University of Michigan（密歇根大学安娜堡分校）

A Global Geometric Analysis of Maximal Coding Rate Reduction

Peng Wang, Huikang Liu, Druv Pai, Yaodong Yu, Zhihui Zhu, Qing Qu, Yi Ma

机构 * Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor（电气工程与计算机科学系，密歇根大学） ； Antai College of Economics and Management, Shanghai Jiao Tong University, Shanghai（经济管理学院，上海交通大学） ； Department of Electrical Engineering and Computer Science, University of California, Berkeley（电气工程与计算机科学系，加州大学伯克利分校） ； Department of Computer Science and Engineering, Ohio State University, Columbus（计算机科学与工程系，俄亥俄州立大学） ； Institute of Data Science, University of Hong Kong, Hong Kong（数据科学研究所，香港大学） 纠错

Comments This work has been accepted for publication in the Proceedings of the 41st International Conference on Machine Learning (ICML 2024)

Test-Time Steering for Lossless Text Compression via Weighted Product of Experts

Qihang Zhang, Muchen Li, Ziao Wang, Renjie Liao, Lele Wang

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Vector Institute for AI（人工智能向量研究所） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） ； University of Michigan（密歇根大学） 纠错

Comments 8 pages. Accepted by EMNLP 2025. Code and additional details are available at: https://qihang-zhang.com/Learning-Sys-Blog/2025/10/15/weighted-product-of-experts.html

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025, pages 2076-2088, Suzhou, China, 2025