TMLR

CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives

Armin Saghafian, Amirmohammad Izadi, Negin Hashemi Dijujin, Mahdieh Soleymani Baghshah

机构 * Sharif University of Technology（谢里夫理工大学） 纠错

Comments Accepted to TMLR 2025

An Architecture Built for Federated Learning: Addressing Data Heterogeneity through Adaptive Normalization-Free Feature Recalibration

Vasilis Siomos, Jonathan Passerat-Palmbach, Giacomo Tarroni

机构 * Department of Computer Science, City St. George’s, University of London（伦敦大学城市圣乔治学院计算机科学系） ； BioMedIA, Department of Computing, Imperial College London（伦敦帝国理工学院计算系BioMedIA） 纠错

Comments Accepted into TMLR, version of record https://openreview.net/forum?id=GtdYFLsblb

The Over-Certainty Phenomenon in Modern Test-Time Adaptation Algorithms

Fin Amin, Jung-Eun Kim

Comments Published in Transactions on Machine Learning Research (TMLR), July 2025

Effect of Random Learning Rate: Theoretical Analysis of SGD Dynamics in Non-Convex Optimization via Stationary Distribution

Naoki Yoshida, Shogo Nakakita, Masaaki Imaizumi

机构 * The University of Tokyo（东京大学） ； RIKEN Center for Advanced Intelligence Project（RIKEN高级智能项目中心） 纠错

Comments 28 pages

Journal ref Transactions on Machine Learning Research, 2835-8856, 2025