Xu, J. and Liu, C. 2026. Robust Explainable Supplier Risk Prediction under Imperfect Domain Knowledge: Empirically Vetted Monotonic XGBoost with TreeSHAP. Academic Journal of Applied Sciences. 3, 1 (Sep. 2026), 28–34. DOI:https://doi.org/10.54097/d14mre26.