Abstract: Highlights•A novel multimodal graph learning framework for student engagement prediction is proposed.•3D Haar semi-tight framelet transform is introduced to facilitate multimodal data fusion.•Spectrum-based graph structure learning is proposed to build multimodal graph.•Our framework outperforms several baselines on a real-world multimodal educational dataset.
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