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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9454
2311.18817 2024-04-03 cs.LG cs.AI

Dichotomy of Early and Late Phase Implicit Biases Can Provably Induce Grokking

Kaifeng Lyu, Jikai Jin, Zhiyuan Li, Simon S. Du, Jason D. Lee, Wei Hu

Comments Published as a conference paper at ICLR 2024; 40 pages, 4 figures

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2310.05861 2024-04-03 cs.CL cs.AI cs.CV cs.LG

Rephrase, Augment, Reason: Visual Grounding of Questions for Vision-Language Models

Archiki Prasad, Elias Stengel-Eskin, Mohit Bansal

Comments ICLR 2024 camera-ready (23 pages), Code: https://github.com/archiki/RepARe

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2310.04948 2024-04-03 cs.LG cs.CL

TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

Defu Cao, Furong Jia, Sercan O Arik, Tomas Pfister, Yixiang Zheng, Wen Ye, Yan Liu

Comments Accepted by ICLR 2024. Camera Ready Version

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2306.06189 2024-04-03 cs.CV cs.AI cs.LG

FasterViT: Fast Vision Transformers with Hierarchical Attention

Ali Hatamizadeh, Greg Heinrich, Hongxu Yin, Andrew Tao, Jose M. Alvarez, Jan Kautz, Pavlo Molchanov

Comments ICLR'24 Accepted Paper

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2302.11068 2024-04-03 cs.LG cs.DS math.OC stat.ML

Low Rank Matrix Completion via Robust Alternating Minimization in Nearly Linear Time

Yuzhou Gu, Zhao Song, Junze Yin, Lichen Zhang

Comments ICLR 2024

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2404.01220 2024-04-02 cs.RO cs.CV cs.LG

Entity-Centric Reinforcement Learning for Object Manipulation from Pixels

Dan Haramati, Tal Daniel, Aviv Tamar

Comments ICLR 2024 Spotlight. Videos and code are available on the project website: https://sites.google.com/view/entity-centric-rl

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2311.01017 2024-04-02 cs.CV cs.AI cs.LG cs.RO

Copilot4D: Learning Unsupervised World Models for Autonomous Driving via Discrete Diffusion

Lunjun Zhang, Yuwen Xiong, Ze Yang, Sergio Casas, Rui Hu, Raquel Urtasun

Comments ICLR 2024

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2305.15357 2024-04-02 eess.IV cs.CV cs.LG

Solving Diffusion ODEs with Optimal Boundary Conditions for Better Image Super-Resolution

Yiyang Ma, Huan Yang, Wenhan Yang, Jianlong Fu, Jiaying Liu

Comments Accepted by ICLR 2024

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2404.00860 2024-04-02 cs.LG cs.CV

Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance

Giung Nam, Byeongho Heo, Juho Lee

Comments ICLR 2024

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2404.00798 2024-04-02 cs.LG

On Difficulties of Attention Factorization through Shared Memory

Uladzislau Yorsh, Martin Holeňa, Ondřej Bojar, David Herel

Comments 2 pages of main content, 8 pages in total, published as a Tiny Paper at ICLR 2024

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2404.00657 2024-04-02 cs.LG cs.AI cs.CL

Observations on Building RAG Systems for Technical Documents

Sumit Soman, Sujoy Roychowdhury

Comments Published as a Tiny Paper at ICLR 2024

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2404.00638 2024-04-02 cs.LG

HypeBoy: Generative Self-Supervised Representation Learning on Hypergraphs

Sunwoo Kim, Shinhwan Kang, Fanchen Bu, Soo Yong Lee, Jaemin Yoo, Kijung Shin

Comments Published as a conference paper at ICLR 2024

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2404.00597 2024-04-02 cs.CV

Parameter and Data-Efficient Spectral StyleDCGAN

Aryan Garg

Comments Notable ICLR Tiny Paper 2024

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2404.00451 2024-04-02 cs.RO

Thin-Shell Object Manipulations With Differentiable Physics Simulations

Yian Wang, Juntian Zheng, Zhehuan Chen, Zhou Xian, Gu Zhang, Chao Liu, Chuang Gan

Comments ICLR 2024

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2403.14119 2024-04-02 cs.CV cs.AI cs.CL cs.LG

C-TPT: Calibrated Test-Time Prompt Tuning for Vision-Language Models via Text Feature Dispersion

Hee Suk Yoon, Eunseop Yoon, Joshua Tian Jin Tee, Mark Hasegawa-Johnson, Yingzhen Li, Chang D. Yoo

Comments ICLR 2024

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2401.13964 2024-04-02 cs.CV

An Extensible Framework for Open Heterogeneous Collaborative Perception

Yifan Lu, Yue Hu, Yiqi Zhong, Dequan Wang, Yanfeng Wang, Siheng Chen

Comments Accepted by ICLR 2024. The code and data are open-sourced at https://github.com/yifanlu0227/HEAL

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2310.06081 2024-04-02 math.OC cs.LG math.PR stat.ML

Ito Diffusion Approximation of Universal Ito Chains for Sampling, Optimization and Boosting

Aleksei Ustimenko, Aleksandr Beznosikov

Comments Appears in: The Twelfth International Conference on Learning Representations (ICLR 2024). 27 pages, 3 tables. Reference: https://openreview.net/forum?id=fjpfCOV4ru

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2310.02279 2024-04-02 cs.LG cs.AI cs.CV stat.ML

Consistency Trajectory Models: Learning Probability Flow ODE Trajectory of Diffusion

Dongjun Kim, Chieh-Hsin Lai, Wei-Hsiang Liao, Naoki Murata, Yuhta Takida, Toshimitsu Uesaka, Yutong He, Yuki Mitsufuji, Stefano Ermon

Comments International Conference on Learning Representations

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2309.16211 2024-04-02 cs.CV cs.AI

VDC: Versatile Data Cleanser based on Visual-Linguistic Inconsistency by Multimodal Large Language Models

Zihao Zhu, Mingda Zhang, Shaokui Wei, Bingzhe Wu, Baoyuan Wu

Comments Accepted to ICLR 2024

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2307.16368 2024-04-02 cs.CV

AntGPT: Can Large Language Models Help Long-term Action Anticipation from Videos?

Qi Zhao, Shijie Wang, Ce Zhang, Changcheng Fu, Minh Quan Do, Nakul Agarwal, Kwonjoon Lee, Chen Sun

Comments ICLR 2024 Camera Ready

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2210.09846 2024-04-02 cs.AI cs.CV cs.LG cs.RO

G-PECNet: Towards a Generalizable Pedestrian Trajectory Prediction System

Aryan Garg, Renu M. Rameshan

Comments Notable ICLR Tiny Paper 2024

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2206.09557 2024-04-02 cs.DC cs.CL

LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models

Gunho Park, Baeseong Park, Minsub Kim, Sungjae Lee, Jeonghoon Kim, Beomseok Kwon, Se Jung Kwon, Byeongwook Kim, Youngjoo Lee, Dongsoo Lee

Comments ICLR 2024

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2205.13476 2024-04-02 cs.LG cs.AI cs.SY eess.SY stat.ML

Embed to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency

Lingxiao Wang, Qi Cai, Zhuoran Yang, Zhaoran Wang

Comments Accepted by ICLR 2022

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2403.20078 2024-04-01 cs.CV cs.LG

Negative Label Guided OOD Detection with Pretrained Vision-Language Models

Xue Jiang, Feng Liu, Zhen Fang, Hong Chen, Tongliang Liu, Feng Zheng, Bo Han

Comments ICLR 2024 Spotlight

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2403.20015 2024-04-01 cs.CL cs.AI

Adverb Is the Key: Simple Text Data Augmentation with Adverb Deletion

Juhwan Choi, YoungBin Kim

Comments ICLR 2024 Tiny Papers

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2403.20012 2024-04-01 cs.CV cs.AI

Colorful Cutout: Enhancing Image Data Augmentation with Curriculum Learning

Juhwan Choi, YoungBin Kim

Comments ICLR 2024 Tiny Papers

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2403.19963 2024-04-01 cs.CV

Efficient Modulation for Vision Networks

Xu Ma, Xiyang Dai, Jianwei Yang, Bin Xiao, Yinpeng Chen, Yun Fu, Lu Yuan

Comments Accepted by ICLR 2024. Codes are made publically available at https://github.com/ma-xu/EfficientMod

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2403.09669 2024-04-01 cs.CV cs.AI

STREAM: Spatio-TempoRal Evaluation and Analysis Metric for Video Generative Models

Pum Jun Kim, Seojun Kim, Jaejun Yoo

Comments Our work is accepted to ICLR 2024

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2310.05737 2024-04-01 cs.CV cs.AI cs.MM

Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Lijun Yu, José Lezama, Nitesh B. Gundavarapu, Luca Versari, Kihyuk Sohn, David Minnen, Yong Cheng, Vighnesh Birodkar, Agrim Gupta, Xiuye Gu, Alexander G. Hauptmann, Boqing Gong, Ming-Hsuan Yang, Irfan Essa, David A. Ross, Lu Jiang

Comments ICLR 2024

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2403.19507 2024-03-29 cs.LG

SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations

Xuan Zhang, Jacob Helwig, Yuchao Lin, Yaochen Xie, Cong Fu, Stephan Wojtowytsch, Shuiwang Ji

Comments The Twelfth International Conference on Learning Representations

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