TMLR

On Convolutions, Intrinsic Dimension, and Diffusion Models

Kin Kwan Leung, Rasa Hosseinzadeh, Gabriel Loaiza-Ganem

机构 * Layer 6 AI 纠错

Comments TMLR 2025 (expert certification)

Understanding Self-supervised Contrastive Learning through Supervised Objectives

Byeongchan Lee

机构 * KAIST（韩国科学技术院） 纠错

Comments Accepted at TMLR 2025

On the Problem of Consistent Anomalies in Zero-Shot Industrial Anomaly Detection

Tai Le-Gia, Ahn Jaehyun

Comments Published in TMLR (10/2025)

AB-UPT: Scaling Neural CFD Surrogates for High-Fidelity Automotive Aerodynamics Simulations via Anchored-Branched Universal Physics Transformers

Benedikt Alkin, Maurits Bleeker, Richard Kurle, Tobias Kronlachner, Reinhard Sonnleitner, Matthias Dorfer, Johannes Brandstetter

机构 * Emmi AI ； ELLIS Unit, LIT AI Lab, JKU Linz（ELLIS单位、LIT AI实验室、JKU林茨） 纠错

Comments Published in Transactions on Machine Learning Research

Designing Algorithms Empowered by Language Models: An Analytical Framework, Case Studies, and Insights

Yanxi Chen, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团） 纠错

Comments TMLR camera-ready version

Equivalent Linear Mappings of Large Language Models

James R. Golden

Comments title changed; major revisions; code available at https://github.com/jamesgolden1/equivalent-linear-LLMs/; published at https://openreview.net/forum?id=oDWbJsIuEp

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

Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles

Zifu Wang, Junyi Zhu, Bo Tang, Zhiyu Li, Feiyu Xiong, Jiaqian Yu, Matthew B. Blaschko

Comments TMLR 2025

A Comprehensive Survey on Knowledge Distillation

Amir M. Mansourian, Rozhan Ahmadi, Masoud Ghafouri, Amir Mohammad Babaei, Elaheh Badali Golezani, Zeynab Yasamani Ghamchi, Vida Ramezanian, Alireza Taherian, Kimia Dinashi, Amirali Miri, Shohreh Kasaei

机构 * Sharif University of Technology（谢里夫科技大学） 纠错

Comments Published at TMLR (102 pages, 10 figures, 17 tables)

Learning to Be Cautious

Montaser Mohammedalamen, Dustin Morrill, Alexander Sieusahai, Yash Satsangi, Michael Bowling

机构 * University of Alberta（阿尔伯塔大学） ； Alberta Machine Intelligence Institute (Amii)（阿尔伯塔人工智能研究所） 纠错

Comments Published at the Transactions on Machine Learning Research Journal (TMLR)