TMLR

Dextr: Zero-Shot Neural Architecture Search with Singular Value Decomposition and Extrinsic Curvature

Rohan Asthana, Joschua Conrad, Maurits Ortmanns, Vasileios Belagiannis

Comments Accepted at Transactions on Machine Learning Research (TMLR)

Synthetic Data is Sufficient for Zero-Shot Visual Generalization from Offline Data

Ahmet H. Güzel, Ilija Bogunovic, Jack Parker-Holder

Journal ref Journal=Transactions on Machine Learning Research Issue Number: 2835-8856 Year: 2025

TRIDE: A Text-assisted Radar-Image weather-aware fusion network for Depth Estimation

Huawei Sun, Zixu Wang, Hao Feng, Julius Ott, Lorenzo Servadei, Robert Wille

Comments Accepted by TMLR (2025.08)

MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment

Barak Pinkovich, Boaz Matalon, Ehud Rivlin, Hector Rotstein

机构 * Technion-Israel Institute of Technology（技术学院-以色列理工学院） 纠错

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

2SSP: A Two-Stage Framework for Structured Pruning of LLMs

Fabrizio Sandri, Elia Cunegatti, Giovanni Iacca

机构 * University of Trento（特伦托大学） 纠错

Comments Published in Transactions on Machine Learning Research (TMLR)

Clustering-Based Validation Splits for Model Selection under Domain Shift

Andrea Napoli, Paul White

机构 * Institute of Sound and Vibration Research（声学与振动研究所） ； University of Southampton（南安普顿大学） 纠错

Comments Published in TMLR 08/25

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

Emergent Symbol-like Number Variables in Artificial Neural Networks

Satchel Grant, Noah D. Goodman, James L. McClelland

机构 * Stanford University（斯坦福大学） 纠错

Journal ref Transactions on Machine Learning Research (TMLR) 2835-8856 (2025)

Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting

Soon Hoe Lim, Yijin Wang, Annan Yu, Emma Hart, Michael W. Mahoney, Xiaoye S. Li, N. Benjamin Erichson

机构 * Department of Mathematics, KTH Royal Institute of Technology（皇家理工学院数学系） ； Nordita, KTH Royal Institute of Technology and Stockholm University（皇家理工学院北欧理论物理研究所及斯德哥尔摩大学） ； International Computer Science Institute（国际计算机科学研究所） ； Center for Applied Mathematics, Cornell University（康奈尔大学应用数学中心） ； Department of Mathematics, Emory University（埃默里大学数学系） ； Department of Statistics, University of California at Berkeley（加州大学伯克利分校统计系） ； Lawrence Berkeley National Laboratory（伯克利国家实验室） 纠错

Comments 35 pages

Journal ref Transactions on Machine Learning Research (2025), code: https://github.com/shoelim/FM_forecasting

MUC: Machine Unlearning for Contrastive Learning with Black-box Evaluation

Yihan Wang, Yiwei Lu, Guojun Zhang, Franziska Boenisch, Adam Dziedzic, Yaoliang Yu, Xiao-Shan Gao

机构 * University of Waterloo（滑铁卢大学） ； University of Ottawa（渥太华大学） ； Alibaba（阿里巴巴） ； CISPA Helmholtz Center for Information Security（信息安全赫尔姆霍兹中心） ； Vector Institute（向量研究所） ； Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments Published in TMLR

Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation

Yutong He, Alexander Robey, Naoki Murata, Yiding Jiang, Joshua Nathaniel Williams, George J. Pappas, Hamed Hassani, Yuki Mitsufuji, Ruslan Salakhutdinov, J. Zico Kolter

机构 * Carnegie Mellon University（卡内基梅隆大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Sony AI（索尼人工智能） ； Sony Group Corporation（索尼集团） ； Bosch Center for AI（博世人工智能中心） 纠错

Journal ref Transactions on Machine Learning Research (TMLR), 2025. ISSN 2835-8856