Dual-Channel Semantic-Enhanced Combinatorial Medication Recommendation via Knowledge Distillation
The Dual-Channel Semantics-Enhanced Network (DCSENet) is proposed, a novel dual-channel framework that explicitly incorporates context-rich clinical narratives knowledge and introduces an attention-map-based knowledge distillation mechanism that efficiently transfers semantic knowledge from the LMs into an identifier-b...