AINeutralarXiv – CS AI · 7h ago6/10
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LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning
Researchers propose LMAC, an LLM-driven communication protocol for multi-agent reinforcement learning that enables agents to reconstruct shared state information more accurately and uniformly. The approach iteratively refines communication strategies using explicit state-awareness criteria, demonstrating substantial performance improvements over existing communication baselines across multiple MARL benchmarks.