Structured Inductive Bias for Multi-timescale Knowledge Tracing
Knowledge tracing (KT) aims to infer learners' evolving cognitive states from interaction sequences to predict future performance. However, learning behaviors are inherently non-stationary and multi-timescale, where long-term cognitive accumulation and short-term contextual fluctuations are tightly entangled. Most exis...