Fu-Rong Zheng

MVGCL: Noise-Robust Multi-Source Similarity Fusion and Type-Aware Dual-Pathway Learning for Drug Repositioning.

MVGCL is presented, a type-aware dual-pathway framework that combines noise-robust multisource similarity fusion with heterogeneous biological network representation learning and aligns the two pathways through a distribution-aware hierarchical contrastive strategy to improve representation consistency under sparse and...