Protocol-Aware Gradient Boosting for Context-Aware Student Engagement Detection
We describe our submission to the ICMI 2026 Grand Challenge on Context-Aware Student Engagement Detection (CASED) for participant-independent binary classification of 30-second classroom clips (engaged vs. disengaged). We train a class-weighted CatBoost model on a 434-dimensional multimodal feature set spanning facial...