Communication Shapes Collective Inference in Self-Adapting LLM Societies: Evidence from Mafia.

arXiv:2610.05041v1 Announce Type: cross Abstract: When does communication help a group identify hidden adversaries, and how does its value change as the group adapts? In Mafia, an informed minority hides inside an uninformed majority whose only evidence is ope