Qi-Le Zhu

Do LLMs Beat Nash? Testing Decentralized Coordination in Self-Play Multi-Agent Games

Large language model agents deployed without a central controller are often assumed to require communication to coordinate their actions. We ask what remains possible without it: when independent instances of the same model cannot communicate, can they still reason about their counterparts well enough to exceed the sta...