TMLR

Where are we with calibration under dataset shift in image classification?

Mélanie Roschewitz, Raghav Mehta, Fabio de Sousa Ribeiro, Ben Glocker

机构 * Imperial College London（帝国理工学院伦敦分校） 纠错

Comments Code available at https://github.com/biomedia-mira/calibration_under_shifts. Published in TMLR, October 2025 (https://openreview.net/forum?id=1NYKXlRU2H)

Journal ref Transactions on Machine Learning Research (10/2025)

Measuring Data Science Automation: A Survey of Evaluation Tools for AI Assistants and Agents

Irene Testini, José Hernández-Orallo, Lorenzo Pacchiardi

机构 * Leverhulme Centre for the Future of Intelligence, University of Cambridge, UK（未来智能研究中心、剑桥大学） ； Valencian Research Institute for Artificial Intelligence (VRAIN), Universitat Politècnica de València, Spain（瓦伦西亚人工智能研究 institutes (VRAIN)、瓦伦西亚理工大学） 纠错

Comments Published in Transactions of Machine Learning Research (TMLR), 10/2025 https://openreview.net/forum?id=MB0TCLfLn1

Customizing Spider Silk: Generative Models with Mechanical Property Conditioning for Protein Engineering

Neeru Dubey, Elin Karlsson, Miguel Angel Redondo, Johan Reimegård, Anna Rising, Hedvig Kjellström

机构 * Division of Robotics, Perception and Learning（机器人、感知与学习 division） ； KTH Royal Institute of Technology（皇家理工学院） ； Department of Animal Biosciences（动物生物学系） ； Swedish University of Agricultural Sciences (SLU)（瑞典农业科学大学） ； Science for Life Laboratory (SciLifeLab)（生命科学实验室） ； Uppsala University（乌普萨拉大学） 纠错

Comments 23 pages, 11 figures

Journal ref Transactions on Machine Learning Research volume 7 2025

Phase-driven Domain Generalizable Learning for Nonstationary Time Series

Payal Mohapatra, Lixu Wang, Qi Zhu

机构 * Northwestern University（西北大学） 纠错

Comments TMLR 2025