LLM_MultiAgents_Survey_Papers  by taichengguo

Survey of LLM-based multi-agent research

Created 1 year ago
1,086 stars

Top 35.0% on SourcePulse

GitHubView on GitHub
Project Summary

This repository serves as a curated survey of research papers focused on Large Language Model (LLM)-based Multi-Agent systems. It categorizes and lists papers across five key streams: Frameworks, Orchestration/Efficiency, Problem Solving, World Simulation, and Datasets/Benchmarks, aiming to provide a comprehensive overview for researchers and practitioners in the field.

How It Works

The project compiles and categorizes academic papers related to LLM-based multi-agent systems. It organizes these papers into distinct research areas, facilitating a structured understanding of the field's progress and challenges. The survey aims to cover a broad spectrum of applications, from software development and scientific experiments to social simulations and game theory.

Quick Start & Requirements

This repository is a collection of research papers and does not have a direct installation or execution command. The primary resource is the survey paper itself, available at: https://arxiv.org/abs/2402.01680.

Highlighted Details

  • Comprehensive categorization of LLM-based multi-agent research into five main streams.
  • Extensive list of papers with links, covering frameworks, orchestration, problem-solving, world simulation, and benchmarks.
  • Regular updates to include newly published relevant papers.
  • Focus on diverse applications including software development, embodied agents, scientific operations, and social simulations.

Maintenance & Community

The repository is maintained by Taicheng Guo (tguo2@nd.edu, Twitter: https://twitter.com/taioooorange). Contributions are welcomed via pull requests or issues to ensure the list remains up-to-date.

Licensing & Compatibility

The licensing information for the repository itself is not explicitly stated in the README. The linked papers are subject to their respective publication licenses.

Limitations & Caveats

The repository is a survey and does not provide executable code or frameworks. The accuracy and completeness of the paper list depend on community contributions and the curator's ongoing efforts.

Health Check
Last Commit

1 year ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
0
Star History
20 stars in the last 30 days

Explore Similar Projects

Starred by Jeff Hammerbacher Jeff Hammerbacher(Cofounder of Cloudera), Chip Huyen Chip Huyen(Author of "AI Engineering", "Designing Machine Learning Systems"), and
4 more.

chatarena by Farama-Foundation

0%
2k
Multi-agent environment for LLM research
Created 2 years ago
Updated 1 month ago
Feedback? Help us improve.