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International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2504.15071 2025-07-01 cs.SD cs.AI cs.LG

Aria-MIDI: A Dataset of Piano MIDI Files for Symbolic Music Modeling

Louis Bradshaw, Simon Colton

机构 * Queen Mary University of London(伦敦大学Queen Mary分校)

Journal ref International Conference on Learning Representations (ICLR), 2025

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2506.23566 2025-07-01 cs.CV cs.LG

Metadata, Wavelet, and Time Aware Diffusion Models for Satellite Image Super Resolution

Luigi Sigillo, Renato Giamba, Danilo Comminiello

机构 * Dept. of Information Engineering, Electronics, and Telecomm., Sapienza University of Rome(信息工程、电子与电信系,罗马萨皮恩扎大学)

Comments ICLR 2025 Workshop on Machine Learning for Remote Sensing (ML4RS)

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2410.17711 2025-07-01 cs.CL cs.AI cs.LG

Beware of Calibration Data for Pruning Large Language Models

Yixin Ji, Yang Xiang, Juntao Li, Qingrong Xia, Ping Li, Xinyu Duan, Zhefeng Wang, Min Zhang

机构 * School of Computer Science and Technology, Soochow University(苏州大学计算机科学与技术学院) Key Laboratory of Data Intelligence and Advanced Computing, Soochow University(苏州大学数据智能与先进计算重点实验室) Huawei Cloud, China(华为云(中国))

Comments Published as a conference paper at ICLR 2025

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2410.10105 2025-07-01 cs.CV

High-Precision Dichotomous Image Segmentation via Probing Diffusion Capacity

Qian Yu, Peng-Tao Jiang, Hao Zhang, Jinwei Chen, Bo Li, Lihe Zhang, Huchuan Lu

机构 * Dalian University of Technology(大连理工大学) vivo Mobile Communication Co., Ltd(vivo移动通信有限公司)

Comments Published as a conference paper at ICLR 2025

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2410.08174 2025-07-01 cs.CL cs.AI cs.LG cs.MM

Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models

Qingni Wang, Tiantian Geng, Zhiyuan Wang, Teng Wang, Bo Fu, Feng Zheng

机构 * University of Electronic Science and Technology of China(电子科技大学) Southern University of Science and Technology(南方科技大学) University of Birmingham(伯明翰大学) The University of Hong Kong(香港大学)

Comments Accepted by ICLR 2025 Spotlights

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2506.22204 2025-06-30 stat.ML cs.LG

Hybrid Generative Modeling for Incomplete Physics: Deep Grey-Box Meets Optimal Transport

Gurjeet Sangra Singh, Maciej Falkiewicz, Alexandros Kalousis

Comments Workshop paper at ICLR 2025 (XAI4Science Workshop)

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2407.09550 2025-06-30 cs.CV cs.AI cs.LG

CAPM: Fast and Robust Verification on Maxpool-based CNN via Dual Network

Jia-Hau Bai, Chi-Ting Liu, Yu Wang, Fu-Chieh Chang, Pei-Yuan Wu

机构 * Graduate Institute of Communication Engineering, National Taiwan University(国立台湾大学通信工程研究所) Department of Electrical Engineering, National Taiwan University(国立台湾大学电子工程系) MediaTek Research(联发科技研究)

Journal ref ICLR 2025 Workshop: VerifAI: AI Verification in the Wild

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2310.02003 2025-06-30 cs.SE cs.AI cs.LG cs.PL

L2MAC: Large Language Model Automatic Computer for Extensive Code Generation

Samuel Holt, Max Ruiz Luyten, Mihaela van der Schaar

机构 * University of Cambridge(剑桥大学)

Comments Published in The Twelfth International Conference on Learning Representations (ICLR), 2024. Copyright 2023 by the author(s)

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2410.08417 2025-06-26 cs.LG stat.ML

Bilinear MLPs enable weight-based mechanistic interpretability

Michael T. Pearce, Thomas Dooms, Alice Rigg, Jose M. Oramas, Lee Sharkey

机构 * University of Antwerp(安特卫普大学) sqIRL/IDLab Apollo Research

Comments Accepted to ICLR'25

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2506.19630 2025-06-25 cs.LG cs.AI

Why Uncertainty Calibration Matters for Reliable Perturbation-based Explanations

Thomas Decker, Volker Tresp, Florian Buettner

机构 * Siemens AG(西门子公司) LMU Munich(慕尼黑大学) Munich Center for Machine Learning (MCML)(慕尼黑机器学习中心) Goethe University Frankfurt(法兰克福歌德大学) German Cancer Research Center (DKFZ)(德国癌症研究中心) German Cancer Consortium (DKTK)(德国癌症联合会)

Comments ICLR 2025 Workshop: XAI4Science: From Understanding Model Behavior to Discovering New Scientific Knowledge

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2503.09730 2025-06-25 cs.AI cs.CL cs.LG cs.LO

Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving

Sara Rajaee, Kumar Pratik, Gabriele Cesa, Arash Behboodi

机构 * Language Technology Lab, University of Amsterdam(阿姆斯特丹大学语言技术实验室) Qualcomm AI Research(高通人工智能研究)

Comments Accepted at the Findings of ACL 2025, Accepted at ICLR 2025 Workshop on Reasoning and Planning for Large Language Models

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2410.05266 2025-06-25 cs.CV q-bio.NC

Brain Mapping with Dense Features: Grounding Cortical Semantic Selectivity in Natural Images With Vision Transformers

Andrew F. Luo, Jacob Yeung, Rushikesh Zawar, Shaurya Dewan, Margaret M. Henderson, Leila Wehbe, Michael J. Tarr

Comments Accepted at ICLR 2025, code: https://github.com/aluo-x/BrainSAIL

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2504.19084 2025-06-24 cs.LG stat.ML

SD-KDE: Score-Debiased Kernel Density Estimation

Elliot L. Epstein, Rajat Dwaraknath, Thanawat Sornwanee, John Winnicki, Jerry Weihong Liu

机构 * Stanford University(斯坦福大学)

Comments ICLR 2025 Workshop on Frontiers of Probabilistic Inference

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2410.13864 2025-06-24 cs.CV

UniDrive: Towards Universal Driving Perception Across Camera Configurations

Ye Li, Wenzhao Zheng, Xiaonan Huang, Kurt Keutzer

机构 * University of Michigan, Ann Arbor(密歇根大学) University of California, Berkeley(加州大学伯克利分校)

Comments ICLR 2025; 15 pages, 7 figures, 2 tables; Code at https://github.com/ywyeli/UniDrive

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2502.15895 2025-06-24 cs.LG cs.AI cs.CL cs.CV

Directional Gradient Projection for Robust Fine-Tuning of Foundation Models

Chengyue Huang, Junjiao Tian, Brisa Maneechotesuwan, Shivang Chopra, Zsolt Kira

机构 * Georgia Institute of Technology(佐治亚理工学院)

Comments Accepted to ICLR 2025

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2410.06437 2025-06-24 cs.RO cs.CV cs.HC

LocoVR: Multiuser Indoor Locomotion Dataset in Virtual Reality

Kojiro Takeyama, Yimeng Liu, Misha Sra

机构 * University of California Santa Barbara(加州大学圣芭芭拉分校) Toyota Motor North America(丰田北美公司)

Comments This paper has been accepted to Proceedings of the Thirteenth International Conference on Learning Representations (ICLR 2025), 2025

Journal ref "LocoVR: Multiuser Indoor Locomotion Dataset in Virtual Reality." Proceedings of the Thirteenth International Conference on Learning Representations (ICLR 2025), 2025

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2506.16447 2025-06-23 cs.CR cs.CL

Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models

Biao Yi, Tiansheng Huang, Sishuo Chen, Tong Li, Zheli Liu, Zhixuan Chu, Yiming Li

机构 * College of Cyber Science, Nankai University(南开大学网络科学学院) Alibaba Group(阿里巴巴集团) Zhejiang University(浙江大学) Nanyang Technological University(新加坡国立大学)

Comments Accepted at ICLR 2025

Journal ref Proceedings of The Thirteenth International Conference on Learning Representations (ICLR 2025)

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2410.11215 2025-06-23 cs.CV

A CLIP-Powered Framework for Robust and Generalizable Data Selection

Suorong Yang, Peng Ye, Wanli Ouyang, Dongzhan Zhou, Furao Shen

机构 * National Key Laboratory for Novel Software Technology, Nanjing University(南京大学新型软件技术国家重点实验室) Shanghai Artificial Intelligence Laboratory(上海人工智能实验室) The Chinese University of Hong Kong(香港中文大学)

Comments ICLR 2025 Spotlight

Journal ref ICLR 2025

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2311.06835 2025-06-23 cs.LG cs.AI cs.SI

Open-Set Graph Anomaly Detection via Normal Structure Regularisation

Qizhou Wang, Guansong Pang, Mahsa Salehi, Xiaokun Xia, Christopher Leckie

机构 * Monash University(蒙纳士大学) Singapore Management University(新加坡管理大学) The University of Tokyo(东京大学) The University of Melbourne(墨尔本大学)

Comments Accepted by ICLR 2025

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2506.14911 2025-06-19 cs.LG cs.DC

Event-Driven Online Vertical Federated Learning

Ganyu Wang, Boyu Wang, Bin Gu, Charles Ling

机构 * Western University(西部大学) Vector Institute(向量研究所) Jilin University(吉林大学)

Comments Published as a conference paper at ICLR 2025

Journal ref The Thirteenth International Conference on Learning Representations (2025)

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2410.06940 2025-06-19 cs.CV cs.LG

Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think

Sihyun Yu, Sangkyung Kwak, Huiwon Jang, Jongheon Jeong, Jonathan Huang, Jinwoo Shin, Saining Xie

Comments ICLR 2025 (Oral). Project page: https://sihyun.me/REPA

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2410.03943 2025-06-19 cs.LG cs.NE

Oscillatory State-Space Models

T. Konstantin Rusch, Daniela Rus

机构 * MIT(麻省理工学院)

Comments ICLR 2025 (Oral)

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2506.14439 2025-06-18 cs.LG

A General Framework for Off-Policy Learning with Partially-Observed Reward

Rikiya Takehi, Masahiro Asami, Kosuke Kawakami, Yuta Saito

机构 * Waseda University(早稻田大学) HAKUHODO Technologies Inc.(HAKUHODO技术公司) Cornell University(康奈尔大学)

Comments 10 pages, 5 figures. Published as a conference paper at ICLR 2025

Journal ref International Conference on Learning Representations (ICLR) 2025

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2506.13796 2025-06-18 cs.CL cs.AI

ClimateChat: Designing Data and Methods for Instruction Tuning LLMs to Answer Climate Change Queries

Zhou Chen, Xiao Wang, Yuanhong Liao, Ming Lin, Yuqi Bai

机构 * Tsinghua University(清华大学)

Comments ICLR 2025 camera ready, 13 pages, 4 figures, 4 tables

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2410.21264 2025-06-18 cs.CV cs.AI

LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior

Hanyu Wang, Saksham Suri, Yixuan Ren, Hao Chen, Abhinav Shrivastava

机构 * University of Maryland, College Park(马里兰大学 College Park 分校)

Comments ICLR 2025. Project page: https://hywang66.github.io/larp/

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2410.07819 2025-06-18 cs.CL

Uncovering Overfitting in Large Language Model Editing

Mengqi Zhang, Xiaotian Ye, Qiang Liu, Pengjie Ren, Shu Wu, Zhumin Chen

机构 * Shandong University(山东大学) School of Computer Science, Beijing University of Posts and Telecommunications(北京邮电大学计算机学院) New Laboratory of Pattern Recognition (NLPR) State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS) Institute of Automation, Chinese Academy of Sciences(中国科学院自动化研究所)

Comments ICLR 2025

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2410.05243 2025-06-18 cs.AI cs.CL cs.CV

Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents

Boyu Gou, Ruohan Wang, Boyuan Zheng, Yanan Xie, Cheng Chang, Yiheng Shu, Huan Sun, Yu Su

机构 * The Ohio State University(俄亥俄州立大学) Orby AI(Orby人工智能)

Comments Accepted to ICLR 2025 (Oral). Project Homepage: https://osu-nlp-group.github.io/UGround/

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2506.12439 2025-06-17 cs.LG q-bio.QM stat.ML

Interpretable Causal Representation Learning for Biological Data in the Pathway Space

Jesus de la Fuente, Robert Lehmann, Carlos Ruiz-Arenas, Jan Voges, Irene Marin-Goñi, Xabier Martinez-de-Morentin, David Gomez-Cabrero, Idoia Ochoa, Jesper Tegner, Vincenzo Lagani, Mikel Hernaez

机构 * CIMA University of Navarra, CCUN, IdiSNA(纳瓦拉大学CIMA、CCUN、IdiSNA) TECNUN, University of Navarra, San Sebastián(纳瓦拉大学TECNUN、桑塞巴斯蒂安) Biological and Environmental Science and Engineering Division, King Abdullah University of Science and Technology (KAUST)(科学技术大学(KAUST)生物与环境科学与工程部门) Dept. of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic(梅奥诊所分子药理学与实验治疗学部门) Institute of Chemical Biology, Ilia State University(伊利亚州立大学化学生物学研究所) Center for Data Science (DATAI), University of Navarra(纳瓦拉大学数据科学中心(DATAI))

Comments ICLR 2025, 28 pages, 14 figures, 10 tables

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2501.13230 2025-06-17 cs.LG cs.AI

Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions

Yan Ru Pei

机构 * Brainchip Inc.(Brainchip公司)

Comments 25 pages, 7 figures

Journal ref International Conference on Learning Representations 2025

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2410.19406 2025-06-17 cs.LG

An Auditing Test To Detect Behavioral Shift in Language Models

Leo Richter, Xuanli He, Pasquale Minervini, Matt J. Kusner

机构 * UCL Centre for Artificial Intelligence, University College London(伦敦大学学院人工智能中心,大学学院伦敦) School of Informatics, University of Edinburgh(信息学院,爱丁堡大学) Miniml.AI, United Kingdom(Miniml.AI,英国) Polytechnique Montréal, Canada(蒙特利尔理工学院,加拿大) Mila – Quebec AI Institute, Canada(魁北克人工智能研究所,加拿大)

Comments 25 pages, 12 figures

Journal ref International Conference on Learning Representations (ICLR) 2025

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