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Kamal Singh Kunwar

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#federated learning Open access Sep 2026

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...

Kamal Singh Kunwar · 0 citations

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