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International Conference on Machine Learning · 会议 · Machine Learning

共收录 11797
2501.17858 2025-08-12 cs.CL cs.AI cs.CR cs.LG

Improving Your Model Ranking on Chatbot Arena by Vote Rigging

Rui Min, Tianyu Pang, Chao Du, Qian Liu, Minhao Cheng, Min Lin

机构 * Sea AI Lab(Sea AI实验室) Hong Kong University of Science and Technology(香港科学大学) Pennsylvania State University(宾夕法尼亚州立大学)

Comments ICML 2025

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2410.09426 2025-08-12 cs.CL cs.LG

FlatQuant: Flatness Matters for LLM Quantization

Yuxuan Sun, Ruikang Liu, Haoli Bai, Han Bao, Kang Zhao, Yuening Li, Jiaxin Hu, Xianzhi Yu, Lu Hou, Chun Yuan, Xin Jiang, Wulong Liu, Jun Yao

机构 * Huawei Noah's Ark Lab(华为诺亚实验室) Shenzhen International Graduate School, Tsinghua University(清华大学深圳国际研究生院) The Chinese University of Hong Kong(香港中文大学)

Comments 27 pages, accepted to ICML 2025

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2410.07096 2025-08-12 cs.AI

Rejecting Hallucinated State Targets during Planning

Mingde Zhao, Tristan Sylvain, Romain Laroche, Doina Precup, Yoshua Bengio

机构 * McGill University(麦吉尔大学) Mila (Quebec AI Institute)(蒙特利尔AI研究所) Google Deepmind(谷歌DeepMind)

Comments [20250810]: ICML 2025 Camera Ready, https://github.com/mila-iqia/delusions

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2409.07480 2025-08-12 eess.SP cs.AI cs.LG

EEG-Language Pretraining for Highly Label-Efficient Clinical Phenotyping

Sam Gijsen, Kerstin Ritter

机构 * Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Berlin, Germany(柏林查理医院医学大学精神病与心理治疗系) Hertie Institute for AI in Brain Health, University of Tübingen, Germany(图宾根大学健康人工智能研究所)

Comments Accepted to ICML 2025

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2406.13839 2025-08-12 q-bio.BM cs.LG q-bio.GN

RNA-FrameFlow: Flow Matching for de novo 3D RNA Backbone Design

Rishabh Anand, Chaitanya K. Joshi, Alex Morehead, Arian R. Jamasb, Charles Harris, Simon V. Mathis, Kieran Didi, Rex Ying, Bryan Hooi, Pietro Liò

机构 * Yale University(耶鲁大学) University of Cambridge (UK)(剑桥大学) Lawrence Berkeley National Laboratory(伯克利国家实验室) Prescient Design, Genentech, Roche(Prescient Design、基因泰克、罗氏) University of Oxford (UK)(牛津大学) National University of Singapore(新加坡国立大学)

Comments Published in Transactions on Machine Learning Research (https://openreview.net/forum?id=wOc1Yx5s09). Also presented as an Oral at Machine Learning in Computational Biology 2024, ICML 2024 Structured Probabilistic Inference & Generative Modeling Workshop, and a Spotlight at ICML 2024 AI4Science Workshop

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2505.16341 2025-08-12 cs.LG

A Square Peg in a Square Hole: Meta-Expert for Long-Tailed Semi-Supervised Learning

Yaxin Hou, Yuheng Jia

机构 * Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing, China(新一代人工智能技术及其交叉应用重点实验室(东南大学)) School of Computer Science and Engineering, Southeast University, Nanjing, China(计算机科学与工程学院(东南大学))

Comments The paper is accepted by ICML 2025

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2502.01951 2025-08-12 cs.LG

On the Emergence of Position Bias in Transformers

Xinyi Wu, Yifei Wang, Stefanie Jegelka, Ali Jadbabaie

机构 * MIT IDSS \& LIDS MIT CSAIL

Comments ICML 2025 camera-ready

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2501.15955 2025-08-11 cs.LG cs.CV stat.ML

Rethinking the Bias of Foundation Model under Long-tailed Distribution

Jiahao Chen, Bin Qin, Jiangmeng Li, Hao Chen, Bing Su

机构 * Gaoling School of Artificial Intelligence, Renmin University of China(中国人民大学耿丽人工智能学院) Beijing Key Laboratory of Big Data Management and Analysis Methods(北京大数据管理与分析方法重点实验室) Institute of Software Chinese Academy of Sciences(中国科学院软件研究所) Electrical and Computer Engineering, Carnegie Mellon University(卡内基梅隆大学电气与计算机工程学院) University of Chinese Academy of Sciences(中国科学院大学)

Comments Published as a conference paper in ICML 2025

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2404.02113 2025-08-11 cs.LG

Position: Lifetime tuning is incompatible with continual reinforcement learning

Golnaz Mesbahi, Parham Mohammad Panahi, Olya Mastikhina, Steven Tang, Martha White, Adam White

机构 * Department of Computing Science, University of Alberta, Edmonton, Canada(阿尔伯塔大学计算机科学系) Alberta Machine Intelligence Institute (Amii)(阿尔伯塔机器智能研究所) Canada CIFAR AI Chair(加拿大 CIFAR 人工智能主席)

Comments ICML 2025, position track: https://icml.cc/virtual/2025/poster/40153

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2303.05653 2025-08-11 cs.RO cs.CV

Direct Robot Configuration Space Construction using Convolutional Encoder-Decoders

Christopher Benka, Judah Goldfeder, Carl Gross, Riya Gupta, Hod Lipson

机构 * Columbia University Department of Computer Science(哥伦比亚大学计算机科学系) Columbia University Data Science Institute(哥伦比亚大学数据科学研究院)

Comments 8 pages, 7 figures, 4 tables; Appeared at the ICML 2025 Workshop on Building Physically Plausible World Models

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2508.05712 2025-08-11 quant-ph

Quantum Algorithms for Finite-horizon Markov Decision Processes

Bin Luo, Yuwen Huang, Jonathan Allcock, Xiaojun Lin, Shengyu Zhang, John C. S. Lui

Comments Accepted in 42nd International Conference on Machine Learning (ICML 2025)

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2508.05437 2025-08-08 cs.DS cs.LG

Online Sparsification of Bipartite-Like Clusters in Graphs

Joyentanuj Das, Suranjan De, He Sun

机构 * School of Informatics, University of Edinburgh, Edinburgh, United Kingdom(信息学院,爱丁堡大学,爱丁堡,英国)

Comments ICML 2025

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2502.15894 2025-08-08 cs.CV

RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers

Min Zhao, Guande He, Yixiao Chen, Hongzhou Zhu, Chongxuan Li, Jun Zhu

机构 * Dept. of Comp. Sci. \& Tech., BNRist Center, THU-Bosch ML Center, Tsinghua University. The University of Texas at Austin. Gaoling School of Artificial Intelligence Renmin University of China Beijing, China. Beijing Key Laboratory of Research on Large Models Engineering Research Center of Next-Generation Intelligent Search Pazhou Laboratory (Huangpu)

Comments ICML 2025. Project page: https://riflex-video.github.io/

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2502.13417 2025-08-08 cs.CL cs.AI cs.LG

RLTHF: Targeted Human Feedback for LLM Alignment

Yifei Xu, Tusher Chakraborty, Emre Kıcıman, Bibek Aryal, Eduardo Rodrigues, Srinagesh Sharma, Roberto Estevao, Maria Angels de Luis Balaguer, Jessica Wolk, Rafael Padilha, Leonardo Nunes, Shobana Balakrishnan, Songwu Lu, Ranveer Chandra

机构 * Microsoft(微软公司) University of California, Los Angeles(加州大学洛杉矶分校)

Comments Presented at ICML 2025

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2501.16825 2025-08-08 cs.LG

Can Transformers Learn Full Bayesian Inference in Context?

Arik Reuter, Tim G. J. Rudner, Vincent Fortuin, David Rügamer

机构 * Department of Statistics, LMU Munich(慕尼黑大学统计系) Munich Center for Machine Learning (MCML)(慕尼黑机器学习中心) Center for Data Science, New York University(纽约大学数据科学中心) Department of Computer Science, Technical University of Munich(慕尼黑技术大学计算机科学系)

Comments Published at ICML 2025 https://openreview.net/forum?id=9Ip6fihKbc&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3DICML.cc%2F2025%2FConference%2FAuthors%23your-submissions

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2411.17807 2025-08-08 cs.LG cs.CV

A solvable generative model with a linear, one-step denoiser

Indranil Halder

机构 * Harvard University(哈佛大学)

Comments Published at International Conference on Machine Learning 2025

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2508.01957 2025-08-07 cs.LG stat.ML

Stochastic Encodings for Active Feature Acquisition

Alexander Norcliffe, Changhee Lee, Fergus Imrie, Mihaela van der Schaar, Pietro Lio

机构 * Department of Computer Science and Technology, University of Cambridge, Cambridge, United Kingdom(计算机科学与技术系,剑桥大学,剑桥,英国) Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, United Kingdom(应用数学与理论物理系,剑桥大学,剑桥,英国) Department of Statistics, University of Oxford, Oxford, United Kingdom(统计学系,牛津大学,牛津,英国) Department of Artificial Intelligence, Korea University, Seoul, Korea(人工智能系,韩国大学,首尔,韩国)

Comments 31 pages, 15 figures, 17 tables, published at ICML 2025

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2505.02118 2025-08-07 cs.AI

Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets

Wei Liu, Zhongyu Niu, Lang Gao, Zhiying Deng, Jun Wang, Haozhao Wang, Ruixuan Li

机构 * School of Computer Science(计算机科学学院) Technology, Huazhong University of Science(科学技术大学技术学院) Faculty of Artificial Intelligence in Education, Central China Normal University(教育人工智能学院,中国中部师范大学)

Comments ICML 2025

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2502.01083 2025-08-07 cs.LG cs.AI cs.CL

Tool Unlearning for Tool-Augmented LLMs

Jiali Cheng, Hadi Amiri

机构 * University of Massachusetts Lowell(马萨诸塞大学洛厄尔分校)

Comments ICML 2025 https://clu-uml.github.io/MU-Bench-Project-Page/

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2402.08062 2025-08-07 cs.LG cs.AI

Avoiding Catastrophe in Online Learning by Asking for Help

Benjamin Plaut, Hanlin Zhu, Stuart Russell

机构 * University of California, Berkeley(加州大学伯克利分校)

Comments Accepted to ICML 2025

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2310.18241 2025-08-07 cs.LG cs.CR cs.IT eess.SP math.IT

$α$-Mutual Information: A Tunable Privacy Measure for Privacy Protection in Data Sharing

MirHamed Jafarzadeh Asl, Mohammadhadi Shateri, Fabrice Labeau

Comments 2023 22nd IEEE International Conference on Machine Learning and Applications (ICMLA)

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2505.15174 2025-08-06 cs.LG

Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss

Bo-Han Lai, Pin-Han Huang, Bo-Han Kung, Shang-Tse Chen

机构 * Department of Computer Science(计算机科学系) Information Engineering, National Taiwan University, Taiwan(信息工程,台湾国立台湾大学)

Comments ICML 2025 Spotlight

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2507.21905 2025-08-05 cs.CV cs.AI cs.LG

Evaluating Deepfake Detectors in the Wild

Viacheslav Pirogov, Maksim Artemev

Comments Accepted to the ICML 2025 Workshop 'DataWorld: Unifying Data Curation Frameworks Across Domains'

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2504.17921 2025-08-05 cs.LG cs.AI cs.CR cs.HC

Avoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts

Mateo Espinosa Zarlenga, Gabriele Dominici, Pietro Barbiero, Zohreh Shams, Mateja Jamnik

机构 * University of Cambridge(剑桥大学) Leap Laboratories Inc.(Leap实验室公司) IBM Research(IBM研究院)

Comments Presented at the Forty-Second International Conference on Machine Learning (ICML 2025). Post-conference manuscript

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2502.09509 2025-08-05 cs.LG

EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling

Theodoros Kouzelis, Ioannis Kakogeorgiou, Spyros Gidaris, Nikos Komodakis

机构 * Archimedes,Athena Reaserch Center, Greece(阿基米德、阿泰纳研究中心) National Technical University of Athens, Greece(雅典技术大学) University of Crete, Greece(克里特大学)

Comments ICML 2025

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2502.02410 2025-08-05 cs.LG cs.CR stat.ML

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

Jan Schuchardt, Mina Dalirrooyfard, Jed Guzelkabaagac, Anderson Schneider, Yuriy Nevmyvaka, Stephan Günnemann

机构 * Technical University of Munich \& Munich Data Science Institute Machine Learning Research, Morgan Stanley

Comments Accepted as ICML 2025 Spotlight

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2508.01604 2025-08-05 cs.LG

Enhancing Math Reasoning in Small-sized LLMs via Preview Difficulty-Aware Intervention

Xinhan Di, JoyJiaoW

机构 * Independent, Researcher, China(中国独立研究者)

Comments 7 pages, 1 table, accepted by SIM ICML@2025 Workshop

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2505.23124 2025-08-05 cs.GT cs.LG

Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals

Junyan Liu, Arnab Maiti, Artin Tajdini, Kevin Jamieson, Lillian J. Ratliff

机构 * Paul G. Allen School of Computer Science \& Engineering, University of Washington, Seattle, USA Department of Electrical Computer Engineering, University of Washington, Seattle, USA

Comments To appear at ICML 2025

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2503.09572 2025-08-05 cs.CL

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Lutfi Eren Erdogan, Nicholas Lee, Sehoon Kim, Suhong Moon, Hiroki Furuta, Gopala Anumanchipalli, Kurt Keutzer, Amir Gholami

机构 * University of Tokyo(东京大学)

Journal ref ICML 2025

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2503.00808 2025-08-05 cs.CL

Predictive Data Selection: The Data That Predicts Is the Data That Teaches

Kashun Shum, Yuzhen Huang, Hongjian Zou, Qi Ding, Yixuan Liao, Xiaoxin Chen, Qian Liu, Junxian He

机构 * Vivo AI Lab(Vivo人工智能实验室)

Comments ICML 2025

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