awesome-multi-agent-papers
github.com/kyegomez/awesome-multi-agent-papers ↗A compilation of the best multi-agent papers
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Multi-Agent Collaboration & System DesignMulti-Agent Frameworks & BenchmarksApplication-Specific Multi-Agent SystemsEvaluation & Model ImprovementSocial Simulation & Agent SocietiesWorkflow, Architecture & Agent DesignScienceAlignmentReinforcement LearningSurveysOthersFinanceAgents for ResearchTraining
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Multi-Agent Collaboration & System Design
- Achilles Heel of Distributed Multi-Agent Systems
- AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems
- AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
- AgentScope: A Flexible yet Robust Multi-Agent Platform
- AGENTSNET: Coordination and Collaborative Reasoning in Multi-Agent LLMs
- AIOS: LLM Agent Operating System
Workflow, Architecture & Agent Design
- A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition
- AFlow: Automating Agentic Workflow Generation
- AgentInstruct: Toward Generative Teaching with Agentic Flows
- Agents Thinking Fast and Slow: A Talker-Reasoner Architecture
- AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
- An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making
Evaluation & Model Improvement
- Adversarial Multi-Agent Evaluation of Large Language Models through Iterative Debates
- Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
- AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks
- Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
- Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
- ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
Multi-Agent Frameworks & Benchmarks
- AgentClinic: A Multimodal Agent Benchmark for AI in Clinical Environments
- AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
- API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs
- AutoAgents: A Framework for Automatic Agent Generation
- BoxingGym: Benchmarking Progress in Automated Experimental Design
- CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards
Application-Specific Multi-Agent Systems
- AgentCourt: Simulating Court with Adversarial Evolvable Lawyer AgentsOther Domains
- Agent Hospital: A Simulacrum of Hospital with Evolvable Medical AgentsHealthcare & Medical
- AgenticPay: A Multi-Agent LLM Negotiation System for Buyer-Seller TransactionsOther Domains
- Agentic Retrieval-Augmented Generation for Time Series AnalysisData & ML
- Agents4PLC: Automating Closed-loop PLC Code Generation and Verification in Industrial Control Systems using LLM-based AgentsSoftware Engineering
- Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital JusticeOther Domains
Social Simulation & Agent Societies
- Agentopia: Long-Term Life Simulation and Learning in Agent Societies
- AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents
- Agents' Room: Narrative Generation through Multi-step Collaboration
- Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents
- Cultural Evolution of Cooperation among LLM Agents
- Digital Red Queen: Adversarial Program Evolution in Core War with LLMs
Science
- aiXiv: A Next-Generation Open Access Ecosystem for Scientific Discovery Generated by AI Scientists
- AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
- Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark
- GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis
- GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data Analysis
Surveys
- A Survey on Large Language Model based Autonomous Agents
- A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application
- A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges
- Large Language Model based Multi-Agents: A Survey of Progress and Challenges
- Large Language Models: A Survey
- LLM-based Multi-Agent Systems: Techniques and Business Perspectives
Showing a sample of 279 resources. View the full list on GitHub →