zjunlp/LLMAgentPapers

Must-read Papers on LLM Agents.

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This resource provides a curated collection of must-read academic papers focused on Large Language Model (LLM) agents, covering various aspects like agent personality, memory, planning, tool use, and multi-agent systems. It helps AI researchers and practitioners stay updated with the latest advancements in designing and implementing intelligent agents powered by LLMs. The input is a topic within LLM agents, and the output is a list of relevant research papers.

2,911 stars. Actively maintained with 2 commits in the last 30 days.

Use this if you are an AI researcher, developer, or enthusiast keen on exploring the foundational and cutting-edge research specifically about LLM agents.

Not ideal if you are looking for introductory guides, tutorials, or practical code implementations for building LLM applications, as this is a list of academic papers.

AI Research Natural Language Processing Machine Learning Engineering Agent Systems Cognitive AI
No License No Package No Dependents
Maintenance 13 / 25
Adoption 10 / 25
Maturity 8 / 25
Community 18 / 25

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Mar 12, 2026

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