University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校）

Distributed Multi-Agent Bandits Over Erdős-Rényi Random Networks

Jingyuan Liu, Hao Qiu, Lin Yang, Mengfan Xu

机构 * Nanjing University（南京大学） ； Università degli Studi di Milano（米兰大学） ； University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） 纠错

Text to Trust: Evaluating Fine-Tuning and LoRA Trade-offs in Language Models for Unfair Terms of Service Detection

Noshitha Padma Pratyusha Juttu, Sahithi Singireddy, Sravani Gona, Sujal Timilsina

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

Comments 6 pages, including figures and tables. All experiments are reproducible. Code and fine-tuned models are publicly available on: GitHub: (https://github.com/Stimils02/UnfairTOSAgreementsDetection) and Hugging Face: (https://huggingface.co/Noshitha98)

Offline Clustering of Linear Bandits: The Power of Clusters under Limited Data

Jingyuan Liu, Zeyu Zhang, Xuchuang Wang, Xutong Liu, John C. S. Lui, Mohammad Hajiesmaili, Carlee Joe-Wong

机构 * Nanjing University（南京大学） ； The Chinese University of Hong Kong（香港中文大学） ； University of Massachusetts, Amherst（马萨诸塞大学阿默斯特分校） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Chatbot To Help Patients Understand Their Health

Won Seok Jang, Hieu Tran, Manav Mistry, SaiKiran Gandluri, Yifan Zhang, Sharmin Sultana, Sunjae Kown, Yuan Zhang, Zonghai Yao, Hong Yu

机构 * Center for Healthcare Organization and Implementation Research, VA Bedford Health Care（VA贝德福德医疗中心健康组织与实施研究中心） ； Miner School of Computer and Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校计算机与信息科学学院） ； Manning College of Information and Computer Sciences, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校信息与计算机科学学院） 纠错

Comments Accepted in EMNLP 2025 Findings