AI Agent - arXivDaily 专题

2510.20176 2025-10-27 cs.CL cs.AI 91%

Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding

Yuhang Zhou, Mingrui Zhang, Ke Li, Mingyi Wang, Qiao Liu, Qifei Wang, Jiayi Liu, Fei Liu, Serena Li, Weiwei Li, Mingze Gao, Abhishek Kumar, Xiangjun Fan, Zhuokai Zhao, Lizhu Zhang

机构 * Meta AI

专题命中多智能体：agent(title,abstract)；multi-agent(title,abstract)；planning(abstract)；workflow(abstract)

Comments 18 pages, 4 figures

2406.09755 2025-10-27 cs.AI cs.RO 89%

Mix Q-learning for Lane Changing: A Collaborative Decision-Making Method in Multi-Agent Deep Reinforcement Learning

Xiaojun Bi, Mingjie He, Yiwen Sun

机构 * College of Information and Engineering, Minzu University of China（中国民族大学信息与工程学院）； Key Laboratory of Ethnic Language Intelligent Analysis and Security Governance of MOE, Minzu University of China（教育部民族语言智能分析与安全治理重点实验室）； Institute for Artificial Intelligence, Peking University（北京大学人工智能学院）； Beijing Institute for General Artificial Intelligence (BIGAI)（北京通用人工智能研究院）

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

2506.02992 2025-10-27 cs.AI cs.CL cs.LG 89%

Mitigating Manipulation and Enhancing Persuasion: A Reflective Multi-Agent Approach for Legal Argument Generation

Li Zhang, Kevin D. Ashley

机构 * Intelligent Systems Program University of Pittsburgh Pittsburgh Pennsylvania USA ； Intelligent Systems Program University of Pittsburgh

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

Comments 13 pages, 2 figures, 2nd ConventicLe on Artificial Intelligence Regulation and Safety Workshop at ICAIL 2025

2505.20922 2025-10-27 cs.MA cs.AI cs.LG 88%

Revisiting Multi-Agent World Modeling from a Diffusion-Inspired Perspective

Yang Zhang, Xinran Li, Jianing Ye, Shuang Qiu, Delin Qu, Xiu Li, Chongjie Zhang, Chenjia Bai

机构 * Tsinghua University（清华大学）； The Hong Kong University of Science and Technology（香港科技大学）； Washington University in St. Louis（圣路易斯华盛顿大学）； City University of Hong Kong（香港城市大学）； Fudan University（复旦大学）； Institute of Artificial Intelligence (TeleAI)（人工智能研究所）； China Telecom（中国电信）； Shenzhen Research Institute of Northwestern Polytechnical University（西北工业大学深圳研究院）

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

Comments Accepted at NIPS'25

2412.00661 2025-10-27 cs.LG cs.AI cs.MA cs.SY eess.SY math.OC 88%

Mean-Field Sampling for Cooperative Multi-Agent Reinforcement Learning

Emile Anand, Ishani Karmarkar, Guannan Qu

机构 * Georgia Institute of Technology（佐治亚理工学院）； Stanford University（斯坦福大学）； Carnegie Mellon University（卡内基梅隆大学）

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

Comments 53 pages. AAAI 2025 MARW Best Paper Award. Accepted at NeurIPS 2025 (spotlight)

2510.20362 2025-10-27 physics.comp-ph cond-mat.mtrl-sci cs.LG 88%

ComProScanner: A multi-agent based framework for composition-property structured data extraction from scientific literature

Aritra Roy, Enrico Grisan, John Buckeridge, Chiara Gattinoni

机构 * Energy, Materials and Environment Research Centre, London South Bank University, London SE1 0AA, UK.（能源、材料与环境研究中心，伦敦南银行大学）； Bioscience and Bioengineering Research Centre, London South Bank University, London SE1 0AA, UK.（生物科学与生物工程研究中心，伦敦南银行大学）； Department of Physics, Kings College London, London WC2R 2LS, UK.（物理系，国王学院伦敦）

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

2510.19386 2025-10-27 cs.MA cs.AI cs.CL 86%

ColorAgent: Building A Robust, Personalized, and Interactive OS Agent

Ning Li, Qiqiang Lin, Zheng Wu, Xiaoyun Mo, Weiming Zhang, Yin Zhao, Xiangmou Qu, Jiamu Zhou, Jun Wang, Congmin Zheng, Yuanyi Song, Hongjiang Chen, Heyuan Huang, Jihong Wang, Jiaxin Yin, Jingwei Yu, Junwei Liao, Qiuying Peng, Xingyu Lou, Jun Wang, Weiwen Liu, Zhuosheng Zhang, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学）； OPPO Research Institute（OPPO研究院）

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

2510.21370 2025-10-27 cs.MA cs.AI cs.CL cs.DL 85%

HIKMA: Human-Inspired Knowledge by Machine Agents through a Multi-Agent Framework for Semi-Autonomous Scientific Conferences

Zain Ul Abideen Tariq, Mahmood Al-Zubaidi, Uzair Shah, Marco Agus, Mowafa Househ

机构 * College of Science and Engineering, Hamad Bin Khalifa University, Qatar（科学与工程学院，哈马德·本·哈利法大学，卡塔尔）

专题命中多智能体：agent(title)；multi-agent(title)；分类 cs.AI、cs.CL

2510.21180 2025-10-27 cs.CL cs.SI 70%

Social Simulations with Large Language Model Risk Utopian Illusion

Ning Bian, Xianpei Han, Hongyu Lin, Baolei Wu, Jun Wang

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

2506.16371 2025-10-27 cs.CV 67%

AGC-Drive: A Large-Scale Dataset for Real-World Aerial-Ground Collaboration in Driving Scenarios

Yunhao Hou, Bochao Zou, Min Zhang, Ran Chen, Shangdong Yang, Yanmei Zhang, Junbao Zhuo, Siheng Chen, Jiansheng Chen, Huimin Ma

机构 * University of Science and Technology Beijing（北京科技大学）； Xiamen NEVC Advanced Electric Powertrain Technology Innovation Center（厦门NEVC先进电驱技术创新中心）； Shanghai Jiao Tong University（上海交通大学）

专题命中多智能体：agent(abstract)；multi-agent(abstract)

2509.11514 2025-10-27 cs.CL 57%

LVLMs are Bad at Overhearing Human Referential Communication

Zhengxiang Wang, Weiling Li, Panagiotis Kaliosis, Owen Rambow, Susan E. Brennan

机构 * Department of Linguistics（语言学系）； Institute for Advanced Computational Science（先进计算科学研究所）； Department of Psychology（心理学系）； Department of Computer Science, Stony Brook University（石溪大学计算机科学系）

专题命中多智能体：agent(abstract)；分类 cs.CL

Comments EMNLP 2025 (Main)

1. 多智能体 11 篇