Modeling Complex Short EHR Visits With xLSTM and Medical Entity Enhancement for Medication Recommendation
XMERec is proposed, a dual-level medication recommendation framework that jointly models medical entity interactions and short-term visit sequences and is fused with an association-guided correction mechanism to improve recommendation accuracy and safety.