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Introduces SafeRx-Agent, a knowledge-grounded multi-agent framework for safe and explainable medication recommendation that generates fine-grained ATC code predictions while controlling drug interactions and contraindications, evaluated on MIMIC-III and MIMIC-IV datasets.
GraphDiffMed is a medication recommendation framework that uses dual-scale differential attention and pharmacological graph priors to improve recommendation quality and safety on EHR data. Experiments on MIMIC-III show consistent improvements over baselines.