2 papers
cs.LG2026
RES-MR: Risk-Aware Reasoning for Explainable and Safe Medication Recommendation
Cong Wang, Jin Li, Shoujin Wang +3
Medication recommendations seek to deliver personalized drug combinations based on patients' clinical information, where ensuring transparent decision-making and personalized safet…
cs.IR2026
Towards Fair Large Language Model-based Recommender Systems without Costly Retraining
Jin Li, Huilin Gu, Shoujin Wang +5
Large Language Models (LLMs) have revolutionized Recommender Systems (RS) through advanced generative user modeling. However, LLM-based RS (LLM-RS) often inadvertently perpetuates…