Integrating knowledge tracing and reinforcement learning in an AI-powered system for personalized ideological education
This paper presents an end-to-end AI-driven personalised ideological education system integrating psychometrically-regularised knowledge tracing, hierarchical reinforcement learning, and mixed-initiative tutoring within a scalable cloud–edge deployment model. Using public proxy datasets comprising 2847 learner profiles...