DICE: Entropy-Regularized Equilibrium Selection for Stable Multi-Agent LLM Coordination

Yi Xie, Zhanke Zhou, Chentao Cao +2

Multi-agent large language model (LLM) systems often fail to reliably outperform a single strong model equipped with best-of-N sampling. We argue that a core source of this instabi…