Governance-Aware Federated Learning for Multi-Agent AI Systems: A Policy-Driven Framework for Trustworthy Collaborative AI

This paper introduces Governance-Aware Federated Learning (GAFL), a framework combining independent evidence verification, fairness monitoring, policy…