ICML

Confidence and Dispersity as Signals: Unsupervised Model Evaluation and Ranking

Weijian Deng, Weijie Tu, Ibrahim Radwan, Mohammad Abu Alsheikh, Stephen Gould, Liang Zheng

机构 * School of Computing, The Australian National University（澳大利亚国立大学计算机学院） ； University of Canberra（堪培拉大学） 纠错

Comments 15 pages, 11 figures, extension of ICML'23 work: Confidence and Dispersity Speak: Characterizing Prediction Matrix for Unsupervised Accuracy Estimation

Modern Methods in Associative Memory

Dmitry Krotov, Benjamin Hoover, Parikshit Ram, Bao Pham

机构 * IBM Research（IBM研究院） ； MIT（麻省理工学院） ； Georgia Tech（佐治亚理工学院） ； RPI（罗切斯特理工学院） 纠错

Comments Tutorial at ICML 2025

Exponential Family Variational Flow Matching for Tabular Data Generation

Andrés Guzmán-Cordero, Floor Eijkelboom, Jan-Willem van de Meent

机构 * Vector Institute（向量研究所） ； Bosch-Delta Lab（博世-德尔塔实验室） 纠错

Comments 14 pages, 1 figure, and 9 tables; To be published in the Proceedings of the Forty-Second International Conference on Machine Learning

CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering

Zhe Zhang, Mingxiu Cai, Hanxiao Wang, Gaochang Wu, Tianyou Chai, Xiatian Zhu

机构 * State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China（合成过程工业综合自动化国家重点实验室，东北大学，沈阳，中国） ； Meta, London, U.K.（Meta，伦敦，英国） ； Surrey Institute for People-Centred Artificial Intelligence（以人为本的人工智能研究院） 纠错

Comments 25 pages, 12 figures, 20 tables, accepted by Forty-Second International Conference on Machine Learning ( ICML 2025 ), link: https://icml.cc/virtual/2025/poster/46359

Multi-Stage Manipulation with Demonstration-Augmented Reward, Policy, and World Model Learning

Adrià López Escoriza, Nicklas Hansen, Stone Tao, Tongzhou Mu, Hao Su

机构 * University of California San Diego（加州大学圣迭戈分校） ； ETH Zürich, Switzerland（苏黎世联邦理工学院） 纠错

Comments Project page can be found at https://adrialopezescoriza.github.io/demo3/

Journal ref ICML 2025

Ranked from Within: Ranking Large Multimodal Models Without Labels

Weijie Tu, Weijian Deng, Dylan Campbell, Yu Yao, Jiyang Zheng, Tom Gedeon, Tongliang Liu

机构 * Australian National University ； Sydney AI Centre, The University of Sydney ； Curtin University ； University of \'OBuda 纠错

Comments ICML 2025 Camera Ready