Predicting Invoice Dilution in Supply Chain Finance with Leakage Free Two Stage XGBoost, KAN (Kolmogorov Arnold Networks), and Ensemble Models. - Pavel Koptev; Vishnu Kumar; Konstantin Malkov; George Shapiro; Yury Vikhanov (CoRR, 2026)