Awesome-Agent-Papers  by luo-junyu

Survey paper on LLM agents

created 4 months ago
1,315 stars

Top 31.1% on sourcepulse

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Project Summary

This repository is a curated collection of research papers on Large Language Model (LLM) agents, designed for researchers and practitioners seeking a structured overview of the field. It categorizes papers by agent construction, collaboration, evolution, tools, security, benchmarks, and applications, providing a comprehensive resource to navigate the rapidly evolving landscape of LLM agent research.

How It Works

The repository functions as a living bibliography, systematically organizing and presenting academic literature on LLM agents. It aims to bridge fragmented research by highlighting connections between different methodologies, applications, and challenges, offering a structured taxonomy for understanding agent architectures, interaction frameworks, and emergent behaviors.

Quick Start & Requirements

This repository is a collection of research papers and does not require installation or execution. All resources are accessible via provided links.

Highlighted Details

  • Comprehensive categorization of LLM agent research across key areas.
  • Includes a survey paper detailing methodology, applications, and challenges.
  • Regularly updated with recent publications, with a significant increase noted since 2023.
  • Provides a structured taxonomy for understanding agent design principles and emergent behaviors.

Maintenance & Community

The repository is actively maintained, with contributions welcomed via pull requests or issue submissions. Contact information for maintainers is provided for questions and suggestions.

Licensing & Compatibility

The repository itself is not software and does not have a software license. The content consists of links to research papers, whose licenses are independent.

Limitations & Caveats

This repository is a curated list of papers and does not provide code, implementations, or direct access to LLM agent systems. The "links" provided are placeholders and may not always lead to accessible resources.

Health Check
Last commit

3 weeks ago

Responsiveness

1 day

Pull Requests (30d)
2
Issues (30d)
0
Star History
786 stars in the last 90 days

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