AI Agent

OptAgent: Optimizing Query Rewriting for E-commerce via Multi-Agent Simulation

Divij Handa, David Blincoe, Orson Adams, Yinlin Fu

机构 * Arizona State University（亚利桑那州立大学） ； Etsy 纠错

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

Who's the Mole? Modeling and Detecting Intention-Hiding Malicious Agents in LLM-Based Multi-Agent Systems

Yizhe Xie, Congcong Zhu, Xinyue Zhang, Tianqing Zhu, Dayong Ye, Minghao Wang, Chi Liu

机构 * Faculty of Data Science, City University of Macau（数据科学学院，澳门城市大学） ； Minzu University of China（民族大学） 纠错

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

MAD-Sherlock: Multi-Agent Debate for Visual Misinformation Detection

Kumud Lakara, Georgia Channing, Christian Rupprecht, Juil Sock, Philip Torr, John Collomosse, Christian Schroeder de Witt

机构 * University of Oxford, Oxford, UK（牛津大学） ； BBC AI Research, London, UK（BBC人工智能研究） ； University of Surrey, Guildford, UK（萨里大学） 纠错

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

AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Lau

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China 纠错

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

A Framework for Scalable Heterogeneous Multi-Agent Adversarial Reinforcement Learning in IsaacLab

Isaac Peterson, Christopher Allred, Jacob Morrey, Mario Harper

机构 * Utah State University（犹他州立大学） ； US DEVCOM Army Research Laboratory（美国陆军研究实验室） 纠错

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

Comments 8 page, 9 figures, code https://github.com/DIRECTLab/IsaacLab-HARL

Beyond the Strongest LLM: Multi-Turn Multi-Agent Orchestration vs. Single LLMs on Benchmarks

Aaron Xuxiang Tian, Ruofan Zhang, Jiayao Tang, Young Min Cho, Xueqian Li, Qiang Yi, Ji Wang, Zhunping Zhang, Danrui Qi, Zekun Li, Xingyu Xiang, Sharath Chandra Guntuku, Lyle Ungar, Tianyu Shi, Chi Wang

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

Comments 9 pages, 3 tables, 1 figure

Self-Evolving Multi-Agent Simulations for Realistic Clinical Interactions

Mohammad Almansoori, Komal Kumar, Hisham Cholakkal

机构 * Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed人工智能大学） 纠错

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

Comments 14 page, 4 figures, 61 references, presented in MICCAI (Oral)

The Hunger Game Debate: On the Emergence of Over-Competition in Multi-Agent Systems

Xinbei Ma, Ruotian Ma, Xingyu Chen, Zhengliang Shi, Mengru Wang, Jen-tse Huang, Qu Yang, Wenxuan Wang, Fanghua Ye, Qingxuan Jiang, Mengfei Zhou, Zhuosheng Zhang, Rui Wang, Hai Zhao, Zhaopeng Tu, Xiaolong Li, Linus

机构 * Tencent（腾讯） 纠错

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

PhysicsMinions: Winning Gold Medals in the Latest Physics Olympiads with a Coevolutionary Multimodal Multi-Agent System

Fangchen Yu, Junchi Yao, Ziyi Wang, Haiyuan Wan, Youling Huang, Bo Zhang, Shuyue Hu, Dongzhan Zhou, Ning Ding, Ganqu Cui, Lei Bai, Wanli Ouyang, Peng Ye

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； CUHK-Shenzhen（香港中文大学（深圳）） ； CUHK（香港中文大学） ； UESTC（电子科技大学） ； Tsinghua University（清华大学） ； DUT（大连理工大学） 纠错

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

Dynamic Orchestration of Multi-Agent System for Real-World Multi-Image Agricultural VQA

Yan Ke, Xin Yu, Heming Du, Scott Chapman, Helen Huang

机构 * The University of Queensland（昆士兰大学） 纠错

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

Comments 13 pages, 2 figures, 2 tables

MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems

Kun Wang, Guibin Zhang, ManKit Ye, Xinyu Deng, Dongxia Wang, Xiaobin Hu, Jinyang Guo, Yang Liu, Yufei Guo

机构 * NTU（国立新加坡大学） ； NUS（国立大学） ； USTC（中国科学技术大学） ； ZJU（浙江大学） ； BUAA（北京航空航天大学） ； PKU（北京大学） 纠错

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

StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Framework

Shayan Talaei, Meijin Li, Kanu Grover, James Kent Hippler, Diyi Yang, Amin Saberi

机构 * Department of Management Science and Engineering, Stanford University（管理科学与工程系，斯坦福大学） ； Department of Electrical Engineering, Stanford University（电气工程系，斯坦福大学） ； Department of Computer Science, Stanford University（计算机科学系，斯坦福大学） 纠错

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

Integrated Communication and Control for Energy-Efficient UAV Swarms: A Multi-Agent Reinforcement Learning Approach

Tianjiao Sun, Ningyan Guo, Haozhe Gu, Yanyan Peng, Zhiyong Feng

机构 * Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications（通用无线通信重点实验室，教育部，北京邮电大学） 纠错

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

Peacemaker or Troublemaker: How Sycophancy Shapes Multi-Agent Debate

Binwei Yao, Chao Shang, Wanyu Du, Jianfeng He, Ruixue Lian, Yi Zhang, Hang Su, Sandesh Swamy, Yanjun Qi

机构 * AWS AI Labs（AWS人工智能实验室） ； University of Wisconsin–Madison（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

Advancing Audio-Visual Navigation Through Multi-Agent Collaboration in 3D Environments

Hailong Zhang, Yinfeng Yu, Liejun Wang, Fuchun Sun, Wendong Zheng

机构 * Xinjiang Multimodal Intelligent Processing and Information Security Engineering Technology Research Center（新疆多模态智能处理与信息安全工程技术研究中心） ； School of Computer Science and Technology, Xinjiang University（新疆大学计算机科学与技术学院） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； School of Electrical Engineering and Automation, Tianjin University of Technology（天津理工大学电气工程与自动化学院） 纠错

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

Comments Main paper (15 pages). Accepted for publication by ICONIP( International Conference on Neural Information Processing) 2025

SALM: A Multi-Agent Framework for Language Model-Driven Social Network Simulation

Gaurav Koley

机构 * Boston University（波士顿大学） 纠错

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

VizGen: Data Exploration and Visualization from Natural Language via a Multi-Agent AI Architecture

Sandaru Fernando, Imasha Jayarathne, Sithumini Abeysekara, Shanuja Sithamparanthan, Thushari Silva, Deshan Jayawardana

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

Impact of Collective Behaviors of Autonomous Vehicles on Urban Traffic Dynamics: A Multi-Agent Reinforcement Learning Approach

Ahmet Onur Akman, Anastasia Psarou, Zoltán György Varga, Grzegorz Jamróz, Rafał Kucharski

机构 * Doctoral School of Exact and Natural Sciences, Jagiellonian University（精确与自然科学博士学院，杰哥利亚大学） ； Faculty of Mathematics and Computer Science, Jagiellonian University（数学与计算机科学学院，杰哥利亚大学） 纠错

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

Comments Work presented at the European Workshop on Reinforcement Learning (EWRL 2024)

Preference-Guided Learning for Sparse-Reward Multi-Agent Reinforcement Learning

The Viet Bui, Tien Mai, Hong Thanh Nguyen

机构 * School of Computing and Information Systems（计算与信息系统学院） ； Singapore Management University（新加坡管理大学） ； University of Oregon（俄勒冈大学） 纠错

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

Constructive Conflict-Driven Multi-Agent Reinforcement Learning for Strategic Diversity

Yuxiang Mai, Qiyue Yin, Wancheng Ni, Pei Xu, Kaiqi Huang

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； CRISE, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（复杂系统认知与决策智能重点实验室，中国科学院自动化研究所） 纠错

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

Comments Accepted by IJCAI 2025

Journal ref Proceedings of the 34th International Joint Conference on Artificial Intelligence (IJCAI-25), 2025

Online Multi-Agent Control with Adversarial Disturbances

Anas Barakat, John Lazarsfeld, Georgios Piliouras, Antonios Varvitsiotis

机构 * Singapore University of Technology and Design（新加坡科技设计大学） ； National University of Singapore（国立新加坡大学） ； Archimedes/Athena RC（阿基米德/雅典娜研究中心） 纠错

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

Recon-Act: A Self-Evolving Multi-Agent Browser-Use System via Web Reconnaissance, Tool Generation, and Task Execution

Kaiwen He, Zhiwei Wang, Chenyi Zhuang, Jinjie Gu

机构 * AWorld Team, Inclusion AI（Inclusion AI） 纠错

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

A Theory of Multi-Agent Generative Flow Networks

Leo Maxime Brunswic, Haozhi Wang, Shuang Luo, Jianye Hao, Amir Rasouli, Yinchuan Li

机构 * Huawei Technologies Canada（华为加拿大公司） ； Tianjin University（天津大学） ； Zhejiang University（浙江大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Comments Accepted at SPIGM Workshop NeurIPS 2025

Adaptive Event-Triggered Policy Gradient for Multi-Agent Reinforcement Learning

Umer Siddique, Abhinav Sinha, Yongcan Cao

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

Beyond Language Barriers: Multi-Agent Coordination for Multi-Language Code Generation

Micheline Bénédicte Moumoula, Serge Lionel Nikiema, Albérick Euraste Djire, Abdoul Kader Kabore, Jacques Klein, Tegawendé F. Bissyande

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

Knowledge Base-Aware Orchestration: A Dynamic, Privacy-Preserving Method for Multi-Agent Systems

Danilo Trombino, Vincenzo Pecorella, Alessandro de Giulii, Davide Tresoldi

机构 * Copyright for this paper by its authors（作者版权所有） 纠错

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

The Heterogeneous Multi-Agent Challenge

Charles Dansereau, Junior-Samuel Lopez-Yepez, Karthik Soma, Antoine Fagette

机构 * THALES, cortAIx Labs Canada（THALES公司，cortAIx实验室加拿大） 纠错

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

Comments 7 pages. To Appear at ECAI 2025

MAPEX: A Multi-Agent Pipeline for Keyphrase Extraction

Liting Zhang, Shiwan Zhao, Aobo Kong, Qicheng Li

机构 * TMCC, College of Computer Science, Nankai University, Tianjin, China（天津大学计算机学院） 纠错

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

PromptSculptor: Multi-Agent Based Text-to-Image Prompt Optimization

Dawei Xiang, Wenyan Xu, Kexin Chu, Tianqi Ding, Zixu Shen, Yiming Zeng, Jianchang Su, Wei Zhang

机构 * University of Connecticut（康涅狄格大学） ； Central University of Finance and Economics（中央财经大学） ； Baylor University（贝勒大学） 纠错

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

Comments Accepted to EMNLP 2025 System Demonstration Track

Augmenting Multi-Agent Communication with State Delta Trajectory

Yichen Tang, Weihang Su, Yujia Zhou, Yiqun Liu, Min Zhang, Shaoping Ma, Qingyao Ai

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） 纠错

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

Comments 22 pages, 5 figures