University of Pennsylvania（宾夕法尼亚大学）

2506.02964 2025-10-27 cs.CV cs.LG

FORLA: Federated Object-centric Representation Learning with Slot Attention

Guiqiu Liao, Matjaz Jogan, Eric Eaton, Daniel A. Hashimoto

机构 * PCASO Laboratory, Dept. of Surgery, University of Pennsylvania（宾夕法尼亚大学外科部PCASO实验室）； Dept. of Computer and Information Science, University of Pennsylvania（宾夕法尼亚大学计算机与信息科学系）

Comments Accepted by Neurips2025

2510.21078 2025-10-27 cs.LG math.OC

Neural Collapse under Gradient Flow on Shallow ReLU Networks for Orthogonally Separable Data

Hancheng Min, Zhihui Zhu, René Vidal

机构 * Institute of Natural Sciences & School of Mathematical Sciences, Shanghai Jiao Tong University（上海交通大学自然科学研究院与数学科学学院）； Computer Science and Engineering, Ohio State University（俄亥俄州立大学计算机科学与工程系）； Electrical and Systems Engineering & Department of Radiology, University of Pennsylvania（宾夕法尼亚大学电气与系统工程系及放射学系）

Comments NeurIPS 2025

2506.06278 2025-10-27 cs.LG cs.AI

Distillation Robustifies Unlearning

Bruce W. Lee, Addie Foote, Alex Infanger, Leni Shor, Harish Kamath, Jacob Goldman-Wetzler, Bryce Woodworth, Alex Cloud, Alexander Matt Turner

机构 * University of Pennsylvania（宾夕法尼亚大学）； Massachusetts Institute of Technology（麻省理工学院）； Brown University（布朗大学）

Comments NeurIPS 2025 (Spotlight)