ICML

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Yaolun Zhang, Xiaogeng Liu, Chaowei Xiao

机构 * University of Wisconsin - Madison（威斯康星大学麦迪逊分校） 纠错

Comments ICML 2025

FGFP: A Fractional Gaussian Filter and Pruning for Deep Neural Networks Compression

Kuan-Ting Tu, Po-Hsien Yu, Yu-Syuan Tseng, Shao-Yi Chien

机构 * Graduate School of Advanced Technology, National Taiwan University, Taipei, Taiwan（国家台湾大学高级科技研究所） ； Graduate Institute of Electronics Engineering, National Taiwan University, Taipei, Taiwan（国家台湾大学电子工程研究所） 纠错

Comments 8 pages, 2 figures, 4 tables, Accepted by ICML 2025 Workshop (TTODLer-FM)

Visual Language Models as Zero-Shot Deepfake Detectors

Viacheslav Pirogov

Comments Accepted to the ICML 2025 Workshop on Reliable and Responsible Foundation Models

High-Resolution Live Fuel Moisture Content (LFMC) Maps for Wildfire Risk from Multimodal Earth Observation Data

Patrick Alan Johnson, Gabriel Tseng, Yawen Zhang, Heather Heward, Virginia Sjahli, Favyen Bastani, Joseph Redmon, Patrick Beukema

机构 * Mila -- Quebec AI Institute（魁北克人工智能研究所） ； McGill University（麦吉尔大学） ； Allen Institute for AI (Ai2)（人工智能研究所） ； University of Idaho（爱达荷大学） 纠错

Comments 10 pages, ICML 2025 (TerraBytes)

Don't Lag, RAG: Training-Free Adversarial Detection Using RAG

Roie Kazoom, Raz Lapid, Moshe Sipper, Ofer Hadar

机构 * Electrical and Computer Engineering, Ben Gurion University, Beer Sheba 84105, Israel（电子与计算机工程系，本· Gurion 大学） ； Computer Science, Ben Gurion University, Beer Sheba 84105, Israel（计算机科学系，本· Gurion 大学） 纠错

Comments Accepted at VecDB @ ICML 2025

Lightweight Online Adaption for Time Series Foundation Model Forecasts

Thomas L. Lee, William Toner, Rajkarn Singh, Artjom Joosen, Martin Asenov

机构 * intern（实习生） ； Huawei SIR Lab, Edinburgh Research Centre, UK（华为SIR实验室，爱丁堡研究中心，英国） ； School of Informatics, University of Edinburgh, UK（信息学院，爱丁堡大学，英国） 纠错

Comments 9 pages, Published at ICML 2025

CollabLLM: From Passive Responders to Active Collaborators

Shirley Wu, Michel Galley, Baolin Peng, Hao Cheng, Gavin Li, Yao Dou, Weixin Cai, James Zou, Jure Leskovec, Jianfeng Gao

机构 * stanford（斯坦福大学） ； microsoft（微软公司） 纠错

Comments Outstanding Paper Award at ICML 2025

Scaling and Data Saturation in Protein Language Models

Aviv Spinner, Erika DeBenedictis, Corey M. Hudson

Comments Presented at the GenBio Workshop, ICML 2025

Principled Curriculum Learning using Parameter Continuation Methods

Harsh Nilesh Pathak, Randy Paffenroth

机构 * Department of Data Science, Worcester Polytechnic Institute, USA（数据科学系，沃斯特理工学院，美国） ； Department of Mathematics, Computer and Data Science, Worcester Polytechnic Institute, USA（数学、计算机与数据科学系，沃斯特理工学院，美国） 纠错

Journal ref ICML 2025, Beyond first-order methods in ML systems

TypyBench: Evaluating LLM Type Inference for Untyped Python Repositories

Honghua Dong, Jiacheng Yang, Xun Deng, Yuhe Jiang, Gennady Pekhimenko, Fan Long, Xujie Si

机构 * University of Toronto（多伦多大学） ； Vector Institute（向量研究所） ； CIFAR AI Chair（CIFAR人工智能主席） 纠错

Journal ref Proceedings of the 42nd International Conference on Machine Learning, Vancouver, Canada. PMLR 267, 2025