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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2501.14997 2025-01-28 cs.LG stat.ML

Causal Discovery via Bayesian Optimization

Bao Duong, Sunil Gupta, Thin Nguyen

Comments ICLR 2025

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2411.02337 2025-01-28 cs.CL

WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning

Zehan Qi, Xiao Liu, Iat Long Iong, Hanyu Lai, Xueqiao Sun, Wenyi Zhao, Yu Yang, Xinyue Yang, Jiadai Sun, Shuntian Yao, Tianjie Zhang, Wei Xu, Jie Tang, Yuxiao Dong

Comments Published as a conference paper at ICLR 2025

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2410.07476 2025-01-28 cs.LG stat.ML

Towards a unified and verified understanding of group-operation networks

Wilson Wu, Louis Jaburi, Jacob Drori, Jason Gross

Comments ICLR 2025 camera ready. 32 pages, 11 figures

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2410.06234 2025-01-28 cs.CV cs.AI cs.LG

TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data

Jeremy Andrew Irvin, Emily Ruoyu Liu, Joyce Chuyi Chen, Ines Dormoy, Jinyoung Kim, Samar Khanna, Zhuo Zheng, Stefano Ermon

Comments Published at ICLR 2025

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2410.03775 2025-01-28 cs.HC cs.AI

Beyond correlation: The Impact of Human Uncertainty in Measuring the Effectiveness of Automatic Evaluation and LLM-as-a-Judge

Aparna Elangovan, Lei Xu, Jongwoo Ko, Mahsa Elyasi, Ling Liu, Sravan Bodapati, Dan Roth

Comments Accepted at ICLR 2025

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2410.01208 2025-01-28 cs.CL

StringLLM: Understanding the String Processing Capability of Large Language Models

Xilong Wang, Hao Fu, Jindong Wang, Neil Zhenqiang Gong

Comments Accepted to ICLR 2025

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2409.15268 2025-01-28 cs.LG cs.AI

Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking

Benjamin Feuer, Micah Goldblum, Teresa Datta, Sanjana Nambiar, Raz Besaleli, Samuel Dooley, Max Cembalest, John P. Dickerson

Comments ICLR 2025

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2407.01371 2025-01-28 cs.LG stat.ML

Binary Losses for Density Ratio Estimation

Werner Zellinger

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

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2406.00809 2025-01-28 math.NA cs.LG cs.NA

Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems

Jie Chen

Comments ICLR 2025. Code is available at https://github.com/jiechenjiechen/GNP. (Important update from v1 to v2: Updated the timing experiments and evaluation metrics for fairer and better results.)

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2405.19961 2025-01-28 cs.LG

Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers

Kiyoung Seong, Seonghyun Park, Seonghwan Kim, Woo Youn Kim, Sungsoo Ahn

Comments Published as a conference paper at ICLR 2025

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2402.15163 2025-01-28 cs.LG cs.AI

Has the Deep Neural Network learned the Stochastic Process? An Evaluation Viewpoint

Harshit Kumar, Beomseok Kang, Biswadeep Chakraborty, Saibal Mukhopadhyay

Comments Published as a conference paper at ICLR 2025

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2501.14548 2025-01-27 cs.CV

Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding

Zhongyi Shui, Jianpeng Zhang, Weiwei Cao, Sinuo Wang, Ruizhe Guo, Le Lu, Lin Yang, Xianghua Ye, Tingbo Liang, Qi Zhang, Ling Zhang

Comments Accepted by ICLR 2025

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2501.14373 2025-01-27 cs.LG

Fat-to-Thin Policy Optimization: Offline RL with Sparse Policies

Lingwei Zhu, Han Wang, Yukie Nagai

Comments accepted by ICLR 2025; code available at https://github.com/lingweizhu/fat2thin

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2501.14371 2025-01-27 cs.CL cs.AI cs.LG

DRESSing Up LLM: Efficient Stylized Question-Answering via Style Subspace Editing

Xinyu Ma, Yifeng Xu, Yang Lin, Tianlong Wang, Xu Chu, Xin Gao, Junfeng Zhao, Yasha Wang

Comments ICLR 2025 Accepted

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2501.14319 2025-01-27 cs.CV cs.RO

Scalable Benchmarking and Robust Learning for Noise-Free Ego-Motion and 3D Reconstruction from Noisy Video

Xiaohao Xu, Tianyi Zhang, Shibo Zhao, Xiang Li, Sibo Wang, Yongqi Chen, Ye Li, Bhiksha Raj, Matthew Johnson-Roberson, Sebastian Scherer, Xiaonan Huang

Comments Accepted by ICLR 2025; 92 Pages; Project Repo: https://github.com/Xiaohao-Xu/SLAM-under-Perturbation. arXiv admin note: substantial text overlap with arXiv:2406.16850

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2501.14038 2025-01-27 cs.CV

Implicit Neural Surface Deformation with Explicit Velocity Fields

Lu Sang, Zehranaz Canfes, Dongliang Cao, Florian Bernard, Daniel Cremers

Comments ICLR 2025, 10 pages

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2501.06252 2025-01-27 cs.LG cs.AI cs.CL

Transformer-Squared: Self-adaptive LLMs

Qi Sun, Edoardo Cetin, Yujin Tang

Comments To appear at the 13th International Conference on Learning Representations (ICLR 2025)

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2408.07245 2025-01-27 cs.LG

q-exponential family for policy optimization

Lingwei Zhu, Haseeb Shah, Han Wang, Yukie Nagai, Martha White

Comments accepted by ICLR 2025

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2405.14318 2025-01-27 cs.CV cs.LG

Adaptive Retention & Correction: Test-Time Training for Continual Learning

Haoran Chen, Micah Goldblum, Zuxuan Wu, Yu-Gang Jiang

Comments Accepted to ICLR 2025

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2404.08003 2025-01-27 cs.LG cs.DC cs.NI

Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis

Guangchen Lan, Dong-Jun Han, Abolfazl Hashemi, Vaneet Aggarwal, Christopher G. Brinton

Comments Published as a conference paper at ICLR 2025

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2404.06814 2025-01-27 cs.CV

ComPC: Completing a 3D Point Cloud with 2D Diffusion Priors

Tianxin Huang, Zhiwen Yan, Yuyang Zhao, Gim Hee Lee

Comments Accepted by ICLR 2025

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2401.00766 2025-01-27 cs.CV eess.IV

Exposure Bracketing Is All You Need For A High-Quality Image

Zhilu Zhang, Shuohao Zhang, Renlong Wu, Zifei Yan, Wangmeng Zuo

Comments ICLR 2025

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2303.02304 2025-01-27 cs.LG

Coupled Multiwavelet Neural Operator Learning for Coupled Partial Differential Equations

Xiongye Xiao, Defu Cao, Ruochen Yang, Gaurav Gupta, Gengshuo Liu, Chenzhong Yin, Radu Balan, Paul Bogdan

Comments Accepted to ICLR 2023: https://openreview.net/forum?id=kIo_C6QmMOM; This article is alternatively titled: Coupled Multiwavelet Operator Learning for Coupled Differential Equations

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2501.13924 2025-01-24 cs.CV cs.AI cs.LG

Towards Robust Multimodal Open-set Test-time Adaptation via Adaptive Entropy-aware Optimization

Hao Dong, Eleni Chatzi, Olga Fink

Comments Accepted by ICLR 2025

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2501.13545 2025-01-24 cs.CL cs.AI

LLMs Can Plan Only If We Tell Them

Bilgehan Sel, Ruoxi Jia, Ming Jin

Comments ICLR 2025

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2501.13468 2025-01-24 cs.CV cs.AI

Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge

Haomiao Xiong, Zongxin Yang, Jiazuo Yu, Yunzhi Zhuge, Lu Zhang, Jiawen Zhu, Huchuan Lu

Comments Accepted to ICLR 2025. Code is available at https://github.com/hmxiong/StreamChat

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2410.14895 2025-01-24 cs.LG cs.AI cs.CV

Truncated Consistency Models

Sangyun Lee, Yilun Xu, Tomas Geffner, Giulia Fanti, Karsten Kreis, Arash Vahdat, Weili Nie

Comments ICLR 2025

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2410.01556 2025-01-24 cs.CL cs.AI cs.LG

Integrative Decoding: Improve Factuality via Implicit Self-consistency

Yi Cheng, Xiao Liang, Yeyun Gong, Wen Xiao, Song Wang, Yuji Zhang, Wenjun Hou, Kaishuai Xu, Wenge Liu, Wenjie Li, Jian Jiao, Qi Chen, Peng Cheng, Wayne Xiong

Comments Accepted by ICLR 2025

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2407.01492 2025-01-24 cs.CL cs.AI

RegMix: Data Mixture as Regression for Language Model Pre-training

Qian Liu, Xiaosen Zheng, Niklas Muennighoff, Guangtao Zeng, Longxu Dou, Tianyu Pang, Jing Jiang, Min Lin

Comments ICLR 2025

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2407.00132 2025-01-24 cs.SE cs.AI

ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents

Haiyang Shen, Yue Li, Desong Meng, Dongqi Cai, Sheng Qi, Li Zhang, Mengwei Xu, Yun Ma

Comments ICLR'25: https://openreview.net/forum?id=kKILfPkhSz

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