🤖 基于大语言模型的 Multi-Agents 精选论文集

🔥 论文列表 🔥

🔥 我们的综述论文

关于基于 LLM 的 Multi-Agents 的综述论文详见：https://arxiv.org/abs/2402.01680

我们总结的基于 LLM 的 Multi-Agents 架构如下：

概览表如下所示。更多详细信息请参考我们的论文。非常感谢任何建议。

🆕 最新动态

[2024/02] 我们将每两周更新一次论文列表，并将下述所有论文收录进下一版本的论文中。如果我们遗漏了相关论文，请随时联系我！

[2024/01] 本仓库旨在维护基于 LLM 的 Multi-Agents 相关论文。我们将这些论文归纳为五个主要领域：

• Multi-Agents 框架
• Multi-Agents 的编排与效率
• Multi-Agents 的问题解决能力
• Multi-Agents 的世界模拟
• Multi-Agents 数据集与基准测试

📌 目录 (ToC)

• Multi-Agents 框架
• Multi-Agents 的编排与效率
• Multi-Agents 的问题解决能力
  • 软件开发
  • 具身智能体 (Embodied Agents)
  • 实验操作科学团队
  • 科学辩论
  • 数据库
• Multi-Agents 的世界模拟
  • 社会
  • 游戏
  • 心理学
  • 经济
  • 推荐系统
  • 政策制定
  • 疾病传播模拟
• Multi-Agents 数据集与基准测试
• 贡献
• 联系方式

Multi-Agents 框架

[2024/03] Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems. Lingjiao Chen et al. [paper]

[2024/02] Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?. Qineng Wang et al. [paper]

[2024/02] AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System. Zhiwei Liu et al. [paper]

[2023/12] Generative agent-based modeling with actions grounded in physical, social, or digital space using Concordia. Alexander Sasha Vezhnevets et al. [paper]

[2023/10] L2MAC: Large Language Model Automatic Computer for Extensive Code Generation. Samuel Holt et al. [paper]

[2023/10] OpenAgents: An Open Platform for Language Agents in the Wild. Tianbao Xie et al. [paper]

[2023/10] MetaAgents: Simulating Interactions of Human Behaviors for LLM-based Task-oriented Coordination via Collaborative Generative Agents. Yuan Li et al. [paper]

[2023/09] AutoAgents: A Framework for Automatic Agent Generation. Guangyao Chen et al. [paper]

[2023/09] Agents: An Open-source Framework for Autonomous Language Agents. Wangchunshu Zhou et al. [paper]

[2023/08] AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors. Weize Chen et al. [paper]

[2023/08] AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation. Qingyun Wu et al. [paper]

[2023/08] MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework. Sirui Hong et al. [paper]

[2023/03] CAMEL: Communicative Agents for “Mind” Exploration of Large Language Model Society. Guohao Li et al. [paper]

Multi-Agents 的编排与效率

[2025/10] CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards. Xiangyuan Xue et al. [paper]

[2025/04] Achilles Heel of Distributed Multi-Agent Systems. [paper]

[2024/02] Language Agents as Optimizable Graphs. Mingchen Zhuge et al. [paper]

[2024/02] More Agents Is All You Need. Junyou Li et al. [paper]

[2023/11] Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach. Bin Zhang et al. [paper]

[2023/11] crewAI. joaomdmoura et al. [repo]

[2023/10] Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Optimization. Zijun Liu et al. [paper]

[2023/10] Adapting LLM Agents Through Communication. Kuan Wang et al. [[paper]](htt