awesome-multi-agent-papers

kyegomez活跃维护

汇总多智能体领域优质论文的资源清单,覆盖 AutoGen、CrewAI、LangGraph 等主流协作框架,方便快速跟进研究进展与选型参考。

A compilation of the best multi-agent papers

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Swarms 团队整理的多智能体论文清单,帮你快速找到该领域值得读的研究

汇总多智能体领域优质论文的资源清单,覆盖 AutoGen、CrewAI、LangGraph 等主流协作框架,方便快速跟进研究进展与选型参考。

核心能力

  • 按协作与系统设计、框架与基准等主题分类罗列论文
  • 每条论文附 arXiv、HuggingFace 或语义学者直链
  • 部分论文额外给出官方 GitHub 代码仓库链接
  • 由 Swarms 团队维护,聚焦多智能体系统研究

容易踩的坑

这是论文清单仓库,不含可运行代码,不要指望 clone 后直接跑;论文链接指向 arXiv、HuggingFace 等外部站点,需自行下载阅读

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    README 原文

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    Format


    Multi-Agent Collaboration & System Design

    Multi-Agent Frameworks & Benchmarks

    Application-Specific Multi-Agent Systems

    Software Engineering

    Healthcare & Medical

    Data & ML

    Security

    Multimodal

    Other Domains

    Evaluation & Model Improvement

    Social Simulation & Agent Societies

    Workflow, Architecture & Agent Design

    Science

    Alignment

    Reinforcement Learning

    Surveys

    Others

    Finance

    Agents for Research

    Training


    Citations

    In the arxiv_bibtex.bib file, you can find the bibtex citations for all the papers in this repository.

    Cite This List

    If you find this resource useful in your research, please cite it as follows:

    BibTeX:

    @misc{gomez2024awesome,
      author       = {Gomez, Kye},
      title        = {Awesome Multi-Agent Papers: A Compilation of the Best Multi-Agent Research},
      year         = {2024},
      publisher    = {GitHub},
      journal      = {GitHub Repository},
      howpublished = {\url{https://github.com/kyegomez/awesome-multi-agent-papers}},
      note         = {Maintained by the Swarms Team. Contact: [email protected]}
    }
    

    APA:

    Gomez, K. (2024). Awesome Multi-Agent Papers: A Compilation of the Best Multi-Agent Research. GitHub. https://github.com/kyegomez/awesome-multi-agent-papers

    MLA:

    Gomez, Kye. "Awesome Multi-Agent Papers: A Compilation of the Best Multi-Agent Research." GitHub, 2024, https://github.com/kyegomez/awesome-multi-agent-papers.

    For questions or collaborations, contact: [email protected]

    Contributing

    Have a multi-agent paper that isn't on the list? We welcome your contributions! See CONTRIBUTING.md for guidelines on format, section placement, and what qualifies.

    License

    This project is licensed under the Apache License 2.0.