AI Agent

Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration

Yilong Li, Chen Qian, Yu Xia, Ruijie Shi, Yufan Dang, Zihao Xie, Ziming You, Weize Chen, Cheng Yang, Weichuan Liu, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Peking University（北京大学） ； Shanghai Jiao Tong University（上海交通大学） ； Tsinghua University（清华大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Siemens（西门子） ； Tencent Robotics X（腾讯机器人实验室） 纠错

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

Comments Work in Progress

Towards Conversational Development Environments: Using Theory-of-Mind and Multi-Agent Architectures for Requirements Refinement

Keheliya Gallaba, Ali Arabat, Dayi Lin, Mohammed Sayagh, Ahmed E. Hassan

机构 * Centre for Software Excellence, Huawei Canada（华为加拿大卓越软件中心） ； Queen's University（女王大学） 纠错

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

OptiMindTune: A Multi-Agent Framework for Intelligent Hyperparameter Optimization

Meher Bhaskar Madiraju, Meher Sai Preetam Madiraju

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

Comments 7 pages, 2 tables

Single-agent or Multi-agent Systems? Why Not Both?

Mingyan Gao, Yanzi Li, Banruo Liu, Yifan Yu, Phillip Wang, Ching-Yu Lin, Fan Lai

机构 * Siebel School of Computing and Data Science（计算与数据科学学院） 纠错

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

Multi-agent Systems for Misinformation Lifecycle : Detection, Correction And Source Identification

Aditya Gautam

机构 * Aditya Gautam 纠错

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

AD-AGENT: A Multi-agent Framework for End-to-end Anomaly Detection

Tiankai Yang, Junjun Liu, Wingchun Siu, Jiahang Wang, Zhuangzhuang Qian, Chanjuan Song, Cheng Cheng, Xiyang Hu, Yue Zhao

机构 * University of Southern California（南加州大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Arizona State University（亚利桑那州立大学） 纠错

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

Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study

Baixuan Xu, Chunyang Li, Weiqi Wang, Wei Fan, Tianshi Zheng, Haochen Shi, Tao Fan, Yangqiu Song, Qiang Yang

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； WeBank ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments 19 pages

Facilitating Trustworthy Human-Agent Collaboration in LLM-based Multi-Agent System oriented Software Engineering

Krishna Ronanki

机构 * Chalmers University of Technology — University of Gothenburg（查尔姆斯理工大学——戈尔达堡大学） 纠错

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

Multi-agent Auto-Bidding with Latent Graph Diffusion Models

Dom Huh, Prasant Mohapatra

机构 * Department of Computer Science University of California, Davis（计算机科学系加州大学戴维斯分校） 纠错

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

MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale

Anton Andreychuk, Konstantin Yakovlev, Aleksandr Panov, Alexey Skrynnik

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

Identifying Cooperative Personalities in Multi-agent Contexts through Personality Steering with Representation Engineering

Kenneth J. K. Ong, Lye Jia Jun, Hieu Minh "Jord" Nguyen, Seong Hah Cho, Natalia Pérez-Campanero Antolín

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

Comments Poster, Technical AI Safety Conference 2025

Scaling Large Language Model-based Multi-Agent Collaboration

Chen Qian, Zihao Xie, YiFei Wang, Wei Liu, Kunlun Zhu, Hanchen Xia, Yufan Dang, Zhuoyun Du, Weize Chen, Cheng Yang, Zhiyuan Liu, Maosong Sun

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

Comments Accepted to ICLR-2025

Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game

Rong Ye, Yongxin Zhang, Yikai Zhang, Haoyu Kuang, Zhongyu Wei, Peng Sun

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

Comments Preprint. Code and data will be available at https://reneeye.github.io/MaKTO.html

M^3Builder: A Multi-Agent System for Automated Machine Learning in Medical Imaging

Jinghao Feng, Qiaoyu Zheng, Chaoyi Wu, Ziheng Zhao, Ya Zhang, Yanfeng Wang, Weidi Xie

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

Comments 38 pages, 7 figures

Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning

Xinran Li, Xiaolu Wang, Chenjia Bai, Jun Zhang

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

Comments Accepted by the Thirteenth International Conference on Learning Representations (ICLR 2025)

Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation

Humza Sami, Mubashir ul Islam, Samy Charas, Asav Gandhi, Pierre-Emmanuel Gaillardon, Valerio Tenace

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

Multi-Agent Risks from Advanced AI

Lewis Hammond, Alan Chan, Jesse Clifton, Jason Hoelscher-Obermaier, Akbir Khan, Euan McLean, Chandler Smith, Wolfram Barfuss, Jakob Foerster, Tomáš Gavenčiak, The Anh Han, Edward Hughes, Vojtěch Kovařík, Jan Kulveit, Joel Z. Leibo, Caspar Oesterheld, Christian Schroeder de Witt, Nisarg Shah, Michael Wellman, Paolo Bova, Theodor Cimpeanu, Carson Ezell, Quentin Feuillade-Montixi, Matija Franklin, Esben Kran, Igor Krawczuk, Max Lamparth, Niklas Lauffer, Alexander Meinke, Sumeet Motwani, Anka Reuel, Vincent Conitzer, Michael Dennis, Iason Gabriel, Adam Gleave, Gillian Hadfield, Nika Haghtalab, Atoosa Kasirzadeh, Sébastien Krier, Kate Larson, Joel Lehman, David C. Parkes, Georgios Piliouras, Iyad Rahwan

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

Comments Cooperative AI Foundation, Technical Report #1

Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review

Di Wu, Xian Wei, Guang Chen, Hao Shen, Xiangfeng Wang, Wenhao Li, Bo Jin

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

Comments 18 pages

PathFinder: A Multi-Modal Multi-Agent System for Medical Diagnostic Decision-Making Applied to Histopathology

Fatemeh Ghezloo, Mehmet Saygin Seyfioglu, Rustin Soraki, Wisdom O. Ikezogwo, Beibin Li, Tejoram Vivekanandan, Joann G. Elmore, Ranjay Krishna, Linda Shapiro

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

Free Energy Risk Metrics for Systemically Safe AI: Gatekeeping Multi-Agent Study

Michael Walters, Rafael Kaufmann, Justice Sefas, Thomas Kopinski

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

Comments 9 pages, 1 figure

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Kanika Goswami, Puneet Mathur, Ryan Rossi, Franck Dernoncourt

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

A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions

Hung Du, Srikanth Thudumu, Rajesh Vasa, Kon Mouzakis

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

Comments 11 pages, 1 figure

SRMT: Shared Memory for Multi-agent Lifelong Pathfinding

Alsu Sagirova, Yuri Kuratov, Mikhail Burtsev

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

Comments 16 pages, 11 figures

ColorGrid: A Multi-Agent Non-Stationary Environment for Goal Inference and Assistance

Andrey Risukhin, Kavel Rao, Ben Caffee, Alan Fan

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

Optimizing Crowd-Aware Multi-Agent Path Finding through Local Communication with Graph Neural Networks

Phu Pham, Aniket Bera

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

Comments 8 pages, 5 figures, 2 tables

Debate-to-Write: A Persona-Driven Multi-Agent Framework for Diverse Argument Generation

Zhe Hu, Hou Pong Chan, Jing Li, Yu Yin

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

Comments Accepted at COLING 2025

Multi-Agent Path Finding in Continuous Spaces with Projected Diffusion Models

Jinhao Liang, Jacob K. Christopher, Sven Koenig, Ferdinando Fioretto

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

Spatio-Temporal Graph Dual-Attention Network for Multi-Agent Prediction and Tracking

Jiachen Li, Hengbo Ma, Zhihao Zhang, Jinning Li, Masayoshi Tomizuka

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

Comments This work has been submitted to the IEEE for possible publication

Persona Inconstancy in Multi-Agent LLM Collaboration: Conformity, Confabulation, and Impersonation

Razan Baltaji, Babak Hemmatian, Lav R. Varshney

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

Comments 16 pages, 8 figures, 3 tables

Journal ref The 2nd Workshop on Cross-Cultural Considerations in NLP (2024)

Multi-Agent, Human-Agent and Beyond: A Survey on Cooperation in Social Dilemmas

Chunjiang Mu, Hao Guo, Yang Chen, Chen Shen, Shuyue Hu, Zhen Wang

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