AINeutralarXiv – CS AI · 7h ago6/10
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MARFT: Multi-Agent Reinforcement Fine-Tuning
Researchers present MARFT (Multi-Agent Reinforcement Fine-Tuning), a framework for optimizing LLM-based multi-agent systems using reinforcement learning. The work introduces Flex-MG, a new Markov Game formulation, and addresses key challenges in applying traditional MARL to collaborative AI systems, providing open-source implementation for advancing adaptive agentic systems.