Jian-Yu Shi

HSSynergy: scale-aware hierarchical attention for interpretable drug synergy prediction

HSSynergy, a hierarchical substructure-aware deep learning framework for predicting anticancer drug synergy, introduces a Scale-Aware Masked Attention mechanism that enforces precise layer-wise alignment, and utilizes hierarchical grouping with mask constraints to achieves same-scale focusing while shielding against cr...