Belief-Conditioned Multi-Agent Actor Critic for Decentralized LLM Collaboration.

arXiv:2610.35398v1 Announce Type: new Abstract: Recent work has explored optimizing LLM collaboration through Multi-Agent Reinforcement Learning (MARL), but many approaches still rely on predefined workflows, limiting efficiency and scalability. Decentralized