Mithara Fernandopulle

Data scarcity in adaptive learning: Challenges and opportunities with transfer learning and knowledge tracing

Adaptive learning systems personalize instruction by tracking what each student knows and adjusting content to match their current knowledge state. Knowledge Tracing (KT) is the main technique used for this purpose. It has evolved from probabilistic models to deep learning architectures that use attention mechanisms to...