Research5h ago
EduRiskX Combines Transformers With F-Logic Reasoning
The EduRiskX framework integrates a temporal Transformer with F-Logic symbolic reasoning to predict student academic risk. It uses class-weighted loss and dynamic weekly truncation to handle longitudinal activity sequences. This neuro-symbolic approach aims to solve the black-box trust crisis in pedagogy. Educators gain interpretable risk alerts instead of opaque probability scores.