In education, the teacher-student relationship is key to teaching quality, and personalized education is a major focus of reform. Traditional teaching often fails to address diverse student needs.

Federated learning (FL) is a decentralized machine learning (ML) method that enables model training while preserving privacy. FL is gaining attention because it avoids data transfer to the server, ...