awesome-multi-agent-papers
A compilation of the best multi-agent papers
https://github.com/kyegomez/awesome-multi-agent-papers
Last synced: 4 days ago
JSON representation
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Agents for Research
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Other Domains
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Application-Specific Multi-Agent Systems
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Data & ML
- LAMBDA: A Large Model Based Data Agent
- Agentic Retrieval-Augmented Generation for Time Series Analysis
- AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
- Multi-Agent Collaborative Data Selection for Efficient LLM Pretraining
- AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions
- DataLab: A Unified Platform for LLM-Powered Business Intelligence
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Healthcare & Medical
- Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents
- MEDCO: Medical Education Copilots Based on A Multi-Agent Framework
- Multi Agent based Medical Assistant for Edge Devices
- Can AI Agents Design and Implement Drug Discovery Pipelines?
- Sequential Diagnosis with Language Models - Source Implementation [Code Link](https://github.com/The-Swarm-Corporation/Open-MAI-Dx-Orchestrator)**
- Towards an AI co-scientist - -- [Implementation](https://github.com/The-Swarm-Corporation/AI-CoScientist)
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- Evolving Diagnostic Agents in a Virtual Clinical Environment
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- MADD: Multi-Agent Drug Discovery Orchestra
- SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
- Cerebra: A Multidisciplinary AI Board for Multimodal Dementia Characterization and Risk Assessment
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Multimodal
- Mora: Enabling Generalist Video Generation via A Multi-Agent Framework
- Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation
- Optimus-1: Hybrid Multimodal Memory Empowered Agents Excel in Long-Horizon Tasks
- PC-Agent: A Hierarchical Multi-Agent Framework for Complex Task Automation on PC
- MP5: A Multi-modal Open-ended Embodied System in Minecraft via Active Perception
- Improving Large Vision and Language Models by Learning from a Panel of Peers
- PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images
- Embodied Multi-Modal Agent trained by an LLM from a Parallel TextWorld
- LongVideoAgent: Multi-Agent Reasoning with Long Videos
- Soap2Soap: Long Cinematic Video Remaking via Multi-Agent Collaboration
- Gamma-World: Generative Multi-Agent World Modeling Beyond Two Players
- Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation
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Other Domains
- Human-level play in Diplomacy by combining language models with strategic reasoning
- CulturePark: Boosting Cross-cultural Understanding in Large Language Models
- Beyond Human Translation: Multi-Agent Collaboration for Translating Ultra-Long Literary Texts
- Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Multi-Agent Collaboration
- FanCric: Multi-Agentic Framework for Crafting Fantasy 11 Cricket Teams
- SQL-of-Thought: Multi-agentic Text-to-SQL with Guided Error Correction
- CoMet: Metaphor-Driven Covert Communication for Multi-Agent Language Games
- Richelieu: Self-Evolving LLM-Based Agents for AI Diplomacy
- Scalable Multi-Robot Collaboration with Large Language Models: Centralized or Decentralized Systems?
- Enhancing Supermarket Robot Interaction: A Multi-Level LLM Conversational Interface for Handling Diverse Customer Intents
- AgenticPay: A Multi-Agent LLM Negotiation System for Buyer-Seller Transactions
- TRIZ Agents: A Multi-Agent LLM Approach for TRIZ-Based Innovation
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Security
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Software Engineering
- Experiential Co-Learning of Software-Developing Agents
- MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution
- CodeR: Issue Resolving with Multi-Agent and Task Graphs
- CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases
- Large Language Model-Based Agents for Software Engineering: A Survey
- AutoSafeCoder: A Multi-Agent Framework for Securing LLM Code Generation
- RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance
- From LLMs to LLM-based Agents for Software Engineering: A Survey
- Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents
- Automated Unit Test Improvement using Large Language Models
- ChatDev: Communicative Agents for Software Development
- CoAct-1: Computer-using Agents with Coding as Actions
- Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization
- Scaling long-running autonomous coding
- Towards self-driving codebases
- Harness Design for Long-Running Application Development
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Evaluation & Model Improvement
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Other Domains
- Wisdom of the Silicon Crowd: LLM Ensemble Prediction Capabilities Match Human Crowd Accuracy
- Evolutionary Optimization of Model Merging Recipes
- Constitutional AI: Harmlessness from AI Feedback
- RouteLLM: An Open-Source Framework for Cost-Effective LLM Routing
- On scalable oversight with weak LLMs judging strong LLMs
- ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
- Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent
- Adversarial Multi-Agent Evaluation of Large Language Models through Iterative Debates
- Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
- Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models
- MALT: Improving Reasoning with Multi-Agent LLM Training
- Why Do Multi-Agent LLM Systems Fail?
- The Decrypto Benchmark for Multi-Agent Reasoning and Theory of Mind
- Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
- Probe by Gaming: A Game-based Benchmark for Assessing Conceptual Knowledge in LLMs
- The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
- Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
- Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems
- Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling
- ResearchMath-14K: Scaling Research-Level Mathematics via Agents
- AlignUSER: Human-Aligned LLM Agents via World Models for Recommender System Evaluation
- Beyond Offline A/B Testing: Context-Aware Agent Simulation for Recommender System Evaluation
- PerceptUI: LLM Agents as Human-Aligned Synthetic Users for UI/UX Evaluation
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Finance
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Multi-Agent Collaboration & System Design
- Learning to Decode Collaboratively with Multiple Language Models
- AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
- Chain of Agents: Large Language Models Collaborating on Long-Context Tasks
- Mixture-of-Agents Enhances Large Language Model Capabilities
- EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms
- Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
- Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning
- Optimizing Collaboration of LLM based Agents
- LLM-Agent-UMF: LLM-based Agent Unified Modeling Framework
- AgentScope: A Flexible yet Robust Multi-Agent Platform
- AIOS: LLM Agent Operating System
- Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
- K-Level Reasoning with Large Language Models
- LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration
- More Agents is All You Need
- CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society
- MAS-Zero: Designing Multi-Agent Systems with Zero Supervision
- SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence
- AGENTSNET: Coordination and Collaborative Reasoning in Multi-Agent LLMs
- LLM Economist: Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra
- SOTOPIA-RL: REWARD DESIGN FOR SOCIAL INTELLIGENCE
- Talk Isn't Always Cheap: Understanding Failure Modes in Multi-Agent Debate
- Virtual Agent Economies
- Federation of Agents: A Semantics-Aware Communication Fabric for Large-Scale Agentic AI
- In-the-Flow Agentic System Optimization for Effective Planning and Tool Use
- Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?
- TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture
- Achilles Heel of Distributed Multi-Agent Systems
- Thought Communication in Multiagent Collaboration
- Self-Adaptive Large Language Model (LLM)-Based Multiagent Systems
- A Strategic Coordination Framework of Small LLMs Matches Large LLMs in Data Synthesis
- Cross-environment Cooperation Enables Zero-shot Multi-agent Coordination
- Unlocking the Power of Multi-Agent LLM for Reasoning: From Lazy Agents to Deliberation
- The Station: An Open-World Environment for AI-Driven Discovery
- Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?
- Multi-Agent Consensus Seeking via Large Language Models
- Towards a Science of Scaling Agent Systems
- RouteMoA: Dynamic Routing without Pre-Inference Boosts Efficient Mixture-of-Agents
- Intelligent AI Delegation
- Does Socialization Emerge in AI Agent Society? A Case Study of Moltbook
- Multi-agent cooperation through in-context co-player inference
- SkillOrchestra: Learning to Route Agents via Skill Transfer
- Contextual Counterfactual Credit Assignment for Multi-Agent Reinforcement Learning in LLM Collaboration - -- [Implementation](https://github.com/EIT-EAST-Lab/C3)
- CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery
- MAS-Zero: Designing Multi-Agent Systems with Zero Supervision
- TRINITY: An Evolved LLM Coordinator
- Learning to Orchestrate Agents in Natural Language with the Conductor
- From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company
- Can AI Agents Agree?
- ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
- Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems
- AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
- DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs
- AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems
- When Cloud Agents Meet Device Agents: Lessons from Hybrid Multi-Agent Systems
- Streaming Communication in Multi-Agent Reasoning
- What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems
- SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research
- Decentralized Multi-Agent Systems with Shared Context
- Sakana Fugu Technical Report
- A Technical Taxonomy of LLM Agent Communication Protocols
- Will Scaling Improve Social Simulation with LLMs?
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Multi-Agent Frameworks & Benchmarks
- AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
- Very Large-Scale Multi-Agent Simulation in AgentScope
- AgentClinic: A Multimodal Agent Benchmark for AI in Clinical Environments
- BoxingGym: Benchmarking Progress in Automated Experimental Design
- TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
- MultiAgentBench: Evaluating the Collaboration and Competition of LLM Agents
- Symphony: A Decentralized Multi-Agent Framework for Scalable Collective Intelligence
- MALLM: Multi-Agent Large Language Models Framework
- CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards
- The Collaboration Gap
- Multi-Agent Collaboration via Evolving Orchestration
- TCAndon-Router: Adaptive Reasoning Router for Multi-Agent Collaboration
- Context Learning for Multi-Agent Discussion
- The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems
- EvoSkill: Automated Skill Discovery for Multi-Agent Systems
- AutoAgents: A Framework for Automatic Agent Generation
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Others
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Papers
- K-Level Reasoning with Large Language Models
- LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration
- Automated Unit Test Improvement using Large Language Models
- AgentScope: A Flexible yet Robust Multi-Agent Platform
- Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
- LLM Agent Operating System
- Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models
Programming Languages
Categories
Workflow, Architecture & Agent Design
103
Application-Specific Multi-Agent Systems
88
Multi-Agent Collaboration & System Design
62
Social Simulation & Agent Societies
31
Evaluation & Model Improvement
23
Multi-Agent Frameworks & Benchmarks
16
Papers
11
Science
6
Reinforcement Learning
2
Training
2
Others
2
RL
1
Surveys
1
Agents for Research
1
Finance
1
Sub Categories