Alma Zakirova

Calibrated Prediction of Students’ Next Responses in Digital Mathematics Learning: A Completion-Ordered and Cold-Start-Aware Framework

Digital mathematics platforms support probabilistic prediction of subsequent student responses, but temporal ordering, score comparability and calibration affect the validity of evaluation. We evaluated AdaptiveMath-AI on a deterministic cohort of 385,037 Eedi interactions from 2...