Nature

Simulation of personalized english learning path recommendation system based on knowledge graph and deep reinforcement learning

With the rapid development of online education, personalized learning path recommendations have played an increasingly important role in enhancing learning efficiency and optimizing learning ...
Nature

Integrating Reinforcement Learning with Dynamic Knowledge Tracing for personalized learning path optimization

Personalized learning systems aim to improve student engagement and outcomes by adapting to individual learning needs. Traditional models, however, struggle to handle the dynamic nature of student ...