Ronny Ko

SilentWood: Efficient Private Inference Over Gradient Boosting Decision Forests

Gradient boosting decision forests, used by XGBoost or AdaBoost, offer higher accuracy and lower training times than decision trees for large datasets. Protocols for private inference over decision trees can be used to preserve the privacy of the input data as well as the privacy of the trees. Howev…