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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2406.10354 2025-02-28 cs.LG

SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings

Barbora Barancikova, Zhuoyue Huang, Cristopher Salvi

Comments Published at ICLR 2025

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2406.08772 2025-02-28 cs.CV cs.CL

MMFakeBench: A Mixed-Source Multimodal Misinformation Detection Benchmark for LVLMs

Xuannan Liu, Zekun Li, Peipei Li, Huaibo Huang, Shuhan Xia, Xing Cui, Linzhi Huang, Weihong Deng, Zhaofeng He

Comments Accepted by ICLR 2025, Project page: https://liuxuannan.github.io/MMFakeBench.github.io/

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2405.17816 2025-02-28 cs.CV cs.LG

Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection

Yingwen Wu, Ruiji Yu, Xinwen Cheng, Zhengbao He, Xiaolin Huang

Comments ICLR 2025

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2405.17680 2025-02-28 cs.CV

Sports-Traj: A Unified Trajectory Generation Model for Multi-Agent Movement in Sports

Yi Xu, Yun Fu

Comments Accepted by ICLR 2025. Datasets, code, and model weights are available at: https://github.com/colorfulfuture/UniTraj-pytorch

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2405.14860 2025-02-28 cs.LG

Not All Language Model Features Are One-Dimensionally Linear

Joshua Engels, Eric J. Michaud, Isaac Liao, Wes Gurnee, Max Tegmark

Comments Accepted to ICLR 2025. Code and data at https://github.com/JoshEngels/MultiDimensionalFeatures

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2405.14117 2025-02-28 cs.CL cs.AI

Knowledge Localization: Mission Not Accomplished? Enter Query Localization!

Yuheng Chen, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

Comments ICLR 2025 Spotlight

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2312.13735 2025-02-28 cs.CV

DECO: Unleashing the Potential of ConvNets for Query-based Detection and Segmentation

Xinghao Chen, Siwei Li, Yijing Yang, Yunhe Wang

Comments ICLR 2025

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2502.16284 2025-02-27 cs.LG cs.AI cs.CE physics.chem-ph

MolSpectra: Pre-training 3D Molecular Representation with Multi-modal Energy Spectra

Liang Wang, Shaozhen Liu, Yu Rong, Deli Zhao, Qiang Liu, Shu Wu, Liang Wang

Comments Accepted by ICLR 2025

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2502.15832 2025-02-27 cs.AR cs.CL cs.LG

DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model

Yi Liu, Changran Xu, Yunhao Zhou, Zeju Li, Qiang Xu

Comments ICLR 2025 Spotlight

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2412.04318 2025-02-27 cs.CL cs.AI

The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation

Fredrik Carlsson, Fangyu Liu, Daniel Ward, Murathan Kurfali, Joakim Nivre

Comments Under review at ICLR

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2411.16502 2025-02-27 cs.LG cs.AI

Interpreting Language Reward Models via Contrastive Explanations

Junqi Jiang, Tom Bewley, Saumitra Mishra, Freddy Lecue, Manuela Veloso

Comments Accepted at ICLR 2025 conference

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2410.15091 2025-02-27 cs.CV

Spatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion

Chaodong Xiao, Minghan Li, Zhengqiang Zhang, Deyu Meng, Lei Zhang

Comments Accepted by ICLR 2025

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2410.13866 2025-02-27 q-bio.NC cs.AI cs.NE

Associative memory and dead neurons

Vladimir Fanaskov, Ivan Oseledets

Comments Reviewed in https://openreview.net/forum?id=mkNVPGpEPm, accepted to ICLR 2025

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2410.11261 2025-02-27 cs.LG cs.AI cs.CL

Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix

Yingyu Liang, Jiangxuan Long, Zhenmei Shi, Zhao Song, Yufa Zhou

Comments ICLR 2025

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2410.10174 2025-02-27 cs.LG stat.ML

Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations

Julius Aka, Johannes Brunnemann, Jörg Eiden, Arne Speerforck, Lars Mikelsons

Comments conference paper acctepd at ICLR 2025 Singapore

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2410.08964 2025-02-27 cs.CL cs.AI

Language Imbalance Driven Rewarding for Multilingual Self-improving

Wen Yang, Junhong Wu, Chen Wang, Chengqing Zong, Jiajun Zhang

Comments Camera ready version for ICLR 2025

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2407.08056 2025-02-27 cs.LG

Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences

Nikolaos Dimitriadis, Pascal Frossard, Francois Fleuret

Comments Accepted at ICLR 2025

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2406.07475 2025-02-27 cs.LG stat.ML

Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior

Anming Gu, Edward Chien, Kristjan Greenewald

Comments ICLR 2025

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2404.03331 2025-02-27 math.OC cs.LG stat.ML

LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspace

Yan Yang, Bin Gao, Ya-xiang Yuan

Comments This paper is a camera-ready version of ICLR 2025

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2502.19009 2025-02-27 cs.LG cs.AI

Distilling Reinforcement Learning Algorithms for In-Context Model-Based Planning

Jaehyeon Son, Soochan Lee, Gunhee Kim

Comments ICLR 2025

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2502.18969 2025-02-27 cs.LG cs.AI cs.CL stat.ME

(Mis)Fitting: A Survey of Scaling Laws

Margaret Li, Sneha Kudugunta, Luke Zettlemoyer

Comments 41 pages, 3 figure, first two authors contributed equally. ICLR, 2025

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2502.18955 2025-02-27 cs.LG

Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset

Yiqin Yang, Quanwei Wang, Chenghao Li, Hao Hu, Chengjie Wu, Yuhua Jiang, Dianyu Zhong, Ziyou Zhang, Qianchuan Zhao, Chongjie Zhang, Xu Bo

Journal ref Published on ICLR 2025

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2502.18865 2025-02-27 cs.LG cs.AI

A Theoretical Perspective: How to Prevent Model Collapse in Self-consuming Training Loops

Shi Fu, Yingjie Wang, Yuzhu Chen, Xinmei Tian, Dacheng Tao

Comments Accepted at ICLR 2025

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2502.18706 2025-02-27 cs.LG cs.CR cs.DC

Differentially Private Federated Learning With Time-Adaptive Privacy Spending

Shahrzad Kiani, Nupur Kulkarni, Adam Dziedzic, Stark Draper, Franziska Boenisch

Comments International Conference on Learning Representations (ICLR), April 2025, Singapore

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2502.18508 2025-02-27 cs.CR cs.AI cs.CV cs.LG

REFINE: Inversion-Free Backdoor Defense via Model Reprogramming

Yukun Chen, Shuo Shao, Enhao Huang, Yiming Li, Pin-Yu Chen, Zhan Qin, Kui Ren

Comments This paper is accept by ICLR 2025. The first two authors contributed equally to this work. Our code is available at BackdoorBox (https://github.com/THUYimingLi/BackdoorBox) and Github repository (https://github.com/WhitolfChen/REFINE). 28 pages

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2502.13170 2025-02-27 cs.AI cs.LG

Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment

Yuze Zhao, Tianyun Ji, Wenjun Feng, Zhenya Huang, Qi Liu, Zhiding Liu, Yixiao Ma, Kai Zhang, Enhong Chen

Comments ICLR 2025 Poster;23 pages, 7 figures

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2502.06415 2025-02-27 cs.CL cs.AI cs.LG

Systematic Outliers in Large Language Models

Yongqi An, Xu Zhao, Tao Yu, Ming Tang, Jinqiao Wang

Comments Accepted at ICLR 2025. Project Page: https://github.com/an-yongqi/systematic-outliers

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2412.03187 2025-02-27 cs.CL

Weighted-Reward Preference Optimization for Implicit Model Fusion

Ziyi Yang, Fanqi Wan, Longguang Zhong, Tianyuan Shi, Xiaojun Quan

Comments Accepted to ICLR 2025

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2410.22489 2025-02-27 cs.CV

Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation

Zhaochong An, Guolei Sun, Yun Liu, Runjia Li, Min Wu, Ming-Ming Cheng, Ender Konukoglu, Serge Belongie

Comments Published at ICLR 2025 (Spotlight)

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2410.09343 2025-02-27 cs.CL

ELICIT: LLM Augmentation via External In-Context Capability

Futing Wang, Jianhao Yan, Yue Zhang, Tao Lin

Comments Published at ICLR 2025

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