AIED

Beyond Next-Response Prediction: Evaluating Knowledge State Transition Consistency in Deep Learning Based Knowledge Tracing Models

Tue Jun 30, 2:00 PM–2:25 PM · North 203

Part of Predictive Models for Learner Behavior

Knowledge Tracing Learner & Student Modeling Educational Data Mining Methods

★ Notable speakers

Zitao Liu ★ — Deep learning for knowledge tracing; pyKT benchmark library; AI-powered adaptive learning at scale

Evaluates deep learning knowledge tracing models for consistency in how they represent transitions between knowledge states, beyond simple next-response accuracy.

Authors

Youheng Bai, Shen Han, Gangyi Tan, Jiahao Chen, Zitao Liu, Weiqi Luo