AI RESEARCH

Adaptive Accountability in Networked MAS: Tracing and Mitigating Emergent Norms at Scale

arXiv CS.AI

ArXi:2512.18561v3 Announce Type: replace-cross Large-scale networked multi-agent systems increasingly underpin critical infrastructure, yet their collective behavior can drift toward undesirable emergent norms such as collusion, resource hoarding, and implicit unfairness.