GraphDiffMed: Knowledge-Constrained Differential Attention with Pharmacological Graph Priors for Medication Recommendation

GraphDiffMed is a new framework for recommending safe and effective medication combinations from electronic health records (EHRs). It applies dual-scale Differential Attention to filter noisy signals and incorporates pharmacological constraints during learning, significantly improving recommendation quality.