Peng Lun

A multi-modal mixture-of-experts deep network with cross-pathway attention fusion and hierarchical Tree-SHAP attribution for interpretable heterogeneous prediction

Heterogeneous multi-modal data that mixes categorical demographics, continuous biomarkers and high-dimensional binary indicators remains a long-standing challenge for deep learning, particularly when fusion across modalities is delegated to undifferentiated attention blocks and w...