An Incremental Knowledge-Graph Learner Digital Twin for Evidence-Grounded Early Warning.

arXiv:2610.36820v2 Announce Type: replace Abstract: Early-warning models in learning analytics can identify learners at risk of failure or withdrawal, but the resulting alerts are often only weakly connected to inspectable learning evidence. A risk score may i