AI Agent

Empirical Study on Robustness and Resilience in Cooperative Multi-Agent Reinforcement Learning

Simin Li, Zihao Mao, Hanxiao Li, Zonglei Jing, Zhuohang bian, Jun Guo, Li Wang, Zhuoran Han, Ruixiao Xu, Xin Yu, Chengdong Ma, Yuqing Ma, Bo An, Yaodong Yang, Weifeng Lv, Xianglong Liu

机构 * State Key Laboratory of Complex & Critical Software Environment（复杂与关键软件环境国家重点实验室） ； Beihang University（北京航空航天大学） ； Zhongguancun Laboratory（中关村实验室） ； Institute of Artificial Intelligence, Peking University（北京大学人工智能研究院） ； Institute of data space, Hefei Comprehensive National Science Center（合肥综合国家科学中心数据空间研究院） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI、cs.LG

Comments 44 pages, 16 figures, NeurIPS 2025

Multi-Agent Reinforcement Learning for Task Offloading in Wireless Edge Networks

Andrea Fox, Francesco De Pellegrini, Eitan Altman

机构 * LIA, Avignon University（阿维尼翁大学LIA中心） ； INRIA, Sophia Antipolis, France（法国索菲亚Antipolis研究所） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title)；autonomous agent(abstract)；分类 cs.AI、cs.LG

Comments Oral presentation at AI4NextG @ NeurIPS'25 Workshop

Learning Decentralized Routing Policies via Graph Attention-based Multi-Agent Reinforcement Learning in Lunar Delay-Tolerant Networks

Federico Lozano-Cuadra, Beatriz Soret, Marc Sanchez Net, Abhishek Cauligi, Federico Rossi

机构 * Telecommunications Research Institute, University of Málaga（马德里大学电信研究所） ； Jet Propulsion Laboratory, California Institute of Technology（加州理工学院喷气推进实验室） ； Department of Mechanical Engineering, Johns Hopkins University（约翰霍普金斯大学机械工程系） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

High-order Interactions Modeling for Interpretable Multi-Agent Q-Learning

Qinyu Xu, Yuanyang Zhu, Xuefei Wu, Chunlin Chen

机构 * School of Management and Engineering（管理与工程学院） ； School of Information Management（信息管理学院） ； School of Robotics and Automation（机器人与自动化学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 39th Conference on Neural Information Processing Systems

SafeDiver: Cooperative AUV-USV Assisted Diver Communication via Multi-agent Reinforcement Learning Approach

Tinglong Deng, Hang Tao, Xinxiang Wang, Yinyan Wang, Hanjiang Luo

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments Withdrawn to reorganize and extend the current findings in a future version

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?

Hyeong Kyu Choi, Xiaojin Zhu, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin-Madison（计算机科学系，威斯康星大学麦迪逊分校） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Comments NeurIPS 2025 Spotlight

Designing Intent Communication for Agent-Human Collaboration

Yi Li, Francesco Chiossi, Helena Anna Frijns, Jan Leusmann, Julian Rasch, Robin Welsch, Philipp Wintersberger, Florian Michahelles, Albrecht Schmidt

专题命中 多智能体 ：agent(title,abstract)；autonomous agent(abstract)

Journal ref 24th International Conference on Mobile and Ubiquitous Multimedia - December 01--04, 2025

Thought Communication in Multiagent Collaboration

Yujia Zheng, Zhuokai Zhao, Zijian Li, Yaqi Xie, Mingze Gao, Lizhu Zhang, Kun Zhang

机构 * CMU（卡内基梅隆大学） ； Meta AI ； MBZUAI（马克斯·普朗克人工智能研究所） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.LG

Comments NeurIPS 2025 Spotlight

Scalable Distributed Least Squares Algorithm for Linear Algebraic Equations via Periodic Scheduling

Shenyu Liu

专题命中 多智能体 ：agent(abstract)

Comments Submitted to IEEE TAC

Model Context Contracts - MCP-Enabled Framework to Integrate LLMs With Blockchain Smart Contracts

Eranga Bandara, Sachin Shetty, Ravi Mukkamala, Ross Gore, Peter Foytik, Safdar H. Bouk, Abdul Rahman, Xueping Liang, Ng Wee Keong, Kasun De Zoysa, Aruna Withanage, Nilaan Loganathan

专题命中 多智能体 ：AI agent(abstract)