🤖 基于 LLM 的多智能体论文合集

🔥 论文 🔥

🔥 我们的综述论文

关于基于 LLM 的多智能体综述论文可在此查看：https://arxiv.org/abs/2402.01680

我们总结的基于 LLM 的多智能体架构如下：

概览表如下所示。更多详细信息可在我们的论文中查看。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，并将所有下列论文收录进下个版本的综述中。如果我们遗漏了任何论文，欢迎随时联系我！

[2024/01] 创建此仓库旨在维护基于 LLM 的多智能体论文。我们将这些论文分为五大类：

多智能体框架 (Multi-Agents Framework)
多智能体编排与效率 (Multi-Agents Orchestration and Efficiency)
面向问题解决的多智能体 (Multi-Agents for Problem Solving)
面向世界模拟的多智能体 (Multi-Agents for World Simulation)
多智能体数据集与基准测试 (Multi-Agents Datasets and Benchmarks)

📌 目录 (ToC)

多智能体框架
多智能体编排与效率
面向问题解决的多智能体
面向世界模拟的多智能体
多智能体数据集与基准测试
贡献
联系方式

多智能体框架

[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]

多智能体编排与效率

[2026/04] CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery. Ao Qu et al. [paper] [code]

[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 Co