ICML - arXivDaily 期刊&会议

2404.00924 2024-05-28 cs.CV

BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression Tasks

Zhiyuan Cheng, Zhaoyi Liu, Tengda Guo, Shiwei Feng, Dongfang Liu, Mingjie Tang, Xiangyu Zhang

Comments Paper accepted at ICML 2024

2402.15567 2024-05-28 cs.LG cs.AI cs.RO

Foundation Policies with Hilbert Representations

Seohong Park, Tobias Kreiman, Sergey Levine

Comments ICML 2024

2402.14992 2024-05-28 cs.CL cs.AI cs.LG stat.ML

tinyBenchmarks: evaluating LLMs with fewer examples

Felipe Maia Polo, Lucas Weber, Leshem Choshen, Yuekai Sun, Gongjun Xu, Mikhail Yurochkin

Comments Proceedings of the 41st International Conference on Machine Learning (ICML)

2402.02317 2024-05-28 cs.LG

INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer

Han Fang, Zhihao Song, Paul Weng, Yutong Ban

Comments Accepted as poster of ICML-2024

2401.17623 2024-05-28 cs.CL

Neighboring Perturbations of Knowledge Editing on Large Language Models

Jun-Yu Ma, Zhen-Hua Ling, Ningyu Zhang, Jia-Chen Gu

Comments Accepted by ICML 2024

2401.04136 2024-05-28 cs.CR cs.AI

The Stronger the Diffusion Model, the Easier the Backdoor: Data Poisoning to Induce Copyright Breaches Without Adjusting Finetuning Pipeline

Haonan Wang, Qianli Shen, Yao Tong, Yang Zhang, Kenji Kawaguchi

Comments Accepted for presentation at ICML 2024

2311.17972 2024-05-28 cs.PL cs.CL cs.LG

Self-Infilling Code Generation

Lin Zheng, Jianbo Yuan, Zhi Zhang, Hongxia Yang, Lingpeng Kong

Comments ICML 2024 camera ready; Code available at https://github.com/LZhengisme/self-infilling

2310.12274 2024-05-28 cs.CV cs.AI cs.CL cs.GR cs.LG

An Image is Worth Multiple Words: Discovering Object Level Concepts using Multi-Concept Prompt Learning

Chen Jin, Ryutaro Tanno, Amrutha Saseendran, Tom Diethe, Philip Teare

Comments ICML 2024; project page: https://astrazeneca.github.io/mcpl.github.io

2307.03374 2024-05-28 cs.LG

STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map

Ammar Sherif, Abubakar Abid, Mustafa Elattar, Mohamed ElHelw

Comments Accepted to DMLR workshop @ ICML 23

2306.01896 2024-05-28 cs.LG

Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces

Brahma S. Pavse, Matthew Zurek, Yudong Chen, Qiaomin Xie, Josiah P. Hanna

Comments Accepted to International Conference on Machine Learning (ICML) 2024

2306.01147 2024-05-28 cs.LG cs.AI

Smooth Min-Max Monotonic Networks

Christian Igel

Journal ref Proceedings of the 41st International Conference on Machine Learning (ICML), Vienna, Austria. PMLR 235, 2024

2305.15659 2024-05-28 cs.LG cs.AI math.OC

How to escape sharp minima with random perturbations

Kwangjun Ahn, Ali Jadbabaie, Suvrit Sra

Comments Accepted at ICML 2024

2211.11435 2024-05-28 cs.LG cs.CV

ZigZag: Universal Sampling-free Uncertainty Estimation Through Two-Step Inference

Nikita Durasov, Nik Dorndorf, Hieu Le, Pascal Fua

Comments Accepted to Transactions on Machine Learning Research (TMLR), ICML ABBI 2024

2405.15369 2024-05-27 cs.LG cs.AI

Cross-Domain Policy Adaptation by Capturing Representation Mismatch

Jiafei Lyu, Chenjia Bai, Jingwen Yang, Zongqing Lu, Xiu Li

Comments ICML 2024

2405.01102 2024-05-27 cs.LG cs.AI

Less is More: on the Over-Globalizing Problem in Graph Transformers

Yujie Xing, Xiao Wang, Yibo Li, Hai Huang, Chuan Shi

Comments Accepted by ICML 2024 (Camera-Ready)

2404.17047 2024-05-27 cs.LG

Near to Mid-term Risks and Opportunities of Open-Source Generative AI

Francisco Eiras, Aleksandar Petrov, Bertie Vidgen, Christian Schroeder de Witt, Fabio Pizzati, Katherine Elkins, Supratik Mukhopadhyay, Adel Bibi, Botos Csaba, Fabro Steibel, Fazl Barez, Genevieve Smith, Gianluca Guadagni, Jon Chun, Jordi Cabot, Joseph Marvin Imperial, Juan A. Nolazco-Flores, Lori Landay, Matthew Jackson, Paul Röttger, Philip H. S. Torr, Trevor Darrell, Yong Suk Lee, Jakob Foerster

Comments Accepted to ICML'24 as a position paper

2404.04057 2024-05-27 cs.LG cs.AI cs.CV stat.ML

Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation

Mingyuan Zhou, Huangjie Zheng, Zhendong Wang, Mingzhang Yin, Hai Huang

Comments ICML 2024, PyTorch implementation: https://github.com/mingyuanzhou/SiD

2402.08530 2024-05-27 cs.LG cs.AI stat.ML

A Distributional Analogue to the Successor Representation

Harley Wiltzer, Jesse Farebrother, Arthur Gretton, Yunhao Tang, André Barreto, Will Dabney, Marc G. Bellemare, Mark Rowland

Comments Accepted to ICML 2024. First two authors contributed equally

2402.02992 2024-05-27 cs.LG cs.AI cs.CL

Decoding-time Realignment of Language Models

Tianlin Liu, Shangmin Guo, Leonardo Bianco, Daniele Calandriello, Quentin Berthet, Felipe Llinares, Jessica Hoffmann, Lucas Dixon, Michal Valko, Mathieu Blondel

Comments In Proceedings of the 41st International Conference on Machine Learning (ICML 2024)

2309.15560 2024-05-27 cs.IR cs.AI cs.LG

Identifiability Matters: Revealing the Hidden Recoverable Condition in Unbiased Learning to Rank

Mouxiang Chen, Chenghao Liu, Zemin Liu, Zhuo Li, Jianling Sun

Comments Accepted by ICML 2024

2306.00700 2024-05-27 cs.LG cs.AI

On the Weight Dynamics of Deep Normalized Networks

Christian H. X. Ali Mehmeti-Göpel, Michael Wand

Comments Published at ICML 2024

2302.00808 2024-05-27 cs.LG cs.AI

ACPO: A Policy Optimization Algorithm for Average MDPs with Constraints

Akhil Agnihotri, Rahul Jain, Haipeng Luo

Comments To appear in Proceedings of the $\mathit{41}^{st}$ International Conference on Machine Learning (ICML), Vienna, Austria. PMLR 235, 2024

2405.08424 2024-05-27 cs.LG math.OC

Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More

Fanchen Bu, Hyeonsoo Jo, Soo Yong Lee, Sungsoo Ahn, Kijung Shin

Comments ICML 2024

2402.18137 2024-05-27 cs.RO cs.AI cs.CL cs.CV cs.LG

DecisionNCE: Embodied Multimodal Representations via Implicit Preference Learning

Jianxiong Li, Jinliang Zheng, Yinan Zheng, Liyuan Mao, Xiao Hu, Sijie Cheng, Haoyi Niu, Jihao Liu, Yu Liu, Jingjing Liu, Ya-Qin Zhang, Xianyuan Zhan

Comments ICML 2024

2402.06187 2024-05-27 cs.LG cs.AI cs.RO

Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss

Ruijie Zheng, Yongyuan Liang, Xiyao Wang, Shuang Ma, Hal Daumé, Huazhe Xu, John Langford, Praveen Palanisamy, Kalyan Shankar Basu, Furong Huang

Comments Accepted at Forty-first International Conference on Machine Learning (ICML 2024)

2305.09993 2024-05-27 cs.LG cs.AI cs.CL

Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling

Weijia Xu, Andrzej Banburski-Fahey, Nebojsa Jojic

Comments ICML 2024

2305.06886 2024-05-27 cs.LG cs.CV math.CT

A Category-theoretical Meta-analysis of Definitions of Disentanglement

Yivan Zhang, Masashi Sugiyama

Comments International Conference on Machine Learning 2023

2405.14769 2024-05-24 cs.LG cs.CL

Pragmatic Feature Preferences: Learning Reward-Relevant Preferences from Human Input

Andi Peng, Yuying Sun, Tianmin Shu, David Abel

Comments ICML 2024

2405.14352 2024-05-24 cs.LG

Explaining Graph Neural Networks via Structure-aware Interaction Index

Ngoc Bui, Hieu Trung Nguyen, Viet Anh Nguyen, Rex Ying

Comments 30 pages, ICML'24

2405.14133 2024-05-24 cs.LG cs.AI cs.SC

Automated Loss function Search for Class-imbalanced Node Classification

Xinyu Guo, Kai Wu, Xiaoyu Zhang, Jing Liu

Comments ICML 2024