Luke G Eglington

UNVaMP: Neural Knowledge Tracing with Variational Regularization of Latent Knowledge Dynamics

We introduce the Unified Neural Variational Measurement of Proficiency (UNVaMP) architecture, a knowledge tracing method that integrates observed student-item interactions with internal memory to produce evolving latent representations of student knowledge. These representations support accurate predictions of future r...