Danyu Li

EGRL: Edge generation-guided relation-aware learning for RNA-protein interaction prediction

Edge Generation-guided Relation-aware Learning (EGRL) is proposed, a novel framework with several key components: implicit meta-path learning to capture relational semantics without handcrafted paths; a multi-relation-aware attention mechanism for adaptive fusion of interaction patterns; a graph generator that predicts potential ("soft") edges to support cold-start nodes; and a multi-feature fusion predictor for final interaction scoring.