Wenwei Cai

CausalSTKT: Disentangled Spatiotemporal Heterogeneous Graph Learning for Robust Knowledge Tracing Under Distribution Shifts

Knowledge tracing supports adaptive intelligent tutoring systems by estimating learners’ evolving knowledge states from sequential interactions. However, existing models often rely on dataset-specific correlations and may suffer substantial performance degradation under distribut...