dailyai.report

The EduRiskX framework integrates a temporal Transformer with F-Logic symbolic reasoning to predict academic risk in online students. This neuro-symbolic approach replaces black-box predictions with interpretable rules grounded in pedagogical expertise. It uses class-weighted loss and dynamic weekly truncation to identify struggling learners earlier. Educators can now audit the specific logic driving each risk alert.