TMLR

Associative memory inspires improvements for in-context learning using a novel attention residual stream architecture

Thomas F Burns, Tomoki Fukai, Christopher J Earls

机构 * SciAI Center, Cornell University, USA（SciAI中心，康奈尔大学，美国） ； Neural Coding and Brain Computing Unit, OIST, Japan（神经编码与脑计算单元，海洋研究所，日本） ； SciAI Center, Center for Applied Mathematics, School of Civil and Environmental Engineering, Cornell University, USA（SciAI中心，应用数学中心，土木与环境工程学院，康奈尔大学，美国） 纠错

Comments 35 pages, 14 figures, 6 tables; accepted and published in TMLR

Model Tensor Planning

An T. Le, Khai Nguyen, Minh Nhat Vu, João Carvalho, Jan Peters

机构 * Intelligent Autonomous Systems, Department of Computer Science, Technical University of Darmstadt（德意志技术大学达姆施塔特分校计算机科学系智能自主系统研究中心） ； Systems AI for Robot Learning, German Research Center for AI (DFKI)（德国人工智能研究中心（DFKI）机器人学习系统AI研究中心） ； Hessian Center for Artificial Intelligence (hessian.AI)（黑森人工智能中心（hessian.AI）） ； Centre for Cognitive Science, Technical University of Darmstadt（德意志技术大学达姆施塔特分校认知科学中心） ； Automation & Control Institute, TU Wien（维也纳技术大学自动化与控制研究所） ； Austrian Institute of Technology (AIT), Vienna（奥地利技术研究所（AIT）） ； VinRobotics and VinUniversity（VinRobotics和Vin大学） 纠错

Comments 24 pages, 9 figures. Accepted to TMLR

Between Linear and Sinusoidal: Rethinking the Time Encoder in Dynamic Graph Learning

Hsing-Huan Chung, Shravan Chaudhari, Xing Han, Yoav Wald, Suchi Saria, Joydeep Ghosh

Comments Accepted to TMLR 7/2025

Are Domain Generalization Benchmarks with Accuracy on the Line Misspecified?

Olawale Salaudeen, Nicole Chiou, Shiny Weng, Sanmi Koyejo

Comments Published in TMLR 08/25

Gradient Inversion Attack on Graph Neural Networks

Divya Anand Sinha, Ruijie Du, Yezi Liu, Athina Markopolou, Yanning Shen

机构 * University of California, Irvine（加州大学欧文分校） 纠错

Comments https://openreview.net/forum?id=a0mLrqkWyx

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

Robust and Efficient Fine-tuning of LLMs with Bayesian Reparameterization of Low-Rank Adaptation

Ayan Sengupta, Vaibhav Seth, Arinjay Pathak, Aastha Verma, Natraj Raman, Sriram Gopalakrishnan, Niladri Chatterjee, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi（印度理工学院德里） 纠错

Comments The paper is accepted in TMLR'25