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International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2503.17394 2025-03-25 cs.LG cs.AI cs.CV cs.NE

Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness

Kangrui Du, Yuhang Wu, Shikuang Deng, Shi Gu

Comments 20 pages, ICLR 2025

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2501.14002 2025-03-25 cs.CL cs.AI

Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages

Zui Chen, Tianqiao Liu, Mi Tian, Qing Tong, Weiqi Luo, Zitao Liu

Comments ICLR 2025

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2501.13492 2025-03-25 cs.CV

Quantized Spike-driven Transformer

Xuerui Qiu, Malu Zhang, Jieyuan Zhang, Wenjie Wei, Honglin Cao, Junsheng Guo, Rui-Jie Zhu, Yimeng Shan, Yang Yang, Haizhou Li

Comments Accepted by ICLR 2025

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2412.17622 2025-03-25 cs.LG stat.ML

Be More Diverse than the Most Diverse: Optimal Mixtures of Generative Models via Mixture-UCB Bandit Algorithms

Parham Rezaei, Farzan Farnia, Cheuk Ting Li

Journal ref Proceedings of the 13th International Conference on Learning Representations (ICLR), 2025

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2410.23168 2025-03-25 cs.LG

TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Haiyang Wang, Yue Fan, Muhammad Ferjad Naeem, Yongqin Xian, Jan Eric Lenssen, Liwei Wang, Federico Tombari, Bernt Schiele

Comments Accepted by ICLR for a spotlight presentation

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2410.21526 2025-03-25 cs.LG cs.CL

Not All LLM-Generated Data Are Equal: Rethinking Data Weighting in Text Classification

Hsun-Yu Kuo, Yin-Hsiang Liao, Yu-Chieh Chao, Wei-Yun Ma, Pu-Jen Cheng

Comments ICLR 2025 camera ready

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2410.16669 2025-03-25 cs.LG math.OC

Linear Partial Gromov-Wasserstein Embedding

Yikun Bai, Abihith Kothapalli, Hengrong Du, Rocio Diaz Martin, Soheil Kolouri

Comments Published at ICLR 2025

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2409.05358 2025-03-25 cs.LG cs.AI

BAMDP Shaping: a Unified Framework for Intrinsic Motivation and Reward Shaping

Aly Lidayan, Michael Dennis, Stuart Russell

Comments Published at ICLR 2025

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2408.09420 2025-03-25 q-fin.CP cs.CL cs.LG

Enhancing Startup Success Predictions in Venture Capital: A GraphRAG Augmented Multivariate Time Series Method

Zitian Gao, Yihao Xiao

Comments ICLR 2025 Financial AI

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2407.18242 2025-03-25 cs.LG cs.AI cs.CL

LoRA-Pro: Are Low-Rank Adapters Properly Optimized?

Zhengbo Wang, Jian Liang, Ran He, Zilei Wang, Tieniu Tan

Comments Camera-Ready Version for ICLR 2025; technical corrections to previous version

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2407.12781 2025-03-25 cs.CV

VD3D: Taming Large Video Diffusion Transformers for 3D Camera Control

Sherwin Bahmani, Ivan Skorokhodov, Aliaksandr Siarohin, Willi Menapace, Guocheng Qian, Michael Vasilkovsky, Hsin-Ying Lee, Chaoyang Wang, Jiaxu Zou, Andrea Tagliasacchi, David B. Lindell, Sergey Tulyakov

Comments ICLR 2025; Project Page: https://snap-research.github.io/vd3d/

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2407.00957 2025-03-25 cs.NE q-bio.NC stat.ML

Expressivity of Neural Networks with Random Weights and Learned Biases

Ezekiel Williams, Alexandre Payeur, Avery Hee-Woon Ryoo, Thomas Jiralerspong, Matthew G. Perich, Luca Mazzucato, Guillaume Lajoie

Comments upload of camera-ready manuscript accepted as poster at ICLR 2025; change of author order

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2406.14337 2025-03-25 math.OC

Improving Convergence Guarantees of Random Subspace Second-order Algorithm for Nonconvex Optimization

Rei Higuchi, Pierre-Louis Poirion, Akiko Takeda

Comments ICLR 2025 Spotlight

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2405.14744 2025-03-25 cs.CY

Exploring Prosocial Irrationality for LLM Agents: A Social Cognition View

Xuan Liu, Jie Zhang, Haoyang Shang, Song Guo, Chengxu Yang, Quanyan Zhu

Comments Published as a conference paper at ICLR 2025

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2309.07311 2025-03-25 cs.CL

Sudden Drops in the Loss: Syntax Acquisition, Phase Transitions, and Simplicity Bias in MLMs

Angelica Chen, Ravid Shwartz-Ziv, Kyunghyun Cho, Matthew L. Leavitt, Naomi Saphra

Comments ICLR 2024 camera-ready; Code is located at https://github.com/angie-chen55/sudden-drops-in-the-loss/tree/main

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2503.17288 2025-03-24 cs.CV cs.LG

Exploring a Principled Framework for Deep Subspace Clustering

Xianghan Meng, Zhiyuan Huang, Wei He, Xianbiao Qi, Rong Xiao, Chun-Guang Li

Comments The paper is accepted by ICLR 2025. The first two authors are equally contributed

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2411.15102 2025-03-24 cs.LG

AttriBoT: A Bag of Tricks for Efficiently Approximating Leave-One-Out Context Attribution

Fengyuan Liu, Nikhil Kandpal, Colin Raffel

Comments 24 pages, 11 figures, ICLR 2025

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2410.16646 2025-03-24 cs.CV

TopoDiffusionNet: A Topology-aware Diffusion Model

Saumya Gupta, Dimitris Samaras, Chao Chen

Comments Accepted to ICLR 2025 (Poster)

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2310.04496 2025-03-24 cs.CV cs.LG

URLOST: Unsupervised Representation Learning without Stationarity or Topology

Zeyu Yun, Juexiao Zhang, Yann LeCun, Yubei Chen

Comments Accepted by ICLR 2025; Code will be available at this https://github.com/zeyuyun1/URLOST

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2503.17138 2025-03-24 cs.LG

Structure Is Not Enough: Leveraging Behavior for Neural Network Weight Reconstruction

Léo Meynent, Ivan Melev, Konstantin Schürholt, Göran Kauermann, Damian Borth

Comments Accepted at the ICLR Workshop on Neural Network Weights as a New Data Modality 2025

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2503.16799 2025-03-24 cs.LG cs.AI

Causally Aligned Curriculum Learning

Mingxuan Li, Junzhe Zhang, Elias Bareinboim

Comments Accepted as Posters in ICLR 2024

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2503.16451 2025-03-24 cs.HC cs.AI cs.RO

Think-Then-React: Towards Unconstrained Human Action-to-Reaction Generation

Wenhui Tan, Boyuan Li, Chuhao Jin, Wenbing Huang, Xiting Wang, Ruihua Song

Comments Accepted by ICLR 2025

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2502.17109 2025-03-24 cs.AI cs.HC cs.LG

Strength Estimation and Human-Like Strength Adjustment in Games

Chun Jung Chen, Chung-Chin Shih, Ti-Rong Wu

Comments Accepted by the Thirteenth International Conference on Learning Representations (ICLR 2025)

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2502.16634 2025-03-24 cs.AI cs.LG

OptionZero: Planning with Learned Options

Po-Wei Huang, Pei-Chiun Peng, Hung Guei, Ti-Rong Wu

Comments Accepted by the Thirteenth International Conference on Learning Representations (ICLR 2025) as oral presentation

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2412.05276 2025-03-24 cs.CV cs.LG

Sparse autoencoders reveal selective remapping of visual concepts during adaptation

Hyesu Lim, Jinho Choi, Jaegul Choo, Steffen Schneider

Comments Published as a conference paper at the Thirteenth International Conference on Learning Representations (ICLR 2025)

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2412.00876 2025-03-24 cs.CV cs.AI cs.CL cs.LG

Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification

Wenxuan Huang, Zijie Zhai, Yunhang Shen, Shaosheng Cao, Fei Zhao, Xiangfeng Xu, Zheyu Ye, Yao Hu, Shaohui Lin

Comments Accepted to ICLR 2025. Code is available at https://github.com/Osilly/dynamic_llava

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2410.16454 2025-03-24 cs.CL cs.AI

Catastrophic Failure of LLM Unlearning via Quantization

Zhiwei Zhang, Fali Wang, Xiaomin Li, Zongyu Wu, Xianfeng Tang, Hui Liu, Qi He, Wenpeng Yin, Suhang Wang

Comments ICLR 2025

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2410.07081 2025-03-24 cs.CV

JPEG Inspired Deep Learning

Ahmed H. Salamah, Kaixiang Zheng, Yiwen Liu, En-Hui Yang

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

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2410.06266 2025-03-24 cs.CR

Near Exact Privacy Amplification for Matrix Mechanisms

Christopher A. Choquette-Choo, Arun Ganesh, Saminul Haque, Thomas Steinke, Abhradeep Thakurta

Comments To appear in ICLR 2025

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2410.01463 2025-03-24 cs.LG

Selective Aggregation for Low-Rank Adaptation in Federated Learning

Pengxin Guo, Shuang Zeng, Yanran Wang, Huijie Fan, Feifei Wang, Liangqiong Qu

Comments Accepted at ICLR 2025

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