Federated Explainable Multi-Agent Governance Framework for Adaptive Personalized Learning Equity in Higher Education
The rapid deployment of artificial intelligence (AI) in higher education raises questions of equity, transparency, accountability, privacy, and governance in adaptive personalized learning. While AI-enabled personalization can increase educational responsiveness, top-down personalized learning architectures may reinfor...