Enhancing Knowledge Tracing with Talking-Heads Attention and Item Response Theory
Knowledge tracing (KT) is a fundamental task in student modeling within online education systems, enabling the tracking of a student’s learning progress and the prediction of future performance. Recent attention-based KT methods have leveraged self-attention mechanisms to capture complex patterns in student learning. H...