The paper list of the 86-page SCIS cover paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.

Paper list of multi-agent reinforcement learning (MARL)

Code for a multi-agent particle environment used in the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

[Up-to-date] Large Language Model Agent: A Survey on Methodology, Applications and Challenges

A repo lists papers related to LLM based agent

Paper2Agent is a multi-agent AI system that automatically transforms research papers into interactive AI agents with minimal human input.

Code for the MADDPG algorithm from the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

Environment generation code for the paper "Emergent Tool Use From Multi-Agent Autocurricula"

verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code for paper "Group-in-Group Policy Optimization for LLM Agent Training"

The paper list of "Memory in the Age of AI Agents: A Survey"

🤖📐专为数学建模设计的 Agent ,自动完成数学建模，生成一份完整的可以直接提交的论文。 An Agent Designed for Mathematical Modeling ,Automatically complete mathmodel and generate a complete paper ready for submission.

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Code for the paper "Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents"

Official Repo for ICML 2024 paper "Executable Code Actions Elicit Better LLM Agents" by Xingyao Wang, Yangyi Chen, Lifan Yuan, Yizhe Zhang, Yunzhu Li, Hao Peng, Heng Ji.

PaSa -- an advanced paper search agent powered by large language models. It can autonomously make a series of decisions, including invoking search tools, reading papers, and selecting relevant references, to ultimately obtain comprehensive and accurate results for complex scholarly queries.

🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG

A compilation of the best multi-agent papers

A collection of AI Agents papers (Updated biweekly)

Large Language Model based Multi-Agents: A Survey of Progress and Challenges (In IJCAI 2024)

List of language agents based on paper "Cognitive Architectures for Language Agents"

A Survey on Large Language Model-Based Game Agents

The code for NeurIPS 2025 paper "A-Mem: Agentic Memory for LLM Agents"

Code for the paper "Emergent Complexity via Multi-agent Competition"

Code and implementations for the ACL 2025 paper "AgentGym: Evolving Large Language Model-based Agents across Diverse Environments" by Zhiheng Xi et al.

A collection of recent papers on building autonomous agent. Two topics included: RL-based / LLM-based agents.

Pytorch implementation of the MARL algorithm, MADDPG, which correspondings to the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments".

Agent skill to turn any arxiv paper into a working implementation

Code and implementations for the paper "AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning" by Zhiheng Xi et al.

Building a comprehensive and handy list of papers for GUI agents

Is ChatGPT Good at Search? LLMs as Re-Ranking Agent [EMNLP 2023 Outstanding Paper Award]