This is an awesome list of the best multi-agent research papers, compiled by the Swarms Team. Our mission at Swarms is to research multi-agent systems. Join our Discord Now!
- [Paper Name] [Description] [Link]
- Thought Communication in Multiagent Collaboration
- MAS-Zero: Designing Multi-Agent Systems with Zero Supervision
- K-Level Reasoning with Large Language Models
- More Agents is All You Need
- LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration
- AgentScope: A Flexible yet Robust Multi-Agent Platform
- Learning to Decode Collaboratively with Multiple Language Models
- AIOS: LLM Agent Operating System
- 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
- Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
- 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