SCAD-DTA: spherical concept alignment with dynamic multi-modal fusion for drug-target affinity prediction.
The key idea is to stabilize multimodal interaction by jointly modeling adaptive fusion dynamics and representation geometry constraints by introducing a Dynamic Cross-Modal Attention mechanism that adaptively reweights modality contributions conditioned on sample-specific context, mitigating modality dominance.