A compilation of the best multi-agent papers by the Swarms Team. Our mission is to democratize multi-agent systems to automate the world economy with agents and usher in a post-scarcity Human civilization. Join our community now!

• [ Paper Name ] [ PDF ] [ PAPER LINK ]

• [ K-Level Reasoning with Large Language Models ] [ PDF LINK ]

• [ More agents is all you need ] [ PDF LINK]

• [ LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration ] [ PDF LINK]

• [ Automated Unit Test Improvement using Large Language Models ] [ PDF LINK ]

• [ Human-level play in the game of Diplomacy by combining language models with strategic reasoning ] [ PDF LINK]

• [ AgentScope: A Flexible yet Robust Multi-Agent Platform ] [ PDF] ]

• [ Experiential Co-Learning of Software-Developing Agents ] [ PDF LINK ]

• [ Communicative Agents for Software Development] [ PDF LINK ]

• [ Wisdom of the Silicon Crowd: LLM Ensemble Prediction Capabilities Match Human Crowd Accuracy ] [ PDF LINK ]

• [ Generative Agents: Interactive Simulacra of Human Behavior ] [ PDF LINK]

• [ Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems ] [ PDF LINK ]

• [ Learning to Decode Collaboratively with Multiple Language Models ] [ PDF LINK]

• [ SOTOPIA-π: Interactive Learning of Socially Intelligent Language Agents ][ PDF LINK ]

• [ Mora: Enabling Generalist Video Generation via A Multi-Agent Framework ] PDF LINK ]

• [ LLM Agent Operating System ] [ PDF LINK ]

• [ MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution ] [ PDF LINK ]

• [ AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models ] [ PDF LINK ]

• [ Scaling Instructable Agents Across Many Simulated Worlds ] [ PDF LINK ]

• [ Evolutionary Optimization of Model Merging Recipes ][ PDF LINK ]

• [ Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models ] PDF LINK]

• [ Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents ] [ PDF LINK ]

• [ AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation ] [ PDF LINK]

• [ Chain of Agents: Large Language Models Collaborating on Long-Context Tasks] [PDF LINK ]

• [ CulturePark: Boosting Cross-cultural Understanding in Large Language Models] [PDF LINK]

• [ Constitutional AI: Harmlessness from AI Feedback ] [ [PDF Link]

• [ Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration ] [ PDF LINK]

• Mixture-of-Agents Enhances Large Language Model Capabilities

• AgentGym: Evolving Large Language Model-based Agents across Diverse Environments

• [ CODER: ISSUE RESOLVING WITH MULTI-AGENT AND TASK GRAPHS] PDF LINK

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