2 papers
cs.LG2026
UNVaMP: Neural Knowledge Tracing with Variational Regularization of Latent Knowledge Dynamics
Carson J. Cook, Ahmed J. Zerouali, Anthony Schmidt +3
We introduce the Unified Neural Variational Measurement of Proficiency (UNVaMP) architecture, a knowledge tracing method that integrates observed student-item interactions with int…
cs.CY2024
Uncertainty-preserving deep knowledge tracing with state-space models
S. Thomas Christie, Carson Cook, Anna N. Rafferty
A central goal of both knowledge tracing and traditional assessment is to quantify student knowledge and skills at a given point in time. Deep knowledge tracing flexibly considers…