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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Saurabh Hinduja

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Book Open access Oct 2026

Multimodal Depression Detection Varies with Cross-Dataset Differences

Past work in multimodal depression detection has focused almost entirely on a single dataset with limited socioeconomic diversity and lacking in clinically validated depression diagnoses. To address these limitations in multimodal depression detection, we used clinically-validated depression diagnoses in two distinct d...

Maneesh Bilalpur, Saurabh Hinduja, Sonish Sivarajkumar et al. · 0 citations
Book Open access Oct 2026

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...

Anis Elebiary, Rupal Agarwal, Saurabh Hinduja et al. · 0 citations

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