Du ⋅ Jian-Fang Hu ⋅ Haichao Jiang ⋅ Zicheng Lin ⋅ Wei-Shi Zheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SG2Loc: Sequential Visual Localization on 3D Scene Graphs
Nicole Damblon ⋅ Olga Vysotska ⋅ Federico Tombari ⋅ Marc Pollefeys ⋅ Daniel Barath
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
OBJVanish: Prompt-Driven Generation of Physically Realizable 3D LiDAR-Invisible Objects
Bing Li ⋅ Wuqi Wang ⋅ Yanan Zhang ⋅ Jingzheng Li ⋅ Haigen Min ⋅ Wei Feng ⋅ Xingyu Zhao ⋅ Jie Zhang ⋅ Qing Guo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reasoning-VLA: An Efficient and Spatial-Guided General Vision-Language-Action Reasoning Model for Autonomous Driving
Dapeng Zhang ⋅ Zhenlong Yuan ⋅ Zhangquan Chen ⋅ Chih-Ting Liao ⋅ Yinda Chen ⋅ Fei Shen ⋅ Qingguo Zhou ⋅ Tat-Seng Chua
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Direct 3D-Aware Object Insertion via Decomposed Visual Proxies
Jingbo Gong ⋅ Yikai Wang ⋅ Yushi Lan ⋅ Yuhao Wan ⋅ Ziheng Ouyang ⋅ Rui Zhao ⋅ Ming-Ming Cheng ⋅ Qibin Hou ⋅ Chen Change Loy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Identifying Connectivity Distributions from Neural Dynamics Using Flows
Timothy Kim ⋅ Ulises Obilinovic ⋅ Yiliu Wang ⋅ Eric SheaBrown ⋅ Uygar Sümbül
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Uncovering Latent Communication Patterns in Brain Networks via Adaptive Flow Routing
Tianhao Huang ⋅ Guanghui Min ⋅ zhenyu lei ⋅ Aiying Zhang ⋅ Chen Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Alignment between Brains and AI: Evidence for Convergent Evolution across Modalities, Scales and Training Trajectories
Guobin Shen ⋅ Dongcheng Zhao ⋅ Yiting Dong ⋅ Qian Zhang ⋅ Yi Zeng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Positional Encoding for Spiking Transformers
Zijian Zhou ⋅ Yu Liang ⋅ Honglin Cao ⋅ Ammar Belatreche ⋅ Jieyuan Zhang ⋅ Wenjie Wei ⋅ Shuai Wang ⋅ Malu Zhang ⋅ Yang Yang ⋅ Haizhou Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
High-Fidelity ANN-to-SNN Conversion via Closed-Loop CKA Distillation
Bozhou Li ⋅ Chubo Liu ⋅ Yan Ding ⋅ Yufeng Zhang ⋅ Zhuo Tang ⋅ Kenli Li
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NeuroCLUS: A Foundation Model with Functional Clustering for Intracranial Neural Decoding
Hui Zheng ⋅ Haiteng Wang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Infinite Width and Depth Limits of Predictive Coding Networks
Francesco Innocenti ⋅ El Mehdi Achour ⋅ Rafal Bogacz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scaling Vision Transformers for Functional MRI with Flat Maps
Connor Lane ⋅ Ratna Grandhi ⋅ Leema Krishna Murali ⋅ Mihir Tripathy ⋅ Shamus Zi Yang Sim ⋅ Will Beddow ⋅ Gianfranco Cortes ⋅ Suin Cho ⋅ Debojyoti Das ⋅ Sam Gijsen ⋅ Manish Ram ⋅ Utkarsh Singh ⋅ Cesar Kadir Torrico Villanueva ⋅ YUXIANG WEI ⋅ Daniel Kaplan ⋅ Benjamin Warner ⋅ Tanishq Abraham ⋅ Paul Scotti
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Real-World Unsupervised Models Generalize to Predict Brain Responses to Out-of-Distribution Stimuli
Chenggang Chen ⋅ Zhiyu Yang ⋅ Xiaoqin Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multimodal Scaling Laws for Task & Data-Optimized Models of Visual Cortex
Abdülkadir Gökce ⋅ Yingtian Tang ⋅ Martin Schrimpf
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Abstraction Induces the Brain Alignment of Language and Speech Models
Emily Cheng ⋅ Aditya Vaidya ⋅ Richard Antonello
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Frequency Matching in Spiking Neural Networks for mmWave Sensing
Zhenyu Liao ⋅ Di Yu ⋅ Changze Lv ⋅ Wentao Tong ⋅ Linshan Jiang ⋅ Sijie Ji ⋅ Xin Du ⋅ Hailiang Zhao ⋅ Xiaoqing Zheng ⋅ Shuiguang Deng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Global Credit Assignment via Dynamical Criticality
Wentao Wang ⋅ Keren Gao ⋅ Guozhang Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis
Jaeyoon Sim ⋅ Soojin Hwang ⋅ Seunghun Baek ⋅ Guorong Wu ⋅ Won Hwa Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Image-to-Brain Signal Generation for Visual Prosthesis with CLIP Guided Multimodal Diffusion Models
Ganxi Xu ⋅ Zhao-Rong Lai ⋅ Yuting Tang ⋅ Yonghao Song ⋅ Guoxu Zhou ⋅ Boyu Wang ⋅ Jian Zhu ⋅ Jinyi Long
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SI-IGCL: Subject Invariance-aware Inverse Graph Contrastive Learning for Psychiatric Disorder Identification
Jiayu Lu ⋅ Yujin Wang ⋅ Xiaofeng Liu ⋅ Dandan Li ⋅ Bin Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning-Guided Integration Contours Construction for Fast Large-Scale Generalized Eigensolvers
Yeqiu Chen ⋅ Ziyan Liu ⋅ Hong Wang ⋅ Lei Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Omni-fMRI: A Universal Atlas-Free fMRI Foundation Model
Mo Wang ⋅ Wenhao Ye ⋅ Junfeng Xia ⋅ Junxiang Zhang ⋅ Xuanye Pan ⋅ Minghao Xu ⋅ Haotian Deng ⋅ Hongkai Wen ⋅ Quanying Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NeurIPS: Neuro-anatomical Inductive Priors for Sphere-based Brain Decoding
Sijin Yu ⋅ Zijiao Chen ⋅ Zhenyu Yang ⋅ Zihao Tan ⋅ Jiakun Xu ⋅ Zhongliang Liu ⋅ shengxian chen ⋅ WENXUAN WU ⋅ Xiangmin Xu ⋅ Xin Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Dynamic Compression Flows for Neuroscience Data
Ganchao Wei ⋅ Daniela de Albuquerque ⋅ Miles Martinez ⋅ Shiyang Pan ⋅ John Pearson
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Self-Supervised Foundation Model for Calcium-imaging Population Dynamics
Xinhong Xu ⋅ Yimeng Zhang ⋅ Qichen Qian ⋅ Yuanlong Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Linguistic Properties and Model Scale in Brain Encoding: From Small to Compressed Language Models
Subba Reddy Oota ⋅ Satya Sai Srinath Namburi GNVV ⋅ Vijay Rowtula ⋅ Khushbu Pahwa ⋅ Anant Khandelwal ⋅ Manish Gupta ⋅ Tanmoy Chakraborty ⋅ Raju Bapi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AutoMoT: A Unified Vision-Language-Action Model with Asynchronous Mixture -of-Transformers for End-to-End Autonomous Driving
Wenhui (Oscar) Huang ⋅ Songyan Zhang ⋅ Qihang Huang ⋅ Zhidong Wang ⋅ zhiqi mao ⋅ Collister Chua ⋅ Chen Zhan ⋅ Long Chen ⋅ Chen Lv
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Permutation Distributions via Reflected Diffusion on Ranks
Sizhuang He ⋅ Yangtian Zhang ⋅ Shiyang Zhang ⋅ David van Dijk
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
One-step Optimal Transport via Regularized Distribution Matching Distillation
Denis Rakitin ⋅ Ivan Shchekotov ⋅ Viacheslav Meshchaninov ⋅ Dmitry Vetrov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ASIR: Steganography for Diffusion Models via Antipodal Sampling and Iterative Recovery
Yaofei Wang ⋅ Yufeng Zheng ⋅ Han Fang ⋅ Wenzhao Cao ⋅ Donghui Hu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Budget-Constrained Step-Leve Diffusion Caching
Mingkun Lei ⋅ Tong Zhao ⋅ Liangyu Yuan ⋅ Chi Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Lookahead Unmasking Elicits Reliable Decoding in Diffusion Language Models
Sanghyun Lee ⋅ Seungryong Kim ⋅ Jongho Park ⋅ Dongmin Park
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stop Training for the Worst: Progressive Unmasking Accelerates Masked Diffusion Training
Jaeyeon Kim ⋅ Jonathan Geuter ⋅ David Alvarez-Melis ⋅ Sham Kakade ⋅ Sitan Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Timestep Rescheduling in Diffusion Inversion
Shangquan Sun ⋅ Ting Gong ⋅ Liu ⋅ Jiamin Wu ⋅ Runkai Zhao ⋅ Mianxin Liu ⋅ Wenqi Ren ⋅ Xiaochun Cao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
High-accuracy and dimension-free sampling with diffusions
Khashayar Gatmiry ⋅ Sitan Chen ⋅ Adil Salim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Error Propagation Mechanisms and Compensation Strategies for Quantized Diffusion Models
Songwei Liu ⋅ Chao Zeng ⋅ Chenqian Yan ⋅ Xurui Peng ⋅ WANG ⋅ Fangmin Chen ⋅ Xing Mei
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GEPC: Group-Equivariant Posterior Consistency for Out-of-Distribution Detection in Diffusion Models
Rouzoumka Yadang Alexis ⋅ Jean Pinsolle ⋅ Eugénie TERREAUX ⋅ christele morisseau ⋅ Jean-Philippe Ovarlez ⋅ Chengfang Ren
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimality of FSQ tokens for continuous diffusion for categorical data with application to text-to-speech
Vadim Popov ⋅ Wenju Gu ⋅ Tasnima Sadekova ⋅ Georgii Aparin ⋅ Assel Yermekova
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UnMaskFork: Test-Time Scaling for Masked Diffusion via Deterministic Action Branching
Kou Misaki ⋅ Takuya Akiba
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Temporal Score Rescaling for Temperature Sampling in Diffusion and Flow Models
Yanbo Xu ⋅ Yu Wu ⋅ Sungjae Park ⋅ Zhizhuo Zhou ⋅ Shubham Tulsiani
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Trajectory Stitching for Solving Inverse Problems with Flow-Based Models
Alexander Denker ⋅ Moshe Eliasof ⋅ Zeljko Kereta ⋅ Carola-Bibiane Schönlieb
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fast and Scalable Analytical Diffusion
Xinyi Shang ⋅ Peng Sun ⋅ Jingyu Lin ⋅ Zhiqiang Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Weak Diffusion Priors Can Still Achieve Strong Inverse-Problem Performance
Jing Jia ⋅ Wei Yuan ⋅ Sifan Liu ⋅ Liyue Shen ⋅ Guanyang Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Accumulation of Score Estimation Error in Diffusion Models
Baoxiang He ⋅ Valentio Iverson ⋅ Shuai Li ⋅ Cheng Chen ⋅ Bo Jiang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Q-Sched: Pushing the Boundaries of Few-Step Diffusion Models with Quantization-Aware Scheduling
Natalia Frumkin ⋅ Diana Marculescu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Infinite-dimensional generative diffusions via Doob's h-transform
Thorben Pieper-Sethmacher ⋅ Daniel Paulin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Rényi Diffusion Models
Yirong Shen ⋅ Lu GAN ⋅ Cong Ling
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Unifying Masked Diffusion Models with Various Generation Orders and Beyond
Chunsan Hong ⋅ Sanghyun Lee ⋅ Jong Chul YE
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FaPS: A General and Fast Training Method for Diffusion Models
Xianglu Wang ⋅ Bangxian Han ⋅ Hu Ding
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
You Don’t Need All That Attention: Surgical Memorization Mitigation in Text-to-Image Diffusion Models
Kairan Zhao ⋅ Eleni Triantafillou ⋅ Peter Triantafillou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Generalized Discrete Diffusion with Self-Correction
Linxuan Wang ⋅ Ziyi Wang ⋅ Yikun Bai ⋅ Wei Deng ⋅ Guang Lin ⋅ Qifan Song
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Divide-and-Denoise: A Game-Theoretic Method for Fairly Composing Diffusion Models
Abhi Gupta ⋅ Polina Barabanshchikova ⋅ Vikas Garg ⋅ Samuel Kaski ⋅ Tommi Jaakkola
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Skipping the Zeros in Diffusion Models for Sparse Data Generation
Phil Sidney Ostheimer ⋅ Mayank Kumar Nagda ⋅ Andriy Balinskyy ⋅ Gabriel Rodrigues ⋅ Jean Radig ⋅ Carl Herrmann ⋅ Stephan Mandt ⋅ Marius Kloft ⋅ Sophie Fellenz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Dependency-Aware Parallel Decoding via Attention for Diffusion LLMs
Bumjun Kim ⋅ Dongjae Jeon ⋅ Moongyu Jeon ⋅ Albert No
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Efficient Diffusion Models via Time Step Optimization with Consistent Training and Inference Constraints
Zihao Cheng ⋅ Binrui Wu ⋅ Yuesen Liao ⋅ Weizhong Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SSR-Merge: Subspace Signal Routing for Training-Free LoRA Merging in Diffusion Models
Zhengxuan Wei ⋅ Yi Dong ⋅ Zonghui Li ⋅ Xianhui Lin ⋅ Xing Liu ⋅ Hong Gu ⋅ Shaofeng Zhang ⋅ Wenbin Li ⋅ Qi Fan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture
Shuchen Xue ⋅ Tianyu Xie ⋅ Tianyang Hu ⋅ Zijin Feng ⋅ Jiacheng Sun ⋅ Kenji Kawaguchi ⋅ Zhenguo Li ⋅ Zhi-Ming Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Localizing Memorized Regions in Diffusion Models via Coordinate-Wise Curvature Differences
Gwangho Kim ⋅ Sungyoon Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Alignment-Guided Score Matching for Text-to-Image Alignment in Diffusion Models
Jaa-Yeon Lee ⋅ Yeobin Hong ⋅ Taesung Kwon ⋅ Jong Chul YE
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ContrastiveCFG: Guiding Diffusion Sampling by Contrasting Positive and Negative Concepts
Jinho Chang ⋅ Changsun Lee ⋅ Hyungjin Chung ⋅ Jong Chul YE
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Test-Time Anchoring for Discrete Diffusion Posterior Sampling
Litu Rout ⋅ Andreas Lugmayr ⋅ Yasamin Jafarian ⋅ Srivatsan Varadharajan ⋅ Constantine Caramanis ⋅ Sanjay Shakkottai ⋅ Ira Kemelmacher-Shlizerman
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Diffusion Models Preferentially Memorize Prototypical Examples or: Why Does My Diffusion Model Love Slop?
Marta Aparicio Rodriguez ⋅ Anastasia Borovykh ⋅ Grigorios A Pavliotis ⋅ Daniel Korchinski
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improving Sampling for Masked Diffusion Models via Information Gain
Kaisen Yang ⋅ Jayden Teoh ⋅ Kaicheng Yang ⋅ Yitong Zhang ⋅ Alex Lamb
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Prompt Reinjection: Alleviating Prompt Forgetting in Multimodal Diffusion Transformers
Yuxuan Yao ⋅ Yuxuan Chen ⋅ Hui Li ⋅ Kaihui Cheng ⋅ Qipeng Guo ⋅ Yuwei Sun ⋅ Zilong Dong ⋅ Jingdong Wang ⋅ Siyu Zhu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Designing noise schedules for diffusion models with spectral analysis
Carlos Esteves ⋅ Ameesh Makadia
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Where Concept Erasure Should Occur: Concept–Layer Alignment in Text-to-Video Diffusion Models
Yiwei Xie ⋅ Ping Liu ⋅ Zheng Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Can Simple Denoising Improve Uniform State Diffusion Models?
Huaisheng Zhu ⋅ Zhengyu Chen ⋅ Shijie Zhou ⋅ Zhihui Xie ⋅ Yige Yuan ⋅ Shiqi Chen ⋅ Zhimeng Guo ⋅ Siyuan Xu ⋅ Hangfan Zhang ⋅ Teng Xiao ⋅ Vasant Honavar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments
Siwei Wu ⋅ Yizhi Li ⋅ Yuyang Song ⋅ Wei Zhang ⋅ Yang Wang ⋅ Riza Batista-Navarro ⋅ Xian Yang ⋅ Mingjie Tang ⋅ Bryan Dai ⋅ Jian Yang ⋅ Chenghua Lin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification
Kanghoon Yoon ⋅ Minsub Kim ⋅ Sungjae Lee ⋅ Joonhyung Lee ⋅ Sunghyeon Woo ⋅ Yeonjun In ⋅ Se Jung Kwon ⋅ Chanyoung Park ⋅ Dongsoo Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Entropy-informed Decoding: Adaptive Information-Driven Branching
Benjamin Patrick Evans ⋅ Sumitra Ganesh ⋅ Leo Ardon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Proxy Compression for Language Modeling
Lin Zheng ⋅ Li Xinyu ⋅ Qian Liu ⋅ Xiachong Feng ⋅ Lingpeng Kong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
EAKV: An Entropy-Driven Adaptive KV Compression Framework for Long Video Understanding
Hengrui Hu ⋅ Jingyu Li ⋅ Juntao Liang ⋅ Guanyu Chen ⋅ Lan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position Is All You Need: A Free Lunch Token Compression Strategy for MLLM-based Referring Expression Segmentation
Yuhan Liu ⋅ Yixiong Zou ⋅ Yuhua Li ⋅ Ruixuan Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Discrete Tilt Matching
Shiyi Wang ⋅ Yuyuan Chen ⋅ Peter Potaptchik ⋅ Jaeyeon Kim ⋅ Michael Albergo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SEM-CTRL: Semantically Controlled Decoding
Mohammad Albinhassan ⋅ Pranava Madhyastha ⋅ Alessandra Russo
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Alignment-Aware Decoding
Frédéric Berdoz ⋅ Luca Lanzendörfer ⋅ René Caky ⋅ Roger Wattenhofer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Simultaneous Speech-to-Speech Translation Without Aligned Data
Tom Labiausse ⋅ Romain Fabre ⋅ Yannick Estève ⋅ Alexandre Défossez ⋅ Neil Zeghidour
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CoDA-Bench: Can Code Agents Handle Data-Intensive Tasks?
Yuxin Zhang ⋅ Ju Fan ⋅ Meihao Fan ⋅ Shaolei Zhang ⋅ Xiaoyong Du
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning
Bowen LIU ⋅ Zhi Wu ⋅ RunquanXie ⋅ Zhanhui Kang ⋅ Jia Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Incremental BPE Tokenization
Shenghu Jiang ⋅ Ruihao Gong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AdaHC: Accelerating Multi-Token Prediction with Adaptive Head Chunking with Pipeline Parallelism
Yan Wang ⋅ Chang Si ⋅ Kaiming Yang ⋅ Zhipeng Zhang ⋅ Weijian Liu ⋅ Man Yuan ⋅ Mingzhen Li ⋅ Yong Li ⋅ Weile Jia
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MoLoRA: Composable Specialization via Per-Token Adapter Routing
Shrey Shah ⋅ Justin Wagle
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Guidance: Sentence-Level Citation Enforcement via Prefix-Tail Guidance during LLM Decoding
Yirui Zhan ⋅ Xu ⋅ Jun Gao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TRIM: Token-wise Attention-Derived Saliency for Data-Efficient Instruction Tuning
Manish Nagaraj ⋅ Sakshi Choudhary ⋅ Utkarsh Saxena ⋅ Deepak Ravikumar ⋅ Kaushik Roy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RAG without Forgetting: Continual Query-Infused Key Memory
Yuntong Hu ⋅ Sha Li ⋅ Liang Zhao ⋅ Naren Ramakrishnan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MemoryLLM: Plug-n-Play Interpretable Feed-Forward Memory for Transformers
Ajay Jaiswal ⋅ Lauren Hannah ⋅ Han-Byul Kim ⋅ Duc Hoang ⋅ Arnav Kundu ⋅ Mehrdad Farajtabar ⋅ Minsik Cho
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
HiDe: Rethinking The Zoom-IN method in High Resolution MLLMs via Hierarchical Decoupling
Xianjie Liu ⋅ Yiman Hu ⋅ Yixiong Zou ⋅ Liang Wu ⋅ Jian Xu ⋅ Bo Zheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Synthesizing Multimodal Geometry Datasets from Scratch and Enabling Visual Alignment via Plotting Code
Haobo Lin ⋅ Tianyi Bai ⋅ Chen Chen ⋅ Jiajun Zhang ⋅ Bohan Zeng ⋅ Wentao Zhang ⋅ Binhang Yuan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
When Model Merging Breaks Routing: Training-Free Calibration for MoE
Canbin Huang ⋅ Tianyuan Shi ⋅ Xiaojun Quan ⋅ Jingang Wang ⋅ Jianfei Zhang ⋅ Qifan Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MFCL Audio: An Audio Function Calling Evaluation for Large Language Models
Huanzhi Mao ⋅ Aditya Ghai ⋅ Imra Dawoodani ⋅ Tony Ginart ⋅ Shishir G. Patil ⋅ John Emmons ⋅ Joseph E Gonzalez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SERA: Soft-Verified Efficient Repository Agents
Ethan Shen ⋅ Daniel Tormoen ⋅ Saurabh Shah ⋅ Ali Farhadi ⋅ Tim Dettmers
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Pull Requests as a Training Signal for Repo-Level Code Editing
Qinglin Zhu ⋅ Tianyu Chen ⋅ Shuai Lu ⋅ Lei Ji ⋅ Runcong Zhao ⋅ Murong Ma ⋅ Xiangxiang Dai ⋅ Yulan He ⋅ Lin Gui ⋅ Peng CHENG ⋅ Yeyun Gong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Blending Supervised and Reinforcement Fine-Tuning with Prefix Sampling
Zeyu Huang ⋅ Tianhao Cheng ⋅ Zihan Qiu ⋅ Zili Wang ⋅ Xu Yinghui ⋅ Edoardo Ponti ⋅ Ivan Titov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Recontextualization Mitigates Specification Gaming Without Modifying the Specification
Ariana Azarbal ⋅ Victor Gillioz ⋅ Vladimir Ivanov ⋅ Bryce Woodworth ⋅ jacob drori ⋅ Nevan Wichers ⋅ Aram Ebtekar ⋅ Alex Cloud ⋅ Alexander Turner
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Realistic Adaptive Merging
Haokun Liu ⋅ Gyung Hyun Je ⋅ Marco Ciccone ⋅ Zhenlin Xu ⋅ Prasanth YSS ⋅ Colin Raffel
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Breaking the Block: Preserving Data Continuity to Train Superior SAEs for Instruct Models
Jiaming Li ⋅ Haoran Ye ⋅ Yukun Chen ⋅ Xinyue Li ⋅ Lei Zhang ⋅ Hamid Alinejad-Rokny ⋅ Jimmy Chih-Hsien Peng ⋅ Min Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Out-of-Distribution Detection to Hallucination Detection: A Geometric View
Litian Liu ⋅ Reza Pourreza ⋅ Yubing Jian ⋅ Yao Qin ⋅ Roland Memisevic
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MACD: Model-Aware Contrastive Decoding via Counterfactual Data for Video-LLMs
Qixin Xiao ⋅ Kun Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
Yaoting Wang ⋅ Ziyi Zhang ⋅ Wenming Tu ⋅ Shaoxuan Xu ⋅ Wenjie Du ⋅ Cheng Liang ⋅ weijun wang ⋅ Yuanchao Li ⋅ Guangyao Li ⋅ Hao Fei ⋅ Yuanchun Li ⋅ Henghui Ding ⋅ Yunxin Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Backward Spreading to Forward Replay: Revisiting Target Construction in LLM Parameter Editing
Wei Liu ⋅ Hongkai Liu ⋅ Zhiying Deng ⋅ Yee-Whye Teh ⋅ Wee Sun Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Deterministic Differentiable Structured Pruning for Large Language Models
Weiyu Huang ⋅ Pengle Zhang ⋅ Xiaolu Zhang ⋅ JUN ZHOU ⋅ Jun Zhu ⋅ Jianfei Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning to Evict from Key-Value Cache
Luca Moschella ⋅ Laura Manduchi ⋅ Ozan Sener
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UltraHorizon: Benchmarking LLM-Agent Capabilities in Ultra Long-Horizon Scenarios
Haotian Luo ⋅ Huaisong Zhang ⋅ Xuelin Zhang ⋅ Haoyu Wang ⋅ Zeyu Qin ⋅ Wenjie Lu ⋅ Guozheng Ma ⋅ Haiying He ⋅ Yingsha Xie ⋅ Qiyang Zhou ⋅ Zixuan Hu ⋅ Hongze Mi ⋅ Yibo Wang ⋅ Naiqiang Tan ⋅ Hong Chen ⋅ Yi Fung ⋅ Chun Yuan ⋅ Li Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards Understanding the Dynamics of Low-Rank Adaptation
Shu Ding ⋅ Yang Peng ⋅ Hangan Zhou ⋅ Xinyu Lu ⋅ Shangwei Chen ⋅ Junhua Huang ⋅ Mingxuan Yuan ⋅ Wei Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NEMO: Execution-Aware Optimization Modeling via Autonomous Coding Agents
Yang Song ⋅ Anoushka Vyas ⋅ Zirui Wei ⋅ Sina Pakazad ⋅ Henrik Ohlsson ⋅ Graham Neubig
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SiameseNorm: Breaking the Barrier to Reconciling Pre/Post-Norm
Tianyu Li ⋅ Dongchen Han ⋅ Zixuan Cao ⋅ Haofeng Huang ⋅ Mengyu Zhou ⋅ Ming Chen ⋅ erchao.zec ⋅ xiaoxi jiang ⋅ guanjunjiang ⋅ Gao Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MineDraft: A Framework for Batch Parallel Speculative Decoding
Zhenwei Tang ⋅ Arun Verma ⋅ Zijian Zhou ⋅ Zhaoxuan Wu ⋅ Alok Prakash ⋅ Daniela Rus ⋅ Bryan Kian Hsiang Low
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Discovering Interpretable Algorithms by Decompiling Transformers to RASP
Xinting Huang ⋅ Aleksandra Bakalova ⋅ Satwik Bhattamishra ⋅ William Merrill ⋅ Michael Hahn
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MAGIC: A Co-Evolving Attacker–Defender Adversarial Game for Robust LLM Safety
Xiaoyu Wen ⋅ Zhida He ⋅ Han Qi ⋅ Ziyu Wan ⋅ Zhongtian Ma ⋅ Ying Wen ⋅ Tianhang Zheng ⋅ Xingcheng Xu ⋅ Chaochao Lu ⋅ Qiaosheng Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Token Sparse Attention: Efficient Long-Context Inference with Interleaved Token Selection
Dongwon Jo ⋅ Beomseok Kang ⋅ Jiwon Song ⋅ jae-joon kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Inverse Depth Scaling From Most Layers Being Similar
Yizhou Liu ⋅ Sara Kangaslahti ⋅ Ziming Liu ⋅ Jeff Gore
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FlexRank: Nested Low-Rank Knowledge Decomposition for Adaptive Model Deployment
Riccardo Zaccone ⋅ Stefanos Laskaridis ⋅ Marco Ciccone ⋅ Samuel Horváth
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control
Julian Skifstad ⋅ Xinyue Annie Yang ⋅ Glen Chou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mitigating Manifold Departure: Uncertainty-aware Subspace Rectification for Trustworthy MLLM Decoding
Yingxuan Zhuang ⋅ Miao Pan ⋅ Jingxiao Yang ⋅ Jintao Chen ⋅ Cheng Tan ⋅ Yuxiang Cai ⋅ Siwei Tan ⋅ Chen Zhi ⋅ Xuhong Zhang ⋅ Jianwei Yin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multi-Head LatentMoE and Head Parallel: Communication-Efficient and Deterministic MoE Parallelism
Chenwei Cui ⋅ Rockwell Jackson ⋅ Benjamin Joseph Herrera ⋅ Ana Tarano ⋅ Hannah Kerner
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Detecting and Filtering Unsafe Training Data via Data Attribution with Denoised Representation
Yijun Pan ⋅ Taiwei Shi ⋅ Jieyu Zhao ⋅ Jiaqi Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bring Future Vision: Dynamic Computation Allocation Guided by Lightweight Feature Forecaster
Chao Han ⋅ Yijuan Liang ⋅ Zihao Xuan ⋅ Daokuan Wu ⋅ Wei Zhang ⋅ Xiaoyu Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Low Kruskal-Rank Adaptation
Yixing Xu ⋅ Guanchen Li ⋅ Chao Li ⋅ Xuanwu Yin ⋅ Dong Li ⋅ Spandan Tiwari ⋅ Ashish Sirasao ⋅ Emad Barsoum
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ProtoKV: Streaming Video Understanding under Delayed Evidence with Summary-State Memory
Ngoc Minh Le Tu ⋅ Jinyeong Lim ⋅ Dongsu Han
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ANCHOR: Automated Alignment Auditing for CLI Agents on Real-World Harm
Kefan Song ⋅ Yanjun Qi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
OmniSIFT: Modality-Asymmetric Token Compression for Efficient Omni-modal Large Language Models
Yue Ding ⋅ Yiyan Ji ⋅ Jungang Li ⋅ Xuyang Liu ⋅ Xinlong Chen ⋅ Junfei Wu ⋅ Bozhou Li ⋅ Bohan Zeng ⋅ Yang Shi ⋅ Yushuo Guan ⋅ Yuanxing Zhang ⋅ Jiaheng Liu ⋅ Qiang Liu ⋅ Pengfei Wan ⋅ Liang Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Test-Time Detoxification without Training or Learning Anything
Baturay Saglam ⋅ Dionysios Kalogerias
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
STAR: Rethinking MoE Routing as Structure-Aware Subspace Learning
Sumin Park ⋅ Noseong Park
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing
Lanxiang Hu ⋅ Siqi Kou ⋅ Yichao Fu ⋅ Samyam Rajbhandari ⋅ Tajana Rosing ⋅ Yuxiong He ⋅ Zhijie Deng ⋅ Hao Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Compress then Merge: From Multiple LoRAs into One Low-Rank Adapter
Zhengbao He ⋅ Ruiqi Ding ⋅ Zhehao Huang ⋅ Ruikai Yang ⋅ Tao Li ⋅ Xiaolin Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MIND: Multi-rationale INtegrated Discriminative Reasoning Framework for Multi-modal Large Models
Chuang Yu ⋅ Jinmiao Zhao ⋅ Mingxuan Zhao ⋅ Yunpeng Liu ⋅ Xiujun Shu ⋅ Feng Yuanhao ⋅ Bo Wang ⋅ Xiangyu Yue
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Robust Harmful Features Under Jailbreak Attacks: Mechanistic Evidence from Attention Head Specialization in Large Language Models
Yanchen Yin ⋅ Dongqi Han ⋅ Linghui Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Identifying and Mitigating Errors in Gradient Aggregation of Distributed Data Parallel Training
Zhenheng Tang ⋅ Junlin Huang ⋅ Zichen TANG ⋅ Xueze Kang ⋅ Yuxin Wang ⋅ Peijie Dong ⋅ Shaohuai Shi ⋅ Xiaowen Chu ⋅ Bo Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Attention Projection Mixing with Exogenous Anchors
Jonathan Su
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System
Yinjie Wang ⋅ Tianbao Xie ⋅ Ke Shen ⋅ Mengdi Wang ⋅ Ling Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Dr. Kernel: Reinforcement Learning Done Right for Triton Kernel Generations
Wei Liu ⋅ Jiawei Xu ⋅ Yingru Li ⋅ Longtao Zheng ⋅ Tianjian Li ⋅ Qian Liu ⋅ Junxian He
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Plan for Speed: Dilated Scheduling for Masked Diffusion Language Models
Omer Luxembourg ⋅ Haim Permuter ⋅ Eliya Nachmani
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Does Your Reasoning Model Implicitly Know When to Stop Thinking?
Zixuan Huang ⋅ Xin Xia ⋅ Yuxi Ren ⋅ Jianbin Zheng ⋅ Xuanda Wang ⋅ Zhixia Zhang ⋅ Hongyan Xie ⋅ Songshi Liang ⋅ Zehao Chen ⋅ Xuefeng Xiao ⋅ Fuzhen Zhuang ⋅ Jianxin Li ⋅ Yikun Ban ⋅ deqing wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Revisiting Anisotropy in Language Transformers: The Geometry of Learning Dynamics
Raphael Bernas ⋅ Fanny Jourdan ⋅ Antonin Poché ⋅ Céline Hudelot
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Revealing Behavioral Plasticity in Large Language Models: A Token-Conditional Perspective
Liyuan Mao ⋅ Le Yu ⋅ Jing Zhou ⋅ Chujie Zheng ⋅ Bowen Yu ⋅ Chang Gao ⋅ Shixuan Liu ⋅ An Yang ⋅ Weinan Zhang ⋅ Junyang Lin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Breaking the Echo Chamber: A Dynamic Ensemble Pruning Perspective on MoE
Xinlai Kang ⋅ Dunyao Xue ⋅ Zhengbo Wang ⋅ Chengshuo Du ⋅ Cheng Meng ⋅ Hanting Chen ⋅ Hang Zhou ⋅ Xinghao Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner
Cai Zhou ⋅ Chenxiao Yang ⋅ Yi Hu ⋅ Chenyu Wang ⋅ Chubin Zhang ⋅ Muhan Zhang ⋅ Lester Mackey ⋅ Tommi Jaakkola ⋅ Stephen Bates ⋅ Dinghuai Zhang
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
Zhenyu Zhang ⋅ Shujian Zhang ⋅ John Lambert ⋅ Wenxuan Zhou ⋅ Zhangyang “Atlas” Wang ⋅ Mingqing Chen ⋅ Andrew Hard ⋅ Rajiv Mathews ⋅ Lun Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Tell-Tale Norm: $\ell_2$ Magnitude as a Signal for Reasoning Dynamics in Large Language Models
Jinyang Zhang ⋅ Hongxin Ding ⋅ Yue Fang ⋅ Weibin Liao ⋅ Muyang Ye ⋅ Junfeng Zhao ⋅ Yasha Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension
Haoran Xu ⋅ hongyu wang ⋅ Jiaze Li ⋅ Shunpeng Chen ⋅ Zizhao Tong ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Jian Luan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learnability-Informed Fine-Tuning of Diffusion Language Models
Shubham Parashar ⋅ Atharv Chagi ⋅ Jacob Helwig ⋅ Lakshmi Madhavarapu ⋅ Sushil Vemuri ⋅ James Caverlee ⋅ Dileep Kalathil ⋅ Shuiwang Ji
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards Multimodal Large Language Models with Both Training and Inference Efficiency
Qianhao Yuan ⋅ Yanjiang Liu ⋅ Guozhao Mo ⋅ Yaojie Lu ⋅ Hongyu Lin ⋅ Jia Zheng ⋅ Ben He ⋅ Xianpei Han ⋅ Le Sun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mosaic: Unlocking Over 30$\times$ Context Length for Diffusion LLMs Inference via Global Memory Planning and Dynamic Peak Taming
Liang Zheng ⋅ Bowen Shi ⋅ Yitao Hu ⋅ Jiawei Zhang ⋅ Ruofan Li ⋅ Guotao Yang ⋅ Zhixin Zhao ⋅ Zhengchao Wang ⋅ Sheng Chen ⋅ Wenxin Li ⋅ Dezhi Ran ⋅ Tao Xie ⋅ Keqiu Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ToMoE: Converting Dense Large Language Models to Mixture-of-Experts through Dynamic Structural Pruning
Shangqian Gao ⋅ Ting Hua ⋅ Reza Shirkavand ⋅ Chi-Heng Lin ⋅ Zheng Tang ⋅ Zhengao Li ⋅ Longge Yuan ⋅ Fangyi Li ⋅ Zeyu Zhang ⋅ Alireza Ganjdanesh ⋅ Qian Lou ⋅ Jie Xu ⋅ Yen-Chang Hsu
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text
Ximing Lu ⋅ David Acuna ⋅ Jaehun Jung ⋅ Jian Hu ⋅ Di Zhang ⋅ Shizhe Diao ⋅ Yunheng Zou ⋅ Shaokun Zhang ⋅ Brandon Cui ⋅ Mingjie Liu ⋅ Hyunwoo Kim ⋅ Prithviraj Ammanabrolu ⋅ Jan Kautz ⋅ Yi Dong ⋅ Yejin Choi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Push, Pop, Parallelize: Stack-Augmented Linear Attention via the Delta Rule
Anh T Nguyen ⋅ Saleh Momeni ⋅ Ashutosh Chaubey ⋅ Changnan Xiao ⋅ Bing Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
REAL: Resolving Knowledge Conflicts in Knowledge-Intensive Visual Question Answering via Reasoning-Pivot Alignment
Kai Ye ⋅ Xianwei Mao ⋅ Sheng Zhou ⋅ Zirui Shao ⋅ Ye Mo ⋅ Liangliang Liu ⋅ Haikuan Huang ⋅ Bin Li ⋅ Jiajun Bu
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Simple Policy Gradients for Reasoning with Diffusion Language Models
Anthony Zhan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning
Ziyan Liu ⋅ Xueda Shen ⋅ Yuzhe Gu ⋅ songyang gao ⋅ Kuikun Liu ⋅ Cheng ⋅ Chengqi Lyu ⋅ Dahua Lin ⋅ Wenwei Zhang ⋅ Kai Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Flexibility Trap: Rethinking the Value of Arbitrary Order in Diffusion Language Models
Zanlin Ni ⋅ Shenzhi Wang ⋅ Yang Yue ⋅ Tianyu Yu ⋅ Weilin Zhao ⋅ Yeguo Hua ⋅ Tianyi Chen ⋅ Jun Song ⋅ YuCheng ⋅ Bo Zheng ⋅ Gao Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Orthogonal Hierarchical Decomposition for Structure-Aware Table Understanding with Large Language Models
Bin Cao ⋅ huixian lu ⋅ chenwen ma ⋅ Ting Wang ⋅ Ruizhe Li ⋅ JING FAN
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models
Julianna Piskorz ⋅ Cristina Pinneri ⋅ Alvaro Correia ⋅ Motasem Alfarra ⋅ Risheek Garrepalli ⋅ Christos Louizos
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Multi-Step Theorem Prediction via Non-Parametric Structural Priors
Junbo Zhao ⋅ Ting Zhang ⋅ Can Li ⋅ Wei He ⋅ Jingdong Wang ⋅ Hua Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Edit-Based Refinement for Parallel Masked Diffusion Language Models
Houxing Ren ⋅ Mingjie Zhan ⋅ Zimu Lu ⋅ Ke Wang ⋅ Yunqiao Yang ⋅ Haotian Hou ⋅ Junting Pan ⋅ Hongsheng Li
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Singular Proxies for Adaptive Caching in Diffusion Language Models
Wenhao SUN ⋅ Rong-Cheng Tu ⋅ Yifu Ding ⋅ Zhao Jin ⋅ Jingyi Liao ⋅ Yongcheng Jing ⋅ Dacheng Tao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reasoning Can Be Restored by Correcting a Few Decision Tokens
Shen Changshuo ⋅ Leheng Sheng ⋅ Yuxin Chen ⋅ Xiang Wang ⋅ An Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Unlearnability Phenomenon in RLVR for Language Models
Yulin Chen ⋅ He He ⋅ Chen Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
REVIS: Sparse Latent Steering to Mitigate Object Hallucination in Large Vision-Language Models
Jialin Wu ⋅ Wei Shi ⋅ Han Shen ⋅ Peigui Qi ⋅ Kunsheng Tang ⋅ Zhicong Huang ⋅ Binghao Wang ⋅ Zhou Yang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!
Subbarao Kambhampati ⋅ Karthik Valmeekam ⋅ Siddhant Bhambri ⋅ Vardhan Palod ⋅ Lucas Saldyt ⋅ Kaya Stechly ⋅ Soumya Samineni ⋅ Durgesh Kalwar ⋅ Upasana Biswas
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GRPO is Secretly a Process Reward Model
Michael Sullivan ⋅ Alexander Koller
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Recursive Models for Long-Horizon Reasoning
Chenxiao Yang ⋅ Nati Srebro ⋅ Zhiyuan Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Distributional Alignment Games for Answer-Level Fine-Tuning
Mehryar Mohri ⋅ Jon Schneider ⋅ Yifan Wu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
EchoRL: Reinforcement Learning via Rollout Echoing
Jinhe Bi ⋅ Aniri - ⋅ Minglai Yang ⋅ Xingcheng Zhou ⋅ Wenke Huang ⋅ Sikuan Yan ⋅ Yujun Wang ⋅ Zixuan Cao ⋅ Michael Färber ⋅ Xun Xiao ⋅ Volker Tresp ⋅ Yunpu Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Privileged Information Distillation for Language Models
Emiliano Penaloza ⋅ Dheeraj Vattikonda ⋅ Nicolas Gontier ⋅ Alexandre Lacoste ⋅ Laurent Charlin ⋅ Massimo Caccia
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A geometric relation of the error introduced by sampling a language model's output distribution to its internal state
Albert F. Modenbach
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bringing Code ALIVE: Optimizing Interactive Frontend Mini-Games via Automated Play and Reinforcement Learning at Scale
Jiajun Zhang ⋅ Yuheng Jing ⋅ Zeyu Cui ⋅ Hao Zheng ⋅ Wentao Chen ⋅ Kaixin Li ⋅ Jiaxi Yang ⋅ Tianbao Xie ⋅ Zeyao Ma ⋅ Tianyi Bai ⋅ KaShun SHUM ⋅ Lei Zhang ⋅ Kai Li ⋅ Jian Cheng ⋅ Zilei Wang ⋅ Qiang Liu ⋅ Liang Wang ⋅ Junyang Lin ⋅ Binyuan Hui
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DRIVE: Best Data Scheduling Practices for Reinforcement Learning with Verifiable Reward in Competitive Code Generation
Speed Zhu ⋅ Chuheng Zhang ⋅ Jianwei Cai ⋅ Guang Chen ⋅ Lulu Wu ⋅ Xiaolong Xu ⋅ Xuyun Zhang ⋅ Saiyong Yang ⋅ Wiggin Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Neural Thickets: Diverse Task Experts Are Dense Around Pretrained Weights
Yulu Gan ⋅ Phillip Isola
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning with Evolving Rubrics for Deep Research
Rulin Shao ⋅ Akari Asai ⋅ Shannon Shen ⋅ Hamish Ivison ⋅ Varsha Kishore ⋅ Jingming Zhuo ⋅ Xinran Zhao ⋅ Molly Park ⋅ Samuel Finlayson ⋅ David Sontag ⋅ Tyler Murray ⋅ Sewon Min ⋅ Pradeep Dasigi ⋅ Luca Soldaini ⋅ Faeze Brahman ⋅ Scott Yih ⋅ Sherry Wu ⋅ Luke Zettlemoyer ⋅ Yoon Kim ⋅ Hannaneh Hajishirzi ⋅ Pang Wei Koh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ScaleEnv: Scaling Environment Synthesis from Scratch for Generalist Interactive Tool-Use Agent Training
Dunwei Tu ⋅ Hongyan Hao ⋅ Hansi Yang ⋅ Yihao Chen ⋅ Yu Yang ⋅ Yueqing Sun ⋅ Xingchen Liu ⋅ Furao Shen ⋅ Qi GU ⋅ Hui Su ⋅ Xunliang Cai
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Demystifying Scientific Problem-Solving in LLMs by Probing Knowledge and Reasoning
Alan Li ⋅ Yixin Liu ⋅ Arpan Sarkar ⋅ Doug Downey ⋅ Arman Cohan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
When Drafts Evolve: Speculative Decoding Meets Online Learning
Yu-Yang Qian ⋅ Hao-Cong Wu ⋅ Yichao Fu ⋅ Hao Zhang ⋅ Peng Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Restoring Exploration after Post-Training: Latent Exploration Decoding for Large Reasoning Models
Wenhui Tan ⋅ Fiorenzo Parascandolo ⋅ Enver Sangineto ⋅ Jianzhong Ju ⋅ Zhenbo Luo ⋅ Qian Cao ⋅ Rita Cucchiara ⋅ Ruihua Song ⋅ Jian Luan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Implicit Actor Critic Coupling via a Supervised Learning Framework for RLVR
Jiaming Li ⋅ Longze Chen ⋅ Ze Gong ⋅ Yukun Chen ⋅ Lu Wang ⋅ Wanwei He ⋅ Run Luo ⋅ Minzheng Wang ⋅ Lei Zhang ⋅ Haoran Ye ⋅ Min Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Inference Time Optimization with Confidence Dynamics
Yu Wang ⋅ Minghao Liu ⋅ Jiayun Wang ⋅ Jinrui Huang ⋅ Ankit Shah ⋅ Wei Wei
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ConFu: Contemplate the Future for Better Speculative Sampling
Zongyue Qin ⋅ Raghavv Goel ⋅ Risheek Garrepalli ⋅ Mukul Gagrani ⋅ Mingu Lee ⋅ Yizhou Sun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Easier to Judge than to Find: Predicting In-Context Learning Success for Demonstration Selection
Haochun Wang ⋅ Chaofen Yang ⋅ Jiatong Liu ⋅ Jingbo Wang ⋅ Zewen Qiang ⋅ Sendong Zhao ⋅ Ting Liu ⋅ Bing Qin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Language-based Trial and Error Falls Behind in the Era of Experience
Haoyu Wang ⋅ Guozheng Ma ⋅ Shugang Cui ⋅ Yilun Kong ⋅ Haotian Luo ⋅ Li Shen ⋅ Mengya Gao ⋅ Yichao Wu ⋅ Xiaogang Wang ⋅ Dacheng Tao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration
Bowei He ⋅ Minda Hu ⋅ Zenan Xu ⋅ Hongru WANG ⋅ Licheng Zong ⋅ Yankai Chen ⋅ Chen Ma ⋅ Xue Liu ⋅ PlutoZhou ⋅ Irwin King
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Retaining by Doing: The Role of On-Policy Data in Mitigating Forgetting
Howard Chen ⋅ Noam Razin ⋅ Karthik Narasimhan ⋅ Danqi Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Replay Failures as Successes: Sample-Efficient Reinforcement Learning for Instruction Following
Kongcheng Zhang ⋅ QI YAO ⋅ Shunyu Liu ⋅ Wenjian Zhang ⋅ Cen ⋅ Yang Zhou ⋅ Wenkai Fang ⋅ Yiru Zhao ⋅ Baisheng Lai ⋅ Mingli Song
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LECTOR: Joint Learning of Scientific Reasoning Graphs and Introduction Generation
Jiabei Xiao ⋅ Yizhou Wang ⋅ Chen Tang ⋅ Pengze Li ⋅ Wanli Ouyang ⋅ SHIXIANG TANG
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Self-Evolving LLM Agents under Offline Data Support
Yudi Zhang ⋅ Meng Fang ⋅ Zhenfang Chen ⋅ Mykola Pechenizkiy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MASH: Modeling Abstention via Selective Help-Seeking
Mustafa Omer Gul ⋅ Claire Cardie ⋅ Tanya Goyal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
One Tool Is Enough: Reinforcement Learning of LLM Agents for Repository-Level Code Navigation
Zhaoxi Zhang ⋅ Yitong Duan ⋅ Yanzhi Zhang ⋅ Yiming Xu ⋅ Zhixiang Wang ⋅ Kun Liang ⋅ Yang Li ⋅ Jiahui Liang ⋅ Deguo Xia ⋅ Jizhou Huang ⋅ Jiyan He ⋅ Shuxin Zheng ⋅ Yunfang Wu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Rubric Curriculum RL: Exploiting the Generation-Verification Gap in Creative Writing
Tejas Krishnan ⋅ Sumeet Motwani ⋅ Charles London ⋅ Suhaas Bhat ⋅ Huitian Jiao ⋅ Phil Torr ⋅ Riashat Islam ⋅ Christopher Summerfield ⋅ Christian Schroeder de Witt ⋅ Qilong Gu ⋅ Shital Shah
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TodoEvolve: Learning to Architect Agent Planning Systems
Jiaxi Liu ⋅ Yanzuo Jiang ⋅ Guibin Zhang ⋅ Zihan Zhang ⋅ Heng Chang ⋅ Zhenfei Yin ⋅ Qibing Ren ⋅ Junchi Yan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Information Self-Locking in Reinforcement Learning for Active Reasoning
Deyu Zou ⋅ Yongqiang Chen ⋅ Fan Feng ⋅ Mufei Li ⋅ Pan Li ⋅ Yu Gong ⋅ James Cheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length
Sunghwan Kim ⋅ Junhee Cho ⋅ Beong-woo Kwak ⋅ Taeyoon Kwon ⋅ Liang Wang ⋅ Nan Yang ⋅ Xingxing Zhang ⋅ Furu Wei ⋅ Jinyoung Yeo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SWE-rebench V2: Language-Agnostic SWE Task Collection at Scale
Ibragim Badertdinov ⋅ Maksim Nekrashevich ⋅ Anton Shevtsov ⋅ Aleksandr Golubev
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Asymmetric Prompt Weighting for Reinforcement Learning with Verifiable Rewards
Reinhard Heckel ⋅ Mahdi Soltanolkotabi ⋅ Christos Thrampoulidis
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
D²Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning
Ru Zhang ⋅ Renda Li ⋅ Ziyu Ma ⋅ Weijie Qiu ⋅ Chongyang Tao ⋅ Yong Wang ⋅ Xiangxiang Chu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TRIP-Bench: A Benchmark for Long-Horizon Interactive Agents in Real-World Scenarios
Yuanzhe Shen ⋅ Zisu Huang ⋅ Zhengyuan Wang ⋅ Muzhao Tian ⋅ Zhengkang Guo ⋅ Chenyang Zhang ⋅ Shuaiyu Zhou ⋅ Zengjie Hu ⋅ Dailin Li ⋅ Kaimin Wang ⋅ Wenhao Liu ⋅ Tianlong Li ⋅ feng hong ⋅ Cao Liu ⋅ Ke Zeng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Intrinsic Credit Assignment for Long Horizon Interaction
Ilze Amanda Auzina ⋅ Joschka Strüber ⋅ Sergio Hernández-Gutiérrez ⋅ Shashwat Goel ⋅ Ameya Pandurang Prabhu ⋅ Matthias Bethge
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Imitation Learning for Multi-turn LM Agents via On-policy Expert Corrections
Niklas Lauffer ⋅ Xiang Deng ⋅ Srivatsa Kundurthy ⋅ Brad Kenstler ⋅ Jeff Da
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Beyond Description: Federated Adaptation via Semantic-Visual Prototype Alignment
Jiarong Yang ⋅ Yuan Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Beyond Rational Illusion: Behaviorally Realistic Strategic Classification
Xinpeng Lv ⋅ Yunxin Mao ⋅ Renzhe Xu ⋅ Chunyuan Zheng ⋅ Jinxuan Yang ⋅ Yikai Chen ⋅ Yuanlong Chen ⋅ Yang Shi ⋅ Yuanxing Zhang ⋅ Haoxuan Li ⋅ Wenjing Yang ⋅ Shaowu Yang ⋅ Zhouchen Lin ⋅ Haotian Wang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Axiomatic Atlas: A Prescriptive Framework for Neural Architecture Design
Minghao Guo ⋅ Wojciech Matusik
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Exact Functional ANOVA Decomposition for Categorical Inputs
Baptiste Ferrere ⋅ Nicolas Bousquet ⋅ Gamboa Fabrice ⋅ Jean-Michel Loubes ⋅ Joseph Muré
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Aggregate Models, Not Explanations: Improving Feature Importance Estimation
Joseph Paillard ⋅ Angel REYERO LOBO ⋅ Denis-Alexander Engemann ⋅ Thirion Bertrand
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ECSEL: Explainable Classification via Signomial Equation Learning
Adia C. Lumadjeng ⋅ Ilker Birbil ⋅ Erman Acar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning on Higher-Order Structures with Effective Operators
Maximilian Krahn ⋅ Lennart Bastian ⋅ Tolga Birdal ⋅ Björn Schuller ⋅ Vikas Garg
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach
Xinpeng Lv ⋅ Yunxin Mao ⋅ Renzhe Xu ⋅ Chunyuan Zheng ⋅ Haoxuan Li ⋅ Yikai Chen ⋅ Jinxuan Yang ⋅ Wanrong Huang ⋅ Yuanlong Chen ⋅ Mingyang Geng ⋅ Shixuan Liu ⋅ Kun Kuang ⋅ Shaowu Yang ⋅ Wenjing Yang ⋅ Zhouchen Lin ⋅ Haotian Wang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
KANFIS: A Neuro-Symbolic Framework for Interpretable and Uncertainty-Aware Learning
Binbin Yong ⋅ HAORAN PEI ⋅ Jun Shen ⋅ Haoran Li ⋅ Qingguo Zhou ⋅ Zhao Su
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Taming the Loss Landscape of PINNs with Noisy Feynman–Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds
Nathanael Tepakbong ⋅ Hanyu HU ⋅ Chengyu Liu ⋅ Xiang ZHOU
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MINT: Minimal Information Neuro-Symbolic Tree for Objective-Driven Knowledge-Gap Reasoning and Active Elicitation
Zeyu Fang ⋅ Mahdi Imani ⋅ Tian Lan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GeoEvo: Identity-Aware Potential Game with Geometric Evolution for Personalized Multimodal Federated Learning
CHEN WANG ⋅ Yongli Hu ⋅ Huajie Jiang ⋅ Kan Guo ⋅ Tengfei Liu ⋅ Junbin Gao ⋅ Yanfeng Sun ⋅ Baocai Yin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Conformal Policy Control
Drew Prinster ⋅ Clara Fannjiang ⋅ Ji Won Park ⋅ Kyunghyun Cho ⋅ Anqi Liu ⋅ Suchi Saria ⋅ Samuel Stanton
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RL4RLA: Teaching ML to Discover Randomized Linear Algebra Algorithms through Curriculum Design and Graph-based Search
Jinglong Xiong ⋅ Xiaotian Liu ⋅ Ruoxin Wang ⋅ Zihang Liu ⋅ Yefan Zhou ⋅ Yujun Yan ⋅ Yaoqing Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Probabilistic Framework for LLM-Based Model Discovery
Stefan Wahl ⋅ Raphaela Schenk ⋅ Ali Farnoud ⋅ Jakob Macke ⋅ Daniel Gedon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ProConMV: Provenance-Enabled Conceptual Framework for Interpretable Multi-View Diabetic Retinopathy Diagnosis
Xiaoling Luo ⋅ Shuo Yang ⋅ Qihao Xu ⋅ Chengliang Liu ⋅ Jiansong Zhang ⋅ Zhuoqin Yang ⋅ Zhihui Lai ⋅ Linlin Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Unveiling Multi-regime Patterns in SciML: Distinct Failure Modes and Regime-specific Optimization
Yuanzhe Hu ⋅ Xiaopeng Wang ⋅ Yuxin Wang ⋅ Xiaokun Zhong ⋅ Haiquan Lu ⋅ Tianyu Pang ⋅ Michael Mahoney ⋅ Yujun Yan ⋅ Pu Ren ⋅ Yaoqing Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition
Ruipeng Wang ⋅ Yuxin Chen ⋅ Yukai Wang ⋅ Chang Wu ⋅ Junfeng Fang ⋅ Xiaodong Cai ⋅ Qi GU ⋅ Hui Su ⋅ An Zhang ⋅ Xiang Wang ⋅ Xunliang Cai ⋅ Tat-Seng Chua
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Testing for LLM Evaluation: A Psychometric Alternative to Static Benchmarks
Peiyu Li ⋅ Xiuxiu Tang ⋅ Si Chen ⋅ Ying Cheng ⋅ Ronald Metoyer ⋅ Ting Hua ⋅ Nitesh Chawla
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
VocSim A Training-free Benchmark for Zero-shot Content Identity in Single-source Audio
Maris Basha ⋅ Anja T. Zai ⋅ Sabine Stoll ⋅ Richard Hahnloser
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: ICML Should Treat Hosted LLM APIs as Versioned Dependencies and Require Drift-Audit Artifacts
Utsav Gupta
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Systematic Failures in Collective Reasoning under Distributed Information in Multi-Agent LLMs
Yuxuan Li ⋅ Aoi Naito ⋅ Hirokazu Shirado
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility
Zhitao He ⋅ Haolin Yang ⋅ Rui Min ⋅ Zeyu Qin ⋅ Yi Fung
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Quantifying Frontier LLM Capabilities for Container Sandbox Escape
Rahul Marchand ⋅ Art Cathain ⋅ Jerome Wynne ⋅ Philippos Giavridis ⋅ Sam Deverett ⋅ John Wilkinson ⋅ Jason Gwartz ⋅ Harry Coppock
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Online Change Point Detection for Multivariate Inhomogeneous Poisson Processes Time Series
Xiaokai Luo ⋅ Haotian Xu ⋅ Carlos Misael Madrid Padilla ⋅ OSCAR HERNAN MADRID PADILLA
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Box Thirding: Anytime Best Arm Identification under Insufficient Sampling
seohwa Hwang ⋅ Junyong Park
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DAL: A Practical Prior-Free Black-Box Framework for Piecewise Stationary Bandits
Argyrios Gerogiannis ⋅ Yu-Han Huang ⋅ Subhonmesh Bose ⋅ Venugopal Veeravalli
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Active Continual Learning with Metaplastic Binary Bayesian Neural Networks
Kellian Cottart ⋅ Theo Ballet ⋅ Djohan Bonnet ⋅ Damien Querlioz
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Online Learning and Inference for Cox Proportional Hazards Model Using Renewable Sieve Estimation
Mengtong Hu ⋅ Ziyang Gong ⋅ Xu Shi ⋅ Ling Zhou ⋅ Peter Song
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
BFTS: Thompson Sampling with Bayesian Additive Regression Trees
Ruizhe Deng ⋅ Bibhas Chakraborty ⋅ Ran Chen ⋅ Yan Shuo Tan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Understanding the Gaps in Satisficing Bandits
Chloé Rouyer ⋅ Ronald Ortner ⋅ Peter Auer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
HIAL: Towards Semantics-Aware Hypergraph Active Learning via Dual-Perspective Information Maximization
Yanheng Hou ⋅ Xunkai Li ⋅ Yanzhe Wen ⋅ Zhenjun Li ⋅ Bing Zhou ⋅ Rong-Hua Li ⋅ Guoren Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards Fair Sequential Decision-Making: A Causal Decomposition Approach
Jiajun Chen ⋅ Jin Tian ⋅ Chris Quinn
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stochastic Linear Bandits with Parameter Noise
Daniel Ezer ⋅ Alon Peled-Cohen ⋅ Yishay Mansour
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Correcting Split Selection in Online Decision Trees via Anytime-Valid Inference
Salim I. Amoukou ⋅ Saumitra Mishra ⋅ Manuela Veloso
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Many Needles in a Haystack: Active Hit Discovery for Perturbation Experiments
Andrea Rubbi ⋅ Arpit Merchant ⋅ Samuel Ogden ⋅ Amir Akbarnejad ⋅ Pietro Lió ⋅ Sattar Vakili ⋅ Mohammad Lotfollahi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hybrid Reinforcement Learning in Adversarial Markov Decision Processes
Duo Cheng ⋅ Xingyu Zhou ⋅ Bo Ji
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
Joongkyu Lee ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Continual Learning of Domain-Invariant Representations
Pascal Janetzky ⋅ Dr. Tobias Schlagenhauf ⋅ Stefan Feuerriegel
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multi-Label Test-Time Adaptation with Bayesian Conditional Priors
Qiru Li ⋅ Ao Zhou ⋅ Zhiwei Jiang ⋅ Zifeng Cheng ⋅ Cong Wang ⋅ Yafeng Yin ⋅ Qing Gu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CLASP: Online learning algorithms for Convex Losses And Squared Penalties
Ricardo N. Ferreira ⋅ Joao Xavier ⋅ Claudia Soares
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fixed Budget is No Harder Than Fixed Confidence in Best-Arm Identification up to Logarithmic Factors
Kapilan Balagopalan ⋅ Yinan Li ⋅ Tuan Nguyen ⋅ Yao Zhao ⋅ Anton Daitche ⋅ houssam nassif ⋅ Kwang-Sung Jun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Online Continual Learning with Dynamic Label Hierarchies
Xinrui Wang ⋅ Shao-Yuan Li ⋅ Bartłomiej Twardowski ⋅ Alexandra Gomez-Villa ⋅ Songcan Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Efficient Distributionally Robust Assortment Optimization in MNL Bandits
Yunfan Zhang ⋅ Yuxuan Han ⋅ Zhengyuan Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Prior Diffusiveness and Regret in the Linear-Gaussian Bandit
Yifan Zhu ⋅ John Duchi ⋅ Benjamin Van Roy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning from Human Feedback with Active Queries
Kaixuan Ji ⋅ Jiafan He ⋅ Quanquan Gu
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UCB Exploration for Fixed-Budget Bayesian Best Arm Identification
Rong Zhu ⋅ Yanqi Qiu
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CORE-MTL: Rethinking Gradient Balancing via Causal Orthogonal Representations
Chengfeng Wu ⋅ Jingge Wang ⋅ Yanru Wu ⋅ Tao Zou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Semi-Supervised Noise Adaptation: Transferring Knowledge from Noise Domain
Yuan Yao ⋅ Jin Song ⋅ Huixia Li ⋅ Tongtong Yuan ⋅ Jiaqi Wu ⋅ Yu Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Weight-Space Learning for Certifiable Few-shot Transfer Learning
Fady Rezk ⋅ Royson Lee ⋅ Henry Gouk ⋅ Timothy Hospedales ⋅ Minyoung Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Transfer Learning in High-dimensional Ising Models
Joonho Kim ⋅ Seyoung Park
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bayesian Meta-Learning with Expert Feedback for Task-Shift Adaptation through Causal Embeddings
Lotta Mäkinen ⋅ Jorge Loria ⋅ Samuel Kaski
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization
Gustav Wagner Zakarias ⋅ Lars Kai Hansen ⋅ Zheng-Hua Tan
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improving CLIP Adaptation by Breaking Tail Alignment for Source-Free Cross-Domain Few-Shot Learning
Shuai Yi ⋅ Yixiong Zou ⋅ Yuhua Li ⋅ Ruixuan Li
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Estimation and Inference in Semi-parametric Heterogeneous Clustered Multitask Learning via Neyman Orthogonality
Hanxiao Chen ⋅ Debarghya Mukherjee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Creating High-Fidelity Synthetic Training Data Should Employ Multi-level Optimization
Pengtao Xie ⋅ Li Zhang ⋅ Ruiyi Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Universal Algorithm-Implicit Learning
Stefano Woerner ⋅ Seong Joon Oh ⋅ Christian Baumgartner
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MER-DG: Modality-Entropy Regularization for Multimodal Domain Generalization
Yavuz Yarici ⋅ Ghassan AlRegib
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Negatives-Dominant Contrastive Learning for Generalization in Imbalanced Domains
Meng Cao ⋅ Jiexi Liu ⋅ Songcan Chen
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Discretized Density-Guided Source-Free Adaptation for Continuous Targets
Gezheng Xu ⋅ Qi CHEN ⋅ QIUHAO Zeng ⋅ Charles X. Ling ⋅ Boyu Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bayes-inspired Integration of Pretrained Priors and Few-Shot Evidence for Few-Shot Classification
Gang Liu ⋅ Xiaoxuan Zhang ⋅ Yuhong Feng ⋅ Mingyang Zhou ⋅ Xiaoqun Wu ⋅ Hao Liao ⋅ Rui Mao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Understanding Transfer Learning of RNA Foundation Models on Downstream Tasks
Yuan Li ⋅ Heng Yang ⋅ Renzhi Chen ⋅ Ke Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning
yuxiang xu ⋅ Rundong He ⋅ Zhiyuan Yan ⋅ Yicong Dong ⋅ Zhongyi Han ⋅ Xiaoyan Wang ⋅ Yilong Yin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Being More Lightweight and Practical: Mini-sized Contrastive Learning Pre-trained Models for Fine-grained Traffic Task
Shuhao Li ⋅ Weidong Yang ⋅ Ben Fei ⋅ Yue Cui ⋅ Lipeng Ma ⋅ Fan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness and Safety
Seok-Jin Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge
Yu Zhang ⋅ Xi Zhang ⋅ Hualin zhou ⋅ Xinyuan Chen ⋅ Shang Gao ⋅ Hong Jia ⋅ Jianfei Yang ⋅ Yuankai Qi ⋅ Tao Gu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Transfer Learning in Nonparametric Regression with Deep ReLU Networks
Junpeng Ren ⋅ Carlos Misael Madrid Padilla ⋅ Yanzhen Chen ⋅ OSCAR HERNAN MADRID PADILLA
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Return of Frustratingly Easy Unsupervised Video Domain Adaptation
Pengfei Wei ⋅ Yiqun Sun ⋅ Zhiqiang Xu ⋅ Yiping Ke ⋅ Lawrence Hsieh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hierarchical Filtering and Refinement Classification for Few-Shot Class-Incremental Learning
Li-Jun Zhao ⋅ Zhen-Duo Chen ⋅ Xin Luo ⋅ Xin-Shun Xu
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RMNP: Row-Momentum Normalized Preconditioning for Scalable Matrix-Based Optimization
Shenyang Deng ⋅ Zhuoli Ouyang ⋅ Ruochen Jin ⋅ Tianyu Pang ⋅ Zihang Liu ⋅ Shuhua Yu ⋅ Yaoqing Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Extra-Merge: Tracing the Rank-1 Subspace of Model Merging in Language Model Pre-Training
WenJie Zhou ⋅ Bohan Wang ⋅ Hongtao Zhang ⋅ Chenxi Jia ⋅ Wei Chen ⋅ Xueqi Cheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Batch Sizes Using Non-Euclidean Gradient Noise Scales for Stochastic Sign and Spectral Descent
Hiroki Naganuma ⋅ Shagun Gupta ⋅ Youssef Briki ⋅ Ioannis Mitliagkas ⋅ Irina Rish ⋅ Parameswaran Raman ⋅ Hao-Jun Shi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Variance-Reduced $(\varepsilon, \delta)-$Unlearning using Forget Set Gradients
Martin Van Waerebeke ⋅ Giovanni Neglia ⋅ Kevin Scaman ⋅ Marco Lorenzi ⋅ El-Mahdi El-Mhamdi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Inference of Online Newton Methods with Nesterov's Accelerated Sketching
Haoxuan Wang ⋅ Xinchen Du ⋅ Sen Na
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PASO: Step Parallel Stochastic Optimization
Jianrong Lu ⋅ Zhuoya Gu ⋅ Haobo Li ⋅ Zhiyu Zhu ⋅ Yechao Zhang ⋅ Jianhai Chen ⋅ Minghui Yang ⋅ Junwei Liu ⋅ Jian Wang ⋅ Qinming He ⋅ Hui LIU ⋅ Junhui Hou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Failure-Driven Workflow Refinement
Jusheng Zhang ⋅ Jing Yang ⋅ Kaitong Cai ⋅ Ziliang Chen ⋅ Yongsen Zheng ⋅ Kwok Yan Lam ⋅ Liang Lin ⋅ Keze Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improving the Robustness-Utility Trade-off in Decentralized Learning over Sparse Networks
Yangnan Li ⋅ Xuanyu Cao ⋅ Shenghui Song
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Accelerated Dual Method for Distributed Optimization: An Inexact-Gradient View of Local Updates
Junchi YANG ⋅ Ziyang Zeng ⋅ Linxuan Pan ⋅ Murat Yildirim ⋅ Feng Qiu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mitigating Per-Sample Harm in Stochastic Optimization
Apostolos Avranas
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Sketch-and-Project Analysis of Subsampled Natural Gradient Algorithms
Gil Goldshlager ⋅ Jiang Hu ⋅ Lin Lin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Solving Stochastic Variational Inequalities without the Bounded Variance Assumption
Ahmet Alacaoglu ⋅ Jun-Hyun Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Optimization to Generalization under Heavy-Tailed Data: The Role of Gradient Clipping
Aleksandr Shestakov ⋅ Martin Takac ⋅ Eduard Gorbunov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improved Stochastic Optimization of LogSumExp
Egor Gladin ⋅ Alexey Kroshnin ⋅ Jia-Jie Zhu ⋅ Pavel Dvurechenskii
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Interaction of Batch Noise, Adaptivity, and Compression, under $(L_0,L_1)$-Smoothness: An SDE Approach
Enea Monzio Compagnoni ⋅ Rustem Islamov ⋅ Frank Proske ⋅ Aurelien Lucchi ⋅ Antonio Orvieto ⋅ Eduard Gorbunov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Enhancing LLM Training via Spectral Clipping
Xiaowen Jiang ⋅ Andrei Semenov ⋅ Sebastian Stich
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Near-Optimal Convergence of Accelerated Gradient Methods under Generalized and $(L_0,L_1)$-Smoothness
Alexander Tyurin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bilevel Optimization over Saddle Points of Zero-Sum Markov Games
Zihao Zheng ⋅ Irwin King ⋅ Songtao Lu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Lightweight and Interpretable Transformer via Unrolling of Mixed Graph Algorithms for Traffic Forecast
Ji Qi ⋅ Mingxiao Liu ⋅ VIET THUC ⋅ Yuzhe Li ⋅ Zhuoshi Pan ⋅ Gene Cheung ⋅ Hong Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
M+Adam: Low-Precision Training via Mantissa–Exponent Optimization
Xiaoyuan Liang ⋅ Sebastian Loeschcke ⋅ Mads Toftrup ⋅ Anima Anandkumar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Understanding MARS: When Scaling Momentum Provably Helps
Egor Shulgin ⋅ Tamaz Gadaev ⋅ Sarit Khirirat ⋅ Peter Richtarik
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Flatness-Aware Stochastic Gradient Langevin Dynamics
Stefano Bruno ⋅ Youngsik Hwang ⋅ JaeHyeon An ⋅ Sotirios Sabanis ⋅ Dongyoung Lim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LiMuon: Light and Fast Muon Optimizer for Large Models
Feihu Huang ⋅ Yuning Luo ⋅ Songcan Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Densest $k$-Subgraph Mining and Diagonal Loading: Optimization Landscape and Finite-Step Exact Convergence Analysis
Qiheng Lu ⋅ Nicholas Sidiropoulos ⋅ Aritra Konar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Geometry of Sequential Learning: Lie-Bracket Prediction of Transfer Order
John Sweeney
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A proximal ADMM for multiblock problems with block anti-upper triangular constraints
Zhanwang Deng ⋅ Yuqiu Su ⋅ Wen Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Second-Order Bilevel Optimization with Accelerated Convergence Rates
Sheng Yang ⋅ Chengchang Liu ⋅ Lesi Chen ⋅ John C. S. Lui
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Tale of Two Problems: Multi-Task Bilevel Learning Meets Equality Constrained Multi-Objective Optimization
Zhiyao Zhang ⋅ Myeung Suk Oh ⋅ Zhen Qin ⋅ Jiaxiang Li ⋅ Xin Zhang ⋅ Jia (Kevin) Liu
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Loss-aware distributionally robust optimization via trainable optimal transport ambiguity sets
Jonas Ohnemus ⋅ Marta Fochesato ⋅ Riccardo Zuliani ⋅ John Lygeros
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning-to-Optimize via Deep Unfolded Flows
Augustinos Saravanos ⋅ Oswin So ⋅ H M Sabbir Ahmad ⋅ Chuchu Fan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Diffusion-based learning framework for Constrained Nonconvex Optimization with Weighted Bootstrapped Refinement
Shutong Ding ⋅ Yimiao Zhou ⋅ Ke Hu ⋅ Xi Yao ⋅ Junchi Yan ⋅ Xiaoying Tang ⋅ Ye Shi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Conflicting Biases at the Edge of Stability: Norm versus Sharpness Regularization
Maria Matveev ⋅ Vit Fojtik ⋅ Hung-Hsu Chou ⋅ Gitta Kutyniok ⋅ Johannes Maly
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Projection-Free Algorithms for Minimax Problems
Khanh-Hung Giang-Tran ⋅ Soroosh Shafiee ⋅ Nam Ho-Nguyen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Flatland: The Adventures of Gradient Descent with Large Step Sizes
Leonardo Galli ⋅ Curtis Fox ⋅ Wiebke Bartolomaeus ⋅ Mark Schmidt ⋅ Holger Rauhut
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Balanced LoRA: Removing Parameter Invariance to Accelerate Convergence
Valérie Castin ⋅ Kimia Nadjahi ⋅ Pierre Ablin ⋅ Gabriel Peyré
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fast Spectrally Sparse Signal Reconstruction via Jacobi-Preconditioned Gradient Descent
Jian-Feng Cai ⋅ Xueyang Quan ⋅ Yang Wang ⋅ Jiaxi Ying
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Optimization Trajectory of DeepWalk Embeddings
Christopher Harker ⋅ Aditya Bhaskara
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Joint Learning in the Gaussian Single Index Model
Loucas Pillaud-Vivien ⋅ Adrien Schertzer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Convergence of Adaptive Gradient Methods for Nonconvex Optimization
Dongruo Zhou ⋅ Jinghui Chen ⋅ Yuan Cao ⋅ Ziyan Yang ⋅ Quanquan Gu
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
An Exterior Method for Nonnegative Matrix Factorization
Qiujing Lu ⋅ Tonmoy Monsoor ⋅ Ehsan Ebrahimzadeh ⋅ Kartik Sharma ⋅ Vwani Roychowdhury
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Lyapunov Analysis to Algorithm Design in two-sided PL Minimax Optimization
Mansi Rankawat ⋅ Michael Muehlebach ⋅ Simon Lacoste-Julien ⋅ Damien Scieur
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Sharpness-Aware Minimization Can Hallucinate Minimizers
Chanwoong Park ⋅ Uijeong Jang ⋅ Ernest Ryu ⋅ Insoon Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Achieving Structurally Robust Gromov Wasserstein Distance via Adaptive Dual-Mask
Kangke Cheng ⋅ Jiawei Huang ⋅ Jingni Song ⋅ Wanlin Zhang ⋅ Bangxian Han ⋅ Hu Ding
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Dual Quaternion SE(3) Synchronization with Recovery Guarantees
Jianing Zhao ⋅ Linglingzhi Zhu ⋅ Anthony Man-Cho So
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
(De)-regularized Maximum Mean Discrepancy Gradient Flow
Zonghao Chen ⋅ Aratrika Mustafi ⋅ Pierre Glaser ⋅ Anna Korba ⋅ Arthur Gretton ⋅ Bharath K. Sriperumbudur
[ JMLR
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Softsignum: Smooth Your Signum For Better Heterogeneity Handling
Dmitrii Feoktistov ⋅ Andrey Veprikov ⋅ Amir Zainullin ⋅ Timofey Belinsky ⋅ Aleksandr Beznosikov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hom-PGD+: Fast Reparameterized Optimization over Non-convex Ball-Homeomorphic Set
Chenghao Liu ⋅ Enming Liang ⋅ Minghua Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MoSSP: A Momentum-Based Single-Loop Stochastic Penalty Method for Nonconvex Constrained DC Optimization
Luxuan Li ⋅ Xiao Wang ⋅ Chunfeng Cui
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Convergence of Steepest Descent and Adaptive Gradient Methods under Non-Uniform Smoothness
Sharan Vaswani ⋅ Yifan Sun ⋅ Reza Babanezhad
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
STLA: Spatiotemporal Lookahead Alignment for Post-Training Quantization
Zuqi Zhang ⋅ Chenghe Sun ⋅ Xiangyi Chu ⋅ Wei-Han Yu ⋅ Ka-Fai Un ⋅ Rui Martins ⋅ Pui-In Mak ⋅ Jiawei Xu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Exploiting Hankel-Toeplitz Structures for Fast Computation of Kernel Precision Matrices
Frida Viset ⋅ Anton Kullberg ⋅ Frederiek Wesel ⋅ Arno Solin
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Robust Bayes-Assisted Conformal Prediction
Kianoosh Ashouritaklimi ⋅ Stefano Cortinovis ⋅ Francois Caron
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation
Bohan Wu ⋅ David Blei
[ JMLR
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
BALLAST: Bayesian Active Learning with Look-ahead Amendment for Sea-drifter Trajectories under Spatio-Temporal Vector Fields
Rui-Yang Zhang ⋅ Henry Moss ⋅ Lachlan Astfalck ⋅ Edward Cripps ⋅ David Leslie
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SVRG and Beyond via Posterior Correction
Nico Daheim ⋅ Thomas Moellenhoff ⋅ James Ming Liang Ang ⋅ Mohammad Emtiyaz Khan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stochastic Gradient Variational Inference with Price's Gradient Estimator from Bures-Wasserstein to Parameter Space
Kyurae Kim ⋅ Qiang Fu ⋅ Yian Ma ⋅ Jacob Gardner ⋅ Trevor Campbell
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Inference-Time Forward-Process Alignment in Diffusion Models
Shigui Li ⋅ Delu Zeng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Policy Search via Bayesian Optimization with Temporal Difference Gaussian Processes
Armin Lederer ⋅ Anuj Srivastava ⋅ Marco Bagatella ⋅ Andreas Krause
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
LieStoNet: Learning Lie Symmetries from Spatiotemporal Data for Stochastic Dynamical Systems
Shida Liu ⋅ Abhishek Gupta ⋅ Sumit Sinha ⋅ L Mahadevan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Spectral Flow Matching: Stabilizing Stochastic GFlowNets via Frequency-Domain Regularization
Nadhir Hassen ⋅ Johan Verjans
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Gaussian Mean Field Variational Inference can Overestimate Predictive Variance
James Odgers ⋅ Ben Riegler ⋅ Siddharth Swaroop ⋅ Vincent Fortuin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Near-Universal Multiplicative Updates for Nonnegative Einsum Factorization
John Hood ⋅ Aaron Schein
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multi-Distribution Robust Conformal Prediction
YUQI YANG ⋅ Ying Jin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SIKA-GP: Accelerating Gaussian Process Inference with Sparse Inducing Kernel Approximations for Bayesian Deep Learning
Wenyuan Zhao ⋅ Rui Tuo ⋅ Chao Tian
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scalable Bayesian Inference for Nonlinear Conservation Laws
Tim Weiland ⋅ Philipp Hennig
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Nonparametric Distribution Regression Re-calibration
Ádám Jung ⋅ Domokos Kelen ⋅ Andras Benczur
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SpeedCP: Fast Kernel-based Conditional Conformal Prediction
Yating Liu ⋅ Yeo Jin Jung ⋅ Zixuan Wu ⋅ So Won Jeong ⋅ Claire Donnat
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Monotonic Variational Gaussian Process for Efficient Data Collection
Donghyun Lee ⋅ Young Myoung Ko
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Variational Inference for Uncertain Optimal Transport via Sinkhorn Parametrization
Ananyapam De ⋅ Linus Bleistein ⋅ Anton Thielmann ⋅ Benjamin Säfken
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Geometric Conformal Prediction with Spatial Ranks and Multivariate Quantiles
Anton Conrad ⋅ Eric Moulines ⋅ julien perez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Goal-Oriented Lower-Tail Calibration of Gaussian Processes for Bayesian Optimization
Aurélien Pion ⋅ Emmanuel Vazquez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Empirical Gaussian Processes
Jihao Andreas Lin ⋅ Sebastian Ament ⋅ Louis Tiao ⋅ David Eriksson ⋅ Maximilian Balandat ⋅ Eytan Bakshy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Particles Don’t Care About Z: Towards Scaling Entropy Estimation of Unnormalized Densities
Safa Messaoud ⋅ Skander Charni ⋅ Elaa Bouazza ⋅ Ali Pourghasemi ⋅ Halima Bensmail
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Doubly Outlier-Robust Online Infinite Hidden Markov Model
Horace Yiu ⋅ Leandro Sánchez-Betancourt ⋅ Alvaro Cartea ⋅ Gerardo Duran-Martin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mitigating Reward Hacking in RLHF via Bayesian Non-negative Reward Modeling
Zhibin Duan ⋅ Guowei Rong ⋅ Zhuo Li ⋅ Bo Chen ⋅ Mingyuan Zhou ⋅ Dandan Guo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Online Bayesian Experimental Design for Partially Observed Dynamical Systems
Sara Pérez-Vieites ⋅ Sahel Iqbal ⋅ Simo Särkkä ⋅ Dominik Baumann
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Amortized Simulation-Based Inference in Generalized Bayes via Neural Posterior Estimation
Shiyi Sun ⋅ Geoff Nicholls ⋅ Jeong Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Drift to Coherence: Stabilizing Beliefs in LLMs
SongEun Kim ⋅ Seungyoo Lee ⋅ Edwin Fong ⋅ Hyungi Lee ⋅ Juho Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improving Few-Shot Design Optimization By Exploiting Auxiliary Information
Arjun Mani ⋅ Carl Vondrick ⋅ Richard Zemel
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Cost-aware Stopping for Bayesian Optimization
Qian Xie ⋅ Linda Cai ⋅ Alexander Terenin ⋅ Peter Frazier ⋅ Ziv Scully
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Bayesian-LoRA: Probabilistic Low-Rank Adaptation of Large Language Models
Moule Lin ⋅ Shuhao Guan ⋅ Andrea Patane ⋅ David Gregg ⋅ Goetz Botterweck
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GPan-LoRA: Gaussian Process Amortized Networks for Bayesian Low-Rank Adaptation in Large Language Models
Weifeng Zhang ⋅ Wenyuan Zhao ⋅ Amir Hossein Rahmati ⋅ Yucheng Wang ⋅ Zhiyuan Wang ⋅ Chao Tian ⋅ Xiaoning Qian
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
$\alpha$-PFN: Fast Entropy Search via In-Context Learning
Herilalaina Rakotoarison ⋅ Steven Adriaensen ⋅ Tom Viering ⋅ Samuel Gabriel Müller ⋅ Carl Hvarfner ⋅ Frank Hutter ⋅ Eytan Bakshy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Flow Matching Calibration for Simulation-Based Inference under Model Misspecification
Pierre-Louis Ruhlmann ⋅ Michael Arbel ⋅ Florence Forbes ⋅ Pedro Luiz Coelho Rodrigues
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Normalized Energy Models for Linear Inverse Problems
Nicolas M Zilberstein ⋅ Florentin Guth ⋅ Santiago Segarra ⋅ Eero Simoncelli
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Symmetries in PAC-Bayesian Learning
Armin Beck ⋅ Peter Ochs
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Querying with AI Persona Priors
Kaizheng Wang ⋅ Yuhang Wu ⋅ Assaf Zeevi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Constrained Bayesian Experimental Design via Online Planning
Yujia Guo ⋅ Daolang Huang ⋅ Xinyu Zhang ⋅ Sammie Katt ⋅ Samuel Kaski ⋅ Ayush Bharti
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Kalman Linear Attention: Parallel Bayesian Filtering For Efficient Language Modeling and State Tracking
Vaisakh Shaj ⋅ Cameron Barker ⋅ Aidan Scannell ⋅ Andras Szecsenyi ⋅ Elliot Crowley ⋅ Amos Storkey
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
JADAI: Jointly Amortizing Adaptive Design and Bayesian Inference
Niels Bracher ⋅ Lars Kühmichel ⋅ Desi Ivanova ⋅ Xavier Intes ⋅ Paul Buerkner ⋅ Stefan Radev
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RED-HDP-HMM: Observation-Dependent Durations for Bayesian Nonparametric Sequential Models
Mikołaj Słupiński ⋅ Piotr Lipinski
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RoCA: Robust Cross-Domain End-to-End Autonomous Driving
Rajeev Yasarla ⋅ Shizhong Han ⋅ Hsin-Pai Cheng ⋅ Apratim Bhattacharyya ⋅ Shweta Mahajan ⋅ Litian Liu ⋅ Yunxiao Shi ⋅ Risheek Garrepalli ⋅ Hong Cai ⋅ Fatih Porikli
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search
Sizhe Tang ⋅ Zuyuan Zhang ⋅ Mahdi Imani ⋅ Tian Lan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Action Manifold Smoothing: A Lipschitz Pathway Perspective on High-Dimensional Reinforcement Learning
Zhihao Lin
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FLAC: Maximum Entropy RL via Kinetic Energy Regularized Bridge Matching
Lei Lv ⋅ Yunfei Li ⋅ Yu Luo ⋅ Fuchun Sun ⋅ Xiao Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Phase-Aware Mixture of Experts for Agentic Reinforcement Learning
Yang Shengtian ⋅ Yu Li ⋅ Shuo He ⋅ Yewen Li ⋅ Qingpeng Cai ⋅ Peng Jiang ⋅ Lei Feng
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A KL-regularization framework for learning to plan with adaptive priors
Álvaro Serra-Gómez ⋅ Daniel Jarne Ornia ⋅ Dhruva Tirumala ⋅ Thomas M Moerland
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Synthesizing world models for bilevel planning
Zergham Ahmed ⋅ Josh Tenenbaum ⋅ Chris Bates ⋅ Samuel Gershman
[ URL [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hierarchical Reinforcement Learning for Sparse-Reward Search in Commutative Algebra
Giorgi Butbaia ⋅ Paul Orland ⋅ Coco Huang ⋅ Davide Passaro ⋅ Lucas Fagan ⋅ Michele Tarquini ⋅ Hailong Dao ⋅ David Eisenbud ⋅ Ali Shehper ⋅ Sergei Gukov
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
UCPO: Uncertainty-Aware Policy Optimization
Xianzhou Zeng ⋅ Jing Huang ⋅ Chunmei Xie ⋅ Gongrui Nan ⋅ Siye Chen ⋅ Mengyu Lu ⋅ Weiqi Xiong ⋅ Qixuan Zhou ⋅ Junhao Zhang ⋅ Qiang Zhu ⋅ Yadong Li ⋅ Xingzhong Xu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Structure-Induced Information for Rerooting Levin Tree Search
Jake Tuero ⋅ Michael Buro ⋅ Levi Lelis ⋅ Laurent Orseau
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CPMöbius: Iterative Coach–Player Reasoning for Data-Free Reinforcement Learning
Ran Li ⋅ Zeyuan Liu ⋅ Yinghao Chen ⋅ Bingxiang He ⋅ Jiarui Yuan ⋅ Zixuan Fu ⋅ Weize Chen ⋅ Jinyi Hu ⋅ Chen Qian ⋅ Zhiyuan Liu ⋅ Maosong Sun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Twice Sequential Monte Carlo for Tree Search
Yaniv Oren ⋅ Joery de Vries ⋅ Pascal Van der Vaart ⋅ Matthijs T. J. Spaan ⋅ Wendelin Boehmer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Reinforcement Learning for Unobservable Random Delays
John Wikman ⋅ Alexandre Proutiere ⋅ David Broman
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TUR-DPO: Topology- and Uncertainty-Aware Direct Preference Optimization
Abdulhady abas ⋅ Fatemeh Daneshfar ⋅ Seyedali Mirjalili ⋅ Mourad Oussalah
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: RL Should Be Used to Adjust Foundation Models, NOT Abused
Ting Huang ⋅ Zeyu Zhang ⋅ Hao Tang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Distributional Active Inference
Abdullah Akgül ⋅ Gulcin Baykal ⋅ Manuel Haussmann ⋅ Mustafa Mert Çelikok ⋅ Melih Kandemir
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimizing Return Distributions with Distributional Dynamic Programming
Bernardo Ávila Pires ⋅ Mark Rowland ⋅ Diana Borsa ⋅ Zhaohan Guo ⋅ Khimya Khetarpal ⋅ Andre Barreto ⋅ David Abel ⋅ R{{\'e}}mi Munos ⋅ Will Dabney
[ JMLR
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Laplacian Representations for Decision-Time Planning
Dikshant Shehmar ⋅ Matthew Schlegel ⋅ Matthew Taylor ⋅ Marlos C. Machado
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Credit-assigned Policy Gradient for Early Stage Retrieval in Two-stage Ranking
Haruka Kiyohara ⋅ Mihaela Curmei ⋅ Ariel Evnine ⋅ Shankar Kalyanaraman ⋅ Israel Nir ⋅ Ana-Roxana Pop ⋅ Nitzan Razin ⋅ Sarah Dean ⋅ Thorsten Joachims ⋅ Udi Weinsberg
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Joint-Space Empowerment as a Theory of Dexterous Motor Coordination
James Heald ⋅ Vittorio Caggiano ⋅ Vikash Kumar ⋅ Maneesh Sahani
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization
Yuexuan Wang ⋅ Jingyuan Zhou ⋅ Kaidi Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
GTPO and GRPO-S: Token and Sequence-Level Reward Shaping with Policy Entropy
HONGZE TAN ⋅ Zihan Wang ⋅ Jianfei Pan ⋅ Jinghao Lin ⋅ Hao Wang ⋅ Yifan Wu ⋅ Tao Chen ⋅ Zhihang Zheng ⋅ Tang ⋅ Haihua Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning the Minimum Action Distance
Lorenzo Steccanella ⋅ Joshua B. Evans ⋅ Özgür Şimşek ⋅ Anders Jonsson
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Action-Sufficient Goal Representations
Jinu Hyeon ⋅ Woobin Park ⋅ Hongjoon Ahn ⋅ Taesup Moon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Structured Expert Routing with Multi-View Task Priors for Offline Meta-Reinforcement Learning
Yisen Zhao ⋅ Peixi Peng ⋅ Xinyu Hu ⋅ Cong Li ⋅ Zhan Su ⋅ Zhuojian Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Chunk-Guided Q-Learning
Gwanwoo Song ⋅ Kwanyoung Park ⋅ Youngwoon Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Offline Reinforcement Learning with Universal Horizon Models
Hojun Chung ⋅ Junseo Lee ⋅ Songhwai Oh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Video-Based Optimal Transport for Feedback-Efficient Offline Preference-Based Reinforcement Learning
Minh-Tung Luu ⋅ Hwanhee Kim ⋅ Younghwan Lee ⋅ Chang Yoo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Causal Flow Q-Learning for Robust Offline Reinforcement Learning
Mingxuan Li ⋅ Junzhe Zhang ⋅ Elias Bareinboim
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DRIVE: Distributional and Retrieval-Augmented Bidding with Value Evaluation
Miduo Cui ⋅ Haochen Wang ⋅ Shangqin Mao ⋅ Xun Yang ⋅ Qianlong Xie ⋅ Xingxing Wang ⋅ Xuri Ge ⋅ Ying Zhou ⋅ Zhiwei XU
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Reward-Free Representations to Preferences: Rethinking Offline Preference-Based Reinforcement Learning
Jun-Jie Yang ⋅ Chia-Heng Hsu ⋅ Kui-Yuan Chen ⋅ Ping-Chun Hsieh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Long-Horizon Model-Based Offline Reinforcement Learning Without Conservatism
Tianwei Ni ⋅ Esther Derman ⋅ Vineet Jain ⋅ Vincent Taboga ⋅ Siamak Ravanbakhsh ⋅ Pierre-Luc Bacon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Offline Reinforcement Learning with Generative Trajectory Policies
Xinsong Feng ⋅ Leshu Tang ⋅ Chenan Wang ⋅ Haipeng Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Quasimetric Mapping : Principled Topological Abstraction for Robust Offline Goal-Conditioned Navigation
Anthony Kobanda ⋅ Waris Radji ⋅ Odalric-Ambrym Maillard ⋅ Rémy Portelas
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning
Xuyang Chen ⋅ Keyu Yan ⋅ Guojian Wang ⋅ Lin Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Improving Zero-Shot Offline RL via Behavioral Task Sampling
Nazim Bendib ⋅ Nicolas Perrin-Gilbert ⋅ Olivier Sigaud
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
HTAC: Hierarchical Task-Aware Composition for Continual Offline Reinforcement Learning
Qiyang Zhou ⋅ Xu Ruihang ⋅ Peng Wang ⋅ Wenjie Lu ⋅ Xiaochun Cao ⋅ Naiqiang Tan ⋅ Li Shen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Compositional Transduction with Latent Analogies for Offline Goal-Conditioned Reinforcement Learning
Junseok Kim ⋅ Dohyeong Kim ⋅ Mineui Hong ⋅ Songhwai Oh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Trajectory-Level Data Augmentation for Offline Reinforcement Learning
Tobias Schmähling ⋅ Matthias Burkhardt ⋅ Tobias Windisch
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Unifying Value Alignment and Assignment in Cross-Domain Offline Reinforcement Learning with Heterogeneous Datasets
Zhongjian Qiao ⋅ Jiafei Lyu ⋅ Chenjia Bai ⋅ Peisong Wang ⋅ Siyang Gao ⋅ Shuang Qiu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Return-to-Go Is More Than a Number: Q-Guided Alignment for Return-Conditioned Supervised Learning
Yuxiao Yang ⋅ Weitong Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Offline Reinforcement Learning of High-Quality Behaviors Under Robust Style Alignment
Mathieu Petitbois ⋅ Rémy Portelas ⋅ sylvain lamprier
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reward-Preserving Counterfactual State Editing for Offline Reinforcement Learning
Siyu Wang ⋅ Xiaocong Chen ⋅ Mingming Gong ⋅ Yong Li ⋅ Quan Sheng ⋅ Lina Yao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Test-Time Graph Search for Goal-Conditioned Reinforcement Learning
Evgenii Opryshko ⋅ Junwei Quan ⋅ Claas Voelcker ⋅ Yilun Du ⋅ Igor Gilitschenski
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Chain-of-Goals Hierarchical Policy for Long-Horizon Offline Goal-Conditioned RL
Jinwoo Choi ⋅ Sang-Hyun Lee ⋅ Seung-Woo Seo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Latent Representation Alignment for Offline Goal-Conditioned Reinforcement Learning
Hyungkyu Kang ⋅ Byeongchan Kim ⋅ Min-hwan Oh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Toward Subspace-Perturbed Trajectory-Aware Backdoor Attacks in Deep Reinforcement Learning
Yaguan Qian ⋅ Taining Zhang ⋅ Qiqi Bao ⋅ Yanru Guo ⋅ Lufang Zhang ⋅ Zhaoquan Gu ⋅ Shouling Ji ⋅ Bin Wang ⋅ Zhen Lei
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Stable Deep Reinforcement Learning via Isotropic Gaussian Representations
Ali Saheb pasand ⋅ Johan Obando-Ceron ⋅ Aaron Courville ⋅ Pouya Bashivan ⋅ Pablo Samuel Castro
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Human-in-the-Loop Policy Optimization for Preference-Based Multi-Objective Reinforcement Learning
Tianmeng Hu ⋅ Biao Luo ⋅ Ke Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Multivariate distributional reinforcement learning using sliced divergences
Baptiste Debes ⋅ Tinne Tuytelaars
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Revisiting Regularized Policy Optimization for Stable and Efficient Reinforcement Learning in Two-Player Games
Kazuki Ota ⋅ Takayuki Osa ⋅ Motoki Omura ⋅ Tatsuya Harada
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Accelerating Q-learning through Efficient Value-sharing across Actions
Prabhat Nagarajan ⋅ Brett Daley ⋅ Martha White ⋅ Marlos C. Machado
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Robust In-Context Reinforcement Learning Under Reward Poisoning Attacks
Paulius Sasnauskas ⋅ Yiğit Yalın ⋅ Goran Radanovic
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Prioritized Model Experience Replay
Muxi Tao ⋅ jiangtao wen ⋅ Yuxing Han
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Latent Spherical Flow Policy for Reinforcement Learning with Combinatorial Actions
Lingkai Kong ⋅ Anagha Satish ⋅ Hezi Jiang ⋅ Akseli Kangaslahti ⋅ Andrew Ma ⋅ Wenbo Chen ⋅ Mingxiao Song ⋅ Lily Xu ⋅ Milind Tambe
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Lagrangian Perturbation Diffusion Steering: Latent Reinforcement Learning for Generative Policies
Hikmet Simsir ⋅ Ozgur S. Oguz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Expected Returns and Policy Inconsistency-Aware Offline Federated Deep Reinforcement Learning
Meng XU ⋅ Zhongying Chen ⋅ Weiwei Fu ⋅ Yan Li ⋅ Shuguang Wang ⋅ Jianping Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Compositional Planning with Jumpy World Models
Jesse Farebrother ⋅ Matteo Pirotta ⋅ Andrea Tirinzoni ⋅ Marc Bellemare ⋅ Alessandro Lazaric ⋅ Ahmed Touati
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Differentiable Weightless Controllers: Learning Logic Circuits for Continuous Control
Fabian Kresse ⋅ Christoph Lampert
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Harmonized Dual Policy Improvement for Model-based Reinforcement Learning
Guojian Zhan ⋅ Likun Wang ⋅ Feihong Zhang ⋅ Yang Guan ⋅ Shengbo Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Efficient and Uncertainty-Aware Diffusion Framework for Offline-to-Online Reinforcement Learning
Ha Manh Bui ⋅ Metod Jazbec ⋅ Eric Nalisnick ⋅ Anqi Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Tracking Drift: Variation-Aware Entropy Scheduling for Non-Stationary Reinforcement Learning
Tongxi Wang ⋅ Zhuoyang Xia ⋅ Xinran Chen ⋅ Shan Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Test-time Offline Reinforcement Learning on Goal-related Experience
Marco Bagatella ⋅ Mert Albaba ⋅ Jonas Hübotter ⋅ Georg Martius ⋅ Andreas Krause
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CoRe: Combined Rewards with Vision-Language Model Feedback for Preference-Aligned Reinforcement Learning
Hexian Ni ⋅ Tao Lu ⋅ Yinghao Cai
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scalable Option Learning in High-Throughput Environments
Mikael Henaff ⋅ Scott Fujimoto ⋅ Michael Matthews ⋅ Michael Rabbat
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TraCeS: Learning Per-Timestep Constraint-Violation Credit from Sparse Trajectory-Level Labels
Siow Meng Low ⋅ Ze Gong ⋅ Akshat Kumar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Covariance Volume Maximization for Embodied Latent Exploration in Deep Reinforcement Learning
Yiming Wang ⋅ Yiheng Zhang ⋅ Kaiyan Zhao ⋅ Xingjie Zuo ⋅ Xingyu Liu ⋅ Xuetao Li ⋅ Furui Liu ⋅ Bo An ⋅ Leong Hou U
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PAMD: Structured Adaptive Distances for Bisimulation Representations in Visual Reinforcement Learning
Daegyeong Roh ⋅ Juho Bae ⋅ Han-Lim Choi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Debiased Model-based Representations for Sample-efficient Continuous Control
Jiafei Lyu ⋅ Zichuan Lin ⋅ Scott Fujimoto ⋅ Kai Yang ⋅ Yangkun Chen ⋅ Saiyong Yang ⋅ Zongqing Lu ⋅ Deheng Ye
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
R2R2: Robust Representation for Intensive Experience Reuse via Redundancy Reduction in Self-Predictive Learning
Sanghyeob Song ⋅ Donghyeok Lee ⋅ Jinsik Kim ⋅ Sungroh Yoon
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Uncertainty-Guided Exploration and Stable Planning for Sparse-Reward Manipulation from Limited Demonstrations
Haowen Sun ⋅ Liqi Huang ⋅ Mingyang Li ⋅ Sihua Ren ⋅ Xinzhe Chen ⋅ Chengzhong Ma ⋅ Zeyang Liu ⋅ Xingyu Chen ⋅ Xuguang Lan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Return-Critic: Bridging Goal Discrepancy for Efficient Visual Reinforcement Learning
Ruyi Lu ⋅ Xuesong Wang ⋅ Hengrui Zhang ⋅ Yuhu Cheng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Multi-Timescale Abstractions for Hierarchical Combinatorial Planning
Vivienne Huiling Wang ⋅ Tinghuai Wang ⋅ Joni Pajarinen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Zero-Shot Off-Policy Learning
Arip Asadulaev ⋅ Maksim Bobrin ⋅ Salem Lahlou ⋅ Dmitry V. Dylov ⋅ Fakhri Karray ⋅ Martin Takac
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ICR-RL: Deep Reinforcement Learning via In-Context-Regression
David Schiff ⋅ Ofir Lindenbaum ⋅ Yonathan Efroni
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RN-D: Discretized Categorical Actors with Regularized Networks for On-Policy Reinforcement Learning
Yuexin Bian ⋅ Jie Feng ⋅ Tao Wang ⋅ Yijiang Li ⋅ Sicun Gao ⋅ Yuanyuan Shi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Structured Reasoning via Tractable Trajectory Control
Po-Nien Kung ⋅ Zhen Yang ⋅ Jeffrey Luo ⋅ Cheng-Fu Yang ⋅ Haikang Deng ⋅ Zi-Yi Dou ⋅ Yinfei Yang ⋅ Nanyun Peng ⋅ Zhe Gan ⋅ Kai-Wei Chang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reinforcement Learning with Discrete Diffusion Policies for Combinatorial Action Spaces
Haitong Ma ⋅ Ofir Nabati ⋅ Aviv Rosenberg ⋅ Bo Dai ⋅ Oran Lang ⋅ Craig Boutilier ⋅ Na Li ⋅ Shie Mannor ⋅ Lior Shani ⋅ Guy Tennenholtz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CSPO: Constraint-Sensitive Policy Optimization for Safe Reinforcement Learning
Ayoub Belouadah ⋅ Sylvain Kubler ⋅ YVES LE TRAON
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Taming the Aleatoric Impulse in Off-Policy Reinforcement Learning
Zhouyang Yu ⋅ Guojian Zhan ⋅ Yang Guan ⋅ Jingliang Duan ⋅ Letian Tao ⋅ Shengbo Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Direct Flow Q-Learning
Shicheng Cao ⋅ Jingrui Jia ⋅ Wenyu Li ⋅ Feng Duan ⋅ Tao Zhang ⋅ Shengbo Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
What Makes Value Learning Efficient in Residual Reinforcement Learning?
Guozheng Ma ⋅ Lu Li ⋅ Haoyu Wang ⋅ Zixuan Liu ⋅ Pierre-Luc Bacon ⋅ Dacheng Tao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SPHERE: Mitigating the Loss of Spectral Plasticity in Mixture-of-Experts for Deep Reinforcement Learning
Lirui Luo ⋅ Guoxi Zhang ⋅ Hongming Xu ⋅ Cong Fang ⋅ Qing Li
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Agent Should Invoke External Tools ONLY When Epistemically Necessary
Hongru WANG ⋅ Cheng Qian ⋅ Manling Li ⋅ Jiahao Qiu ⋅ Boyang XUE ⋅ Mengdi Wang ⋅ Heng Ji ⋅ Amos Storkey ⋅ Kam-Fai Wong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents
Xiang Liu ⋅ Sa Song ⋅ Zhaowei Zhang ⋅ Ceyao Zhang ⋅ Huiying Lan ⋅ Jason Zeng ⋅ Ming Wu ⋅ Michael Heinrich ⋅ Yong Sun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PrivAct: Internalizing Contextual Privacy Preservation via Multi-Agent Preference Training
Yuhan Cheng ⋅ Hancheng Ye ⋅ Hai Li ⋅ Jingwei Sun ⋅ Yiran Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning
Sunwoo Lee ⋅ Mingu Kang ⋅ Yonghyeon Jo ⋅ Seungyul Han
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Agentic AI systems should be making Bayes-consistent decisions
Theodore Papamarkou ⋅ Pierre Alquier ⋅ Matthias Bauer ⋅ Wray Buntine ⋅ Andrew Davison ⋅ Gintare Karolina Dziugaite ⋅ Maurizio Filippone ⋅ Andrew Y. K. Foong ⋅ Vincent Fortuin ⋅ Dimitris Fouskakis ⋅ Jes Frellsen ⋅ Eyke Hüllermeier ⋅ Theofanis Karaletsos ⋅ Mohammad Emtiyaz Khan ⋅ Nikita Kotelevskii ⋅ Salem Lahlou ⋅ Yingzhen Li ⋅ Fang Liu ⋅ Clare Lyle ⋅ Thomas Moellenhoff ⋅ Konstantina Palla ⋅ Maxim Panov ⋅ Yusuf Sale ⋅ Kajetan Schweighofer ⋅ Artem Shelmanov ⋅ Siddharth Swaroop ⋅ Martin Trapp ⋅ Willem Waegeman ⋅ Andrew Wilson ⋅ Alexey Zaytsev
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Cycle-of-Science: Reliable Reasoning through Counterfactual Verification for Agent Decision Making
Ruojie Zhang ⋅ Wencheng Zhu ⋅ Peiyuan Jiang ⋅ dayong zhu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning Disentangled Multi-Agent World Model for Decentralized Control
Di Xue ⋅ Jing Jiang ⋅ Shaowei Zhang ⋅ Wenhao Guo ⋅ lei yuan ⋅ Zongzhang Zhang ⋅ Yang Yu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Agentic AI Is a Foreseeable Pathway to AGI
Junwei Liao ⋅ Shuai Li ⋅ Muning Wen ⋅ Jun Wang ⋅ Weinan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Multi-Agent Explainability Needs Contracts Before Methods
Hak Kim ⋅ Benjamin Huh ⋅ Soroush Vosoughi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning to Share: Selective Memory for Efficient Parallel Agentic Systems
Joseph Fioresi ⋅ Ashmal Vayani ⋅ Parth Parag Kulkarni ⋅ Song Wang ⋅ Mubarak Shah
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Local Policies for Graph-Structured Markov Decision Processes
Fathima Faizal ⋅ Asuman Ozdaglar ⋅ Martin Wainwright
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Recurrent Structural Policy Gradient for Partially Observable Mean Field Games
Clarisse Wibault ⋅ Sebastian Towers ⋅ Tiphaine Wibault ⋅ Juan Duque ⋅ Johannes Forkel ⋅ George Whittle ⋅ Andreas Schaab ⋅ Chiyuan Wang ⋅ Yucheng Yang ⋅ Michael A Osborne ⋅ Benjamin Moll ⋅ Jakob Foerster
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Emergent Communication Under Misinformation
Heeyoung Lee ⋅ Kyungwoo Song
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Conversation for Non-verifiable Learning: Self-Evolving Large Language Models through Meta-Evaluation
Yuan Sui ⋅ Bryan Hooi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FlowMAP: Flow Matching for Generalizable Agent Planning
Jiarun Fu ⋅ Lizhong Ding ⋅ Qiuning Wei ⋅ Zhaohuan Linghu ⋅ Yurong Cheng ⋅ Changsheng Li ⋅ Tianlong Gu ⋅ Liang Chang ⋅ Ye Yuan ⋅ Guoren Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Multi-Agent Systems Should Prioritize Concurrency Control
Xin Yang ⋅ Letian Li ⋅ Zimo Ji ⋅ Terry Zhang ⋅ Wenyuan Jiang
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Distributionally Robust Markov Games with Average Reward
Zachary Roch ⋅ Yue Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Agentic Systems Should be General
Elron Bandel ⋅ Asaf Yehudai ⋅ Alexandre Lacoste ⋅ Avijit Ghosh ⋅ Graham Neubig ⋅ Margaret Mitchell ⋅ Michal Shmueli-Scheuer ⋅ Leshem Choshen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TABX: A High-Throughput Sandbox Battle Simulator for Multi-Agent Reinforcement Learning
Hayeong Lee ⋅ JunHyeok Oh ⋅ Byung-Jun Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Digital Agents Require Unified Agent-Native Environments
Yiran Wu ⋅ Jiale Liu ⋅ Jieyu Zhang ⋅ Yaolun Zhang ⋅ Shilong Liu ⋅ Chi Wang ⋅ Mengdi Wang ⋅ Huazheng Wang ⋅ Qingyun Wu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Collaborative Agentic AI Needs Interoperability Across Ecosystems
Rishi Sharma ⋅ Martijn de Vos ⋅ Pradyumna Chari ⋅ Ramesh Raskar ⋅ Anne-Marie Kermarrec
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Epistemic Gain, Aleatoric Cost: Uncertainty Decomposition in Multi-Agent Debate for Math Reasoning
Dan Qiao ⋅ Binbin Chen ⋅ Fengyu Cai ⋅ Jianlong Chen ⋅ Wenhao Li ⋅ Fuxin Jiang ⋅ Zuzhi Chen ⋅ Tieying Zhang ⋅ Hongyuan Zha ⋅ Baoxiang Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Want Better ML Reviews? Stop Asking Nicely and Start Incentivizing with a Credit System
Shaochen (Henry) Zhong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
De-attribute to Forget for LLM Unlearning
Xinyang Lu ⋅ Jiabao Pan ⋅ Rachael Hwee Ling Sim ⋅ See-Kiong Ng ⋅ Anthony Tung ⋅ Bryan Kian Hsiang Low
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Large Language Models Develop Novel Social Biases Through Adaptive Exploration
Addison J. Wu ⋅ Ryan Liu ⋅ Xuechunzi Bai ⋅ Thomas Griffiths
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Regulating Algorithms Is Not Enough. A Study of Content Discovery in Online Platforms
Rebecca Salganik ⋅ Guillaume Salha-Galvan ⋅ Adelaida Afilipoaie ⋅ Gustavo Ferreira ⋅ Valdy Wiratama ⋅ Anson Kahng ⋅ Jian Kang ⋅ Heritiana Ranaivoson
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Stop Automating Peer Review Without Rigorous Evaluation
Joachim Baumann ⋅ Jiaxin Pei ⋅ Sanmi Koyejo ⋅ Dirk Hovy
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Token Taxes Can Mitigate AI's Economic Risks
Lucas Irwin ⋅ Tung-Yu Wu ⋅ Fazl Barez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Watermarking Graph Neural Networks via Explanations for Ownership Protection
Jane Downer ⋅ Yingdan Shi ⋅ Ziyan Liu ⋅ Ren Wang ⋅ Binghui Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Stop Preaching and Start Practising Data Frugality for Responsible Development of AI
Sophia N. Wilson ⋅ Guðrún Guðmundsdóttir ⋅ Andrew Millard ⋅ Raghavendra Selvan ⋅ Sebastian Mair
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: The Term “Machine Unlearning” Is Overused in LLMs
Sangyeon Yoon ⋅ Yeachan Jun ⋅ Albert No
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: The AI Imperative: Scaling High-Quality Peer Review in Machine Learning
Qiyao Wei ⋅ Samuel Holt ⋅ Jing Yang ⋅ Markus Wulfmeier ⋅ Mihaela van der Schaar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Hugging Carbon: Quantifying the Training Carbon Emissions of AI Models at Scale
Xinlei Wang ⋅ Ruibo Ming ⋅ Jing Qiu ⋅ Junhua Zhao ⋅ Jinjin Gu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Peer Review in ML/AI Conferences Should Separate Publication from Presentation and Offer Non-Anonymous Review Tracks
Nihar Shah
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Who’s in Charge? Disempowerment Patterns in Real-World LLM Usage
Mrinank Sharma ⋅ Miles McCain ⋅ Raymond Douglas ⋅ David Duvenaud
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Resting Neurons, Active Insights: Robustify Activation Sparsity for Large Language Models
Haotian Xu ⋅ Jiannan Yang ⋅ Tian Gao ⋅ Lily Weng ⋅ Tengfei Ma
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Close Look at Negative Label Guided Out-of-distribution Detection in Pre-trained Vision-Language Models
Bo Peng ⋅ Jie Lu ⋅ Guangquan Zhang ⋅ zhen fang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Talk, Judge, Cooperate: Gossip-Driven Indirect Reciprocity in Self-Interested LLM Agents
Shuhui Zhu ⋅ Yue Lin ⋅ Shriya Kaistha ⋅ Wenhao Li ⋅ Baoxiang Wang ⋅ Hongyuan Zha ⋅ Gillian Hadfield ⋅ Pascal Poupart
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Machine Learning Research Should Be Guided by Explicit, Pluralistic Models of Human Purpose
Utsav Gupta
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Exploring Nonlinear Pathway in Parameter Space for Machine Unlearning
Yingdan Shi ⋅ Ren Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Exposing Hidden Biases in Text-to-Image Models via Automated Prompt Search
Manos Plitsis ⋅ Giorgos Bouritsas ⋅ Vassilis Katsouros ⋅ Yannis Panagakis
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Evaluating Contextual Illegality: AI Compliance in Corporate Law Scenarios
Hilal Aka ⋅ joseph kwon ⋅ Noam Kolt
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Irresponsible AI: big tech’s influence on AI research and associated impacts
Alex Hernandez-Garcia ⋅ Alexandra Volokhova ⋅ Ezekiel Williams ⋅ Dounia Shaaban Kabakibo ⋅ Mélisande Teng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Linear Ensembles Wash Away Watermarks: On the Fragility of Distributional Perturbations in LLMs
Zhihao Wu ⋅ Gracia Gong ⋅ Qinglin Zhu ⋅ Yudong Chen ⋅ Runcong Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Proximal Decoding: Provably Reducing Copyright Risk for Any Language Model
Jacqueline He ⋅ Jonathan Hayase ⋅ Scott Yih ⋅ Sewoong Oh ⋅ Luke Zettlemoyer ⋅ Pang Wei Koh
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
How does Bayesian Sampling help Membership Inference Attacks?
Zhenlong Liu ⋅ Wenyu Jiang ⋅ Feng Zhou ⋅ Hongxin Wei
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Three Years of r/ChatGPT: Societal Impact Evaluations from Social Media Data
Jessica Dai ⋅ Sean Garcia ⋅ Emma Pierson ⋅ Benjamin Recht ⋅ Nika Haghtalab
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives
Ander Artola Velasco ⋅ Stratis Tsirtsis ⋅ Nastaran Okati ⋅ Manuel Gomez-Rodriguez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Concept Concentration for Faithful Representation Intervention
Hongzheng Yang ⋅ Yongqiang Chen ⋅ Zeyu Qin ⋅ Tongliang Liu ⋅ Chaowei Xiao ⋅ Kun Zhang ⋅ Bo Han
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: If open source is to win, it must go public
Joshua Tan ⋅ Nicholas Vincent ⋅ Katherine Elkins ⋅ Magnus Sahlgren ⋅ Joseph Low ⋅ David Pham ⋅ Sampo Pyysalo ⋅ Jenia Jitsev
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Regularization in the Axiomatic Approach to Learning from Human Preferences
Ezgi Korkmaz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: From Crowdsourcing to Crowd-LLM-Sourcing and LLM-Sourcing
Jiyi Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Cold-Start Personalization via Training-Free Priors from Structured World Models
Avinandan Bose ⋅ Stella Li ⋅ Faeze Brahman ⋅ Pang Wei Koh ⋅ Simon Du ⋅ Yulia Tsvetkov ⋅ Maryam Fazel ⋅ Lin Xiao ⋅ Asli Celikyilmaz
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Incentivizing Truthfulness and Collaborative Fairness in Bayesian Learning
Rachael Hwee Ling Sim ⋅ Jue Fan ⋅ Xiao Tian ⋅ Xinyi Xu ⋅ Patrick Jaillet ⋅ Bryan Kian Hsiang Low
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Quantifying Biases in LLM-as-a-Judge Evaluations
Magda Dubois ⋅ Harry Coppock ⋅ Mario Giulianelli ⋅ Ole Jorgensen ⋅ Timo Flesch ⋅ Lennart Luettgau ⋅ Cozmin Ududec
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Data Provenance Auditing of Fine-Tuned Large Language Models with a Text-Preserving Technique
Yanming Li ⋅ Cédric Eichler ⋅ Nicolas Anciaux ⋅ Alexandra Bensamoun ⋅ Lorena Gonzalez-Manzano ⋅ Seifeddine Ghozzi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Ensembling Sparse Autoencoders
Soham Gadgil ⋅ Chris Lin ⋅ Su-In Lee
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Steering at the Source: Style Modulation Heads for Robust Persona Control
Yoshihiro Izawa ⋅ Gouki Minegishi ⋅ Koshi Eguchi ⋅ Sosuke Hosokawa ⋅ Kenjiro Taura
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SAEmnesia: Erasing Concepts in Diffusion Models with Supervised Sparse Autoencoders
Enrico Cassano ⋅ Riccardo Renzulli ⋅ Marco Nurisso ⋅ Mirko Zaffaroni ⋅ Alan Perotti ⋅ Marco Grangetto
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MAnchors: Memorization-Based Acceleration of Anchors via Rule Reuse and Transformation
Haonan Yu ⋅ Junhao Liu ⋅ Xin Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Provably Adaptive Linear Approximation for the Shapley Value and Beyond
Weida Li ⋅ Yaoliang Yu ⋅ Bryan Kian Hsiang Low
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Rashomon Sets of Falling Trees
Varun Babbar ⋅ Zachery Boner ⋅ Margo Seltzer ⋅ Cynthia Rudin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PolySAE: Modeling Feature Interactions in Sparse Autoencoders via Polynomial Decoding
Panagiotis Koromilas ⋅ Andreas Demou ⋅ James Oldfield ⋅ Yannis Panagakis ⋅ Mihalis Nicolaou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Weight-sparse transformers have interpretable circuits
Leo Gao ⋅ Achyuta Rajaram ⋅ Jacob Coxon ⋅ Soham Govande ⋅ Bowen Baker ⋅ Daniel Mossing
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FakeWorld 1.0: An Omni modal Benchmark for Fake Media and Content
Yifeng Gao ⋅ Yifan Ding ⋅ Li Wang ⋅ Feida Huang ⋅ Ye Sun ⋅ Yixu Wang ⋅ Xin Wang ⋅ Yutao Wu ⋅ Hanxun Huang ⋅ Yunhao Feng ⋅ Yingshui Tan ⋅ Xingjun Ma ⋅ Yu-Gang Jiang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mechanistic Anomaly Detection via Functional Attribution
Hugo Lyons Keenan ⋅ Sarah Erfani ⋅ Christopher Leckie
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Emergent Analogical Reasoning in Transformers
Gouki Minegishi ⋅ Jingyuan Feng ⋅ Hiroki Furuta ⋅ Takeshi Kojima ⋅ Yusuke Iwasawa ⋅ Yutaka Matsuo
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mechanistic Data Attribution: Tracing the Training Origins of Interpretable LLM Units
Jianhui Chen ⋅ Yuzhang Luo ⋅ Liangming Pan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CB-SLICE: Concept-Based Interpretable Error Slice Discovery
Yael Konforti ⋅ Mateo Espinosa Zarlenga ⋅ Elaf Almahmoud ⋅ Mateja Jamnik
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adversarial Vulnerability from Interference Between Features in Superposition
Edward Stevinson ⋅ Lucas Prieto ⋅ Melih Barsbey ⋅ Tolga Birdal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
An Odd Estimator for Shapley Values
Fabian Fumagalli ⋅ Landon Butler ⋅ Justin S. Kang ⋅ Kannan Ramchandran ⋅ R. Teal Witter
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Deep neural networks divide and conquer dihedral multiplication
Sihui Wei ⋅ Gavin McCracken ⋅ Gabriela Moisescu-Pareja ⋅ Harley Wiltzer ⋅ Doina Precup ⋅ Irina Rish ⋅ Jonathan Love
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Algorithmic Recourse of In-Context Learning for Tabular Data
Wenshuo Dong ⋅ Jiaming Zhang ⋅ Shaopeng Fu ⋅ Hongbin Lin ⋅ Di Wang ⋅ Lijie Hu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Activation Oracles: Training and Evaluating LLMs as General-Purpose Activation Explainers
Adam Karvonen ⋅ James Chua ⋅ Clément Dumas ⋅ Kit Fraser-Taliente ⋅ Subhash Kantamneni ⋅ Julian Minder ⋅ Euan Ong ⋅ Arnab Sen Sharma ⋅ Daniel Wen ⋅ Owain Evans ⋅ Samuel Marks
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Ariadne's Thread of LipSync: Unraveling Forgeries via Inconsistency between Lip Motions and Head Poses
Tianyi She ⋅ Jiawei Liu ⋅ Weifeng Liu ⋅ Hanqing Zhao ⋅ Weiming Zhang ⋅ Kejiang Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimal Transport Group Counterfactual Explanations
Enrique Valero-Leal ⋅ Bernd Bischl ⋅ Pedro Larrañaga ⋅ Concha Bielza ⋅ Giuseppe Casalicchio
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Query Lens: Interpreting Sparse Key-Value Features with Indirect Effects
Hwiyeong Lee ⋅ Ingyu Bang ⋅ Uiji Hwang ⋅ Hyelim Lim ⋅ Taeuk Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Target-Agnostic Calibration under Distribution Shift with Frequency-Aware Gradient Rectification
Yilin Zhang ⋅ Cai Xu ⋅ You Wu ⋅ Ziyu Guan ⋅ Wei Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Expert Strikes Back: Interpreting Mixture-of-Experts Language Models at Expert Level
Jeremy Herbst ⋅ Jae Hee Lee ⋅ Stefan Wermter
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: In Defense of Information Leakage in Concept-based Models
Mateo Espinosa Zarlenga
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Computing Provable Bounds for Exact Shapley Values of Neural Networks
David Boetius ⋅ Shahaf Bassan ⋅ Guy Katz ⋅ Stefan Leue ⋅ Tobias Sutter
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
All Circuits Lead to Rome: Rethinking Functional Anisotropy in Circuit and Sheaf Discovery for LLMs
Xi Chen ⋅ Mingyu Jin ⋅ Jingcheng (Frank) Niu ⋅ Yutong Yin ⋅ Jinman Zhao ⋅ Bangwei Guo ⋅ Dimitris Metaxas ⋅ Zhaoran Wang ⋅ Yutao Yue ⋅ Gerald Penn
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
MetaOthello: A Controlled Study of Multiple World Models in Transformers
Aviral Chawla ⋅ Galen Hall ⋅ Juniper Lovato
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RouterInterp: Understanding Superposed Specialisation in Mixture of Experts Routing
Ilya Lasy ⋅ Nora Cai ⋅ Kola Ayonrinde
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Sparse Relaxed-Lasso Steering: Automatic Sparse-Autoencoder Feature Selection for Precise Image Editing
Zongxin Liu ⋅ Xiaoyong Xue ⋅ Sun Weidi ⋅ Shengchao Qin ⋅ Lijun Zhang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Priority-Aware Shapley Value
Kiljae Lee ⋅ Ziqi Liu ⋅ Weijing Tang ⋅ Yuan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
$\texttt{ShaplEIG}$: Bayesian Experimental Design for Shapley Value Estimation
David Rundel ⋅ Fabian Fumagalli ⋅ Maximilian Muschalik ⋅ Bernd Bischl ⋅ Matthias Feurer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Interpretable Embeddings with Sparse Autoencoders: A Data Analysis Toolkit
Nick Jiang ⋅ Xiaoqing Sun ⋅ Lisa Dunlap ⋅ Lewis Smith ⋅ Neel Nanda
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Enhancing Conformal Prediction via Class Similarity
Ariel Fargion ⋅ Lahav Dabah ⋅ Tom Tirer
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards Steering without Sacrifice: Principled Training of Steering Vectors for Prompt-only Interventions
Yuntai Bao ⋅ Qinfeng Li ⋅ Xinyan Yu ⋅ Xuhong Zhang ⋅ Ge Su ⋅ Wenqi Zhang ⋅ Liu Yan ⋅ Haiqin Weng ⋅ Jianwei Yin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Diagnosing the Reliability of LLM-as-a-Judge via Item Response Theory
Junhyuk Choi ⋅ Sohhyung Park ⋅ chanhee cho ⋅ Hyeonchu Park ⋅ Bugeun Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models
Yujie Lin ⋅ Chengyi Yang ⋅ Zhishang Xiang ⋅ YIPING SONG ⋅ Jinsong Su
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Low-Rank and Sparsity Are All You Need: Exploring Robust Hierarchical Latent Subspaces for Transferable Adversarial Attack
Shuangshuang Pu ⋅ Wen Yang ⋅ Min Li ⋅ guodong liu ⋅ Chris Ding ⋅ Di Ming
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Frontier Models Can Take Actions at Low Probabilities
Alex Serrano Terre ⋅ Wen Xing ⋅ David Lindner ⋅ Erik Jenner
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Contrastive Reasoning Alignment: Reinforcement Learning from Hidden Representations
Haozheng Luo ⋅ Yimin Wang ⋅ Jiahao Yu ⋅ Binghui Wang ⋅ Yan Chen
[ Slides [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Responsible AI for AI companions must actively combat violence toward intimate partners
Atmadeep Ghoshal ⋅ Anasmita Ghoshal ⋅ Volodymyr Shevchenko ⋅ Ashwini B ⋅ Arshia Dutta ⋅ Ruba Abu-Salma ⋅ Martim Brandao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
LUOYU CHEN ⋅ Weiqi Wang ⋅ Zhiyi Tian ⋅ Chenhan Zhang ⋅ Feng Wu ⋅ Jianhuan Huang ⋅ Ahmed Asiri ⋅ Shui Yu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
BlueCodeAgent: A Blue Teaming Agent Powered by Automated Red Teaming for CodeGen AI
Chengquan Guo ⋅ Yuzhou Nie ⋅ Chulin Xie ⋅ Zinan Lin ⋅ Wenbo Guo ⋅ Bo Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Monitoring LLM-based Multi-Agent Systems Against Corruptions via Node Evaluation
Chengcan Wu ⋅ Zhixin Zhang ⋅ Mingqian Xu ⋅ Zeming Wei ⋅ Meng Sun
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Detecting Fluent Optimization Based Adversarial Prompts via Sequential Entropy Changes
Mohammed Alshaalan ⋅ Miguel Rodrigues
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search
Rongzhe Wei ⋅ Peizhi Niu ⋅ Xinjie Shen ⋅ Tony Tu ⋅ Yifan Li ⋅ Ruihan Wu ⋅ Eli Chien ⋅ Pin-Yu Chen ⋅ Olgica Milenkovic ⋅ Pan Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use
Kunvar Thaman
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting
Qizhuo Han ⋅ Xiangrui Cai ⋅ Sihan Xu ⋅ Ying Zhang ⋅ Zheli Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
X-EviProbe: Post-hoc Parameter-free Evidential Uncertainty Quantification for Frozen Graph Neural Networks
Chenghua Guo ⋅ Sihong Xie ⋅ Xi Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Building Reliable Long-Form Generation via Hallucination Rejection Sampling
Lin Li ⋅ Georgia Channing ⋅ Suhaas Bhat ⋅ Gabriel Jones ⋅ Yarin Gal
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PlugGuard: A Streaming Safeguard for Large Models via Latent Dynamics-Guided Risk Detection
Xiaodan Li ⋅ Mengjie Wu ⋅ Yao Zhu ⋅ Yunna Lv ⋅ YueFeng Chen ⋅ Cen Chen ⋅ Jianmei Guo ⋅ Hui Xue'
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
ForceForget: Reinforcement Concept Removal for Enhancing Safety in Text-to-Image Models
Dong Han ⋅ Yong Li
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection
Ke Liu ⋅ Jiwei Wei ⋅ Wenyu Zhang ⋅ Shuchang Zhou ⋅ Ruikun Chai ⋅ Yutao Dai ⋅ Chaoning Zhang ⋅ Yang Yang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
How Can I Publish My LLM Benchmark Without Giving the True Answers Away?
Takashi Ishida ⋅ Thanawat Lodkaew ⋅ Ikko Yamane
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Structured Multi-step Jailbreaking under a Hamiltonian Generative Formulation
Zihan Zhou ⋅ Yang Zhou ⋅ Jianghai Yu ⋅ Lingjuan Lyu ⋅ Longwei Wang ⋅ KC Santosh ⋅ Ruoming Jin ⋅ Dejing Dou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
Jiacheng Hou ⋅ Yining Sun ⋅ Ruochong Jin ⋅ Haochen Han ⋅ Fangming Liu ⋅ Victor Chan ⋅ Alex Jinpeng Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Let’s Build a Trustworthy Model Context Protocol!
Arjhun Swaminathan ⋅ Anika Hannemann
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Jailbreak Foundry: From Papers to Runnable Attacks for Reproducible Benchmarking
Zhicheng Fang ⋅ Jingjie Zheng ⋅ Chenxu Fu ⋅ Wei Xu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
FoeGlass: When Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors
Sepehr Dehdashtian ⋅ Jacob Seidman ⋅ Vishnu Boddeti ⋅ Gaurav Bharaj
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Anti-Backdoor Coreset Selection via Cumulative Entropy
Qi Zhao ⋅ Christian Wressnegger
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Sponge Tool Attack: Stealthy Denial-of-Efficiency against Tool-Augmented Agentic Reasoning
Qi Li ⋅ Xinchao Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Membership Inference Attacks for Unseen Classes
Pratiksha Thaker ⋅ Neil Kale ⋅ Steven Wu ⋅ Virginia Smith
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Comprehensive AI governance requires addressing non-model capability gains
Arthur Goemans ⋅ Daniel Altman ⋅ Noemi Dreksler ⋅ Jonas Freund ⋅ Milan Gandhi ⋅ Zhengdong Wang ⋅ Sarah Cogan ⋅ Sebastien Krier ⋅ Demetra Brady ⋅ Lewis Ho ⋅ Allan Dafoe
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Efficient LLM Moderation with Multi-Layer Latent Prototypes
Maciej Chrabaszcz ⋅ Filip Szatkowski ⋅ Bartosz Wójcik ⋅ Jan Dubiński ⋅ Tomasz Trzcinski ⋅ Sebastian Cygert
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Preparing for AI Systems That Deceive Developers
Fengyu Duan ⋅ Xudong Pan ⋅ Yawen Duan ⋅ Adam Gleave ⋅ Ranjie Duan ⋅ Jianfeng Cao ⋅ Wenqi Chen ⋅ Yinpeng Dong ⋅ Jiarun Dai ⋅ Jie Fu ⋅ Xudong Guo ⋅ Tianxing He ⋅ Geng Hong ⋅ Naying HU ⋅ Xiaojian Li ⋅ Dongrui Liu ⋅ Chaochao Lu ⋅ Sören Mindermann ⋅ Peng XU ⋅ Yang Zhang ⋅ Chen Zheng ⋅ Brian Tse ⋅ Min Yang ⋅ Xia Hu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks
Zezhong WANG ⋅ Xueyang Tang ⋅ RUI LIAN ⋅ Yang Lou ⋅ Heqing Huang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Security–Fidelity Tradeoffs: No Universal Defense Against Prompt Injection
Mitchell Hermon ⋅ Rahul Gupta ⋅ Weitong Ruan ⋅ Ekraam Sabir ⋅ Haohan Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Similarity to Vulnerability: Key Collision Attack on LLM Semantic Caching
ZHIXIANG ZHANG ⋅ Zesen Liu ⋅ Yuchong Xie ⋅ Quanfeng Huang ⋅ Dongdong She
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Budget-Efficient Attacks and Robustness Training for Cooperative MARL
junyong jiang ⋅ Xin Yuan ⋅ Longhe Lin ⋅ Songze Li ⋅ Lu Dong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: Retire the "Positive Backdoor" Label—Secret Alignment Requires Strict and Systematic Evaluation
Jianwei Li ⋅ Jung-Eun Kim
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RepetitionCurse: Measuring and Understanding Router Imbalance in Mixture-of-Experts LLMs under DoS Stress
Ruixuan Huang ⋅ Qingyue Wang ⋅ Hantao Huang ⋅ Yudong Gao ⋅ Dong CHEN ⋅ Shuai Wang ⋅ Wei Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Internal Diagnosis to External Auditing: A VLM-Driven Paradigm for Data-Free Online Backdoor Defense
Binyan Xu ⋅ Fan YANG ⋅ Xilin Dai ⋅ Di Tang ⋅ Kehuan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
From Poisoned to Aware: Fostering Backdoor Self-Awareness in LLMs
Guangyu Shen ⋅ Siyuan Cheng ⋅ Xiangzhe Xu ⋅ Yuan Zhou ⋅ Hanxi Guo ⋅ Zhuo Zhang ⋅ Xiangyu Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
DecepChain: Inducing Deceptive Reasoning in Large Language Models
Wei Shen ⋅ Han Wang ⋅ Haoyu Li ⋅ Huan Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reasoning as an Attack Surface: Adaptive Evolutionary CoT Jailbreaks for LLMs
Jianan Li ⋅ Simeng Qin ⋅ Xiaojun Jia ⋅ Lionel WANG ⋅ Tianhang Zheng ⋅ Xiaoshuang Jia ⋅ Yang Liu ⋅ Xiaochun Cao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Fragility of Data Attribution When Learning Is Distributed
Xian Gao ⋅ Bo Hui ⋅ MIN-TE SUN ⋅ Wei-Shinn Ku
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RLCracker: Evaluating the Worst-Case Vulnerability of LLM Watermarks with Adaptive RL Attacks
Hanbo Huang ⋅ Yiran Zhang ⋅ Hao Zheng ⋅ Xuan Gong ⋅ Yihan Li ⋅ Lin Liu ⋅ Zhuotao Liu ⋅ Shiyu Liang
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: To Defend Against Cyber Attacks, We Must Teach AI Agents to Hack
Terry Yue Zhuo ⋅ Yangruibo Ding ⋅ Wenbo Guo ⋅ Ruijie Meng
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Reranker Helps, but Not Enough: Towards Strong Poisoning Attacks Against Retrieval-Augmented Generation
Xiaokun Yang ⋅ Yesheng Liu ⋅ Xin Xiong ⋅ Jian Liang ⋅ Ran He ⋅ Tieniu Tan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Lookahead-GCG: Improving Multi-Model Gradient-Based Jailbreaking Attacks via Nesterov Momentum
Rong Feng ⋅ Haohan Zhao ⋅ Shiqin Tang ⋅ Geng Liu ⋅ Song Lai ⋅ Meng Wang ⋅ Shuxin Zhuang ⋅ Yuqi Zha ⋅ Changyi Ma ⋅ Runsheng Yu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
OrchJail: Jailbreaking Tool-Calling Text-to-Image Agents by Orchestration-Guided Fuzzing
Jianming Chen ⋅ Yawen Wang ⋅ Junjie Wang ⋅ Zhe Liu ⋅ Qing Wang ⋅ Xu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Just Ask: Curious Code Agents Reveal System Prompts in Frontier LLMs
Xiang Zheng ⋅ Yutao Wu ⋅ Hanxun Huang ⋅ Yige Li ⋅ Xingjun Ma ⋅ Bo Li ⋅ Yu-Gang Jiang ⋅ Cong Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Angel or Demon: Investigating the Plasticity Interventions' Impact on Backdoor Threats in Deep Reinforcement Learning
Oubo Ma ⋅ Ruixiao Lin ⋅ Yang Dai ⋅ Jiahao Chen ⋅ Chunyi Zhou ⋅ Linkang Du ⋅ Shouling Ji
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Adaptive Probe-based Steering for Robust LLM Jailbreaking
Junxi Chen ⋅ Junhao Dong ⋅ Xiaohua Xie
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
AutoBaxBuilder: Bootstrapping Code Security Benchmarking
Tobias von Arx ⋅ Niels Mündler ⋅ Mark Vero ⋅ Maximilian Baader ⋅ Martin Vechev
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
CausalArmor: Efficient Indirect Prompt Injection Guardrails via Causal Attribution
Minbeom Kim ⋅ Mihir Parmar ⋅ Phillip Wallis ⋅ Lesly Miculicich ⋅ Kyomin Jung ⋅ Krishnamurthy Dvijotham ⋅ Long T. Le ⋅ Tomas Pfister
[ Slides [ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learn from Your Mistakes: Tree-like Self-Play on Vulnerability Nodes for Secure Code LLMs
Wenqi Chen ⋅ Ziyan Zhang ⋅ Bin Wang ⋅ Lin Liu ⋅ Hengheng Zhang ⋅ Zhengsu Chen
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SecCodePRM: A Process Reward Model for Code Security
Weichen Yu ⋅ Ravi Mangal ⋅ Yinyi Luo ⋅ Kai Hu ⋅ Jingxuan He ⋅ Corina Pasareanu ⋅ Matt Fredrikson
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RADAR: Defending RAG Dynamically against Retrieval Corruption
Ziyuan Chen ⋅ Yueming Lyu ⋅ Yi Liu ⋅ Weixiang Han ⋅ JING DONG ⋅ Caifeng Shan ⋅ Tieniu Tan
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs
Zhiyang Chen ⋅ Tara Saba ⋅ Xun Deng ⋅ Xujie Si ⋅ Fan Long
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Think Twice Before You Act: Protecting LLM Agents Against Tool Description Poisoning via Isolated Planning
Shanghao Shi ⋅ Xiao Wang ⋅ Chaoyu Zhang ⋅ Hao Li ⋅ Wenjing Lou ⋅ Thomas Hou ⋅ Yevgeniy Vorobeychik ⋅ Chongjie Zhang ⋅ Ning Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PragLocker: Protecting Agent Intellectual Property in Untrusted Deployments via Non-Portable Prompts
Qinfeng Li ⋅ Yuntai Bao ⋅ Jianghui Hu ⋅ Wenqi Zhang ⋅ Jintao Chen ⋅ Huifeng Zhu ⋅ Yier Jin ⋅ Xuhong Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
An Empirical Study of Memory Poisoning Defenses for LLM Agents
Qianshan Wei ⋅ Tengchao Yang ⋅ Yaochen Wang ⋅ Xinfeng Li ⋅ Lijun Li ⋅ Zhenfei Yin ⋅ Yi Zhan ⋅ Thorsten Holz ⋅ Zhiqiang Lin ⋅ XiaoFeng Wang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
*MemPot*: Defend Against Memory Extraction Attack with Optimized Honeypots
Yuhao Wang ⋅ Shengfang ZHAI ⋅ Guanghao Jin ⋅ Yinpeng Dong ⋅ Linyi Yang ⋅ Jiaheng Zhang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
RedVisor: Reasoning-Aware Prompt Injection Defense via Zero-Copy KV Cache Reuse
Mingrui Liu ⋅ Sixiao Zhang ⋅ Cheng Long ⋅ Kwok Yan Lam
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Poison with Style: A Practical Poisoning Attack on Code Large Language Models
Khang Tran ⋅ Yazan Boshmaf ⋅ Issa Khalil ⋅ Hai Phan ⋅ Ting Yu ⋅ Md Rizwan Parvez
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
SpatialJB: How Text Distribution Art Becomes The "Jailbreak Key" for LLM Guardrails
Zhiyi Mou ⋅ Jingyuan Yang ⋅ ZEHENG QIAN ⋅ Wangze Ni ⋅ Tianfang Xiao ⋅ Ning Liu ⋅ Chen Zhang ⋅ Zhan Qin ⋅ Kui Ren
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Coordination of Value-Maximizing Bidders
Yanru Guan ⋅ Jiahao Zhang ⋅ Zhe Feng ⋅ Tao Lin
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimal Learning from Label Proportions with General Loss Functions
Lorne Applebaum ⋅ Travis Dick ⋅ Claudio Gentile ⋅ Haim Kaplan ⋅ Tomer Koren
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Theoretical Perspectives on Data Quality and Synergistic Effects in Pre- and Post-Training Reasoning Models
Adel Javanmard ⋅ Baharan Mirzasoleiman ⋅ Vahab Mirrokni
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Learning High-Dimensional Parity Functions with Product Networks using Gradient Descent
Guillaume Larue ⋅ Louis-Adrien Dufrène ⋅ Quentin Lampin ⋅ Hadi Ghauch ⋅ Ghaya Rekaya-Ben Othman
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
PAC-Bayesian Reinforcement Learning Trains Generalizable Policies
Abdelkrim ZITOUNI ⋅ Mehdi Hennequin ⋅ Juba Agoun ⋅ Ryan Horache ⋅ NADIA KABACHI ⋅ Omar Rivasplata
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Theoretical Framework for Modular Learning of Robust Generative Models
Corinna Cortes ⋅ Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On the Accuracy of Newton Step and Influence Function Data Attributions
Ittai Rubinstein ⋅ Samuel Hopkins
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Performative Learning Theory
Julian Rodemann ⋅ Unai Fischer Abaigar ⋅ James Bailie ⋅ Krikamol Muandet
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Mind the Gap: Structure-Aware Consistency in Preference Learning
Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Tight Margin-Based Generalization Bounds for Voting Classifiers over Finite Hypothesis Sets
Kasper Green Larsen ⋅ Natascha Schalburg
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Information-Theoretic Generalization Bounds for VAEs: A Role of Encoder and Latent Variable
Futoshi Futami ⋅ Masahiro Fujisawa
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Towards Theoretical Understanding of Transformer Test-Time Computing: Investigation on In-Context Linear Regression
Xingwu Chen ⋅ Lu Miao ⋅ Beining Wu ⋅ Difan Zou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Theoretical Investigation on Inductive Bias of Isolation Forest
Qin-Cheng Zheng ⋅ Shao-Qun Zhang ⋅ Shen-Huan Lyu ⋅ Yuan Jiang ⋅ Zhi-Hua Zhou
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A General Framework for Fair and Robust Regression
WENHAI CUI ⋅ Xiaoting Ji ⋅ Wen Su ⋅ Xingqiu Zhao
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
A Risk Decomposition Framework for Pre-hoc Fine-tuning Prediction
Yuxiang Luo ⋅ Chen Wang ⋅ Nan Tang
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Fast Reconstruction of Mixtures of Bernoulli Product Distributions
Sanyam Agarwal ⋅ Pranjal Dutta ⋅ Markus Bläser
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Optimized Deferral for Imbalanced Settings
Corinna Cortes ⋅ Anqi Mao ⋅ Mehryar Mohri ⋅ Yutao Zhong
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Black-Box Assisted Regression: Phase Transitions and Minimax Optimality
Yan Zhou
[ Poster [ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Certifying Capabilities from Finite Tests: When Is It Possible?
Changlong Wu ⋅ Jin Sima ⋅ Wojciech Szpankowski
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
What Does Preference Learning Recover from Pairwise Comparison Data?
Rattana Pukdee ⋅ Nina Balcan ⋅ Pradeep Ravikumar
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Decision Tree Learning on Product Spaces
Arshia Soltani Moakhar ⋅ Faraz Ghahremani ⋅ Kiarash Banihashem ⋅ MohammadTaghi Hajiaghayi
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Error Propagation in Dynamic Programming: From Stochastic Control to American Option Pricing
Andrea Della Vecchia ⋅ Damir Filipovic
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
In-Context Learning Is Provably Bayesian Inference: A Generalization Theory for Meta-Learning
Tomoya Wakayama ⋅ Taiji Suzuki
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
On Learnability and Disambiguation of Multiclass Partial Concept Classes
Jingyuan Xu ⋅ Xin Zou ⋅ Xiuwen Gong ⋅ Weiwei Liu
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Sharp empirical Bernstein inequalities for the variance of bounded random variables
Diego Martinez Taboada ⋅ Aaditya Ramdas
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Position: The Machine Learning Community Must Treat Compute Inequality as a First-Class Research Problem
Md Muntaqim Meherab ⋅ Noor Islam S. Mohammad
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Correcting Overparameterization Effects in Fair Empirical Risk Minimization
Xiaoyi MAI ⋅ Jean-Michel Loubes
[ OpenReview
Poster
Wed Jul 08 02:30 PM -- 04:15 PM (KST) @ Coex: HALL A None
Active Learning with Low-Rank Structure for Data Selection
Vincent Cohen-Addad ⋅ Sasidhar Kunapuli ⋅ Vahab Mirrokni ⋅ Mahdi Nikdan ⋅ David Woodruff ⋅ Samson Zhou
[ OpenReview