This paper gives a useful graph view for student knowledge modeling
Graph-based Student Knowledge Tracing with Interpretable Concept Relations
I found this paper helpful because it models student knowledge states as graph structures instead of isolated skill vectors. The interpretable concept relations are especially useful for educational recommendation systems.