Enhancing Deep Knowledge Tracing via Diffusion Models for Personalized Adaptive Learning

arXiv:2405.05134v1 Announce Type: cross
Abstract: In contrast to pedagogies like evidence-based teaching, personalized adaptive learning (PAL) distinguishes itself by closely monitoring the progress of individual students and tailoring the learning path to their unique knowledge and requirements. A crucial technique for effective PAL implementation is knowledge tracing, which models students' evolving knowledge to predict their future performance. Based on these predictions, personalized recommendations for resources and learning paths can be made to meet individual needs. Recent advancements in deep learning …

abstract arxiv contrast cs.ai cs.cy cs.lg deep knowledge diffusion diffusion models evidence implementation knowledge monitoring path personalized progress requirements students teaching tracing type unique via