SilentWood: Efficient Private Inference Over Gradient-Boosting Decision Forests

Ronny Ko, Abdelkarim Kati, Robin Geelen +8

Gradient boosting decision forests, used by XGBoost or AdaBoost, offer higher accuracy and lower training times than decision trees on large datasets. Private inference protocols f…