Tommaso Cucinotta

Online Sensitivity Optimization in Differentially Private Learning

Training differentially private machine learning models requires constraining an individual's contribution to the optimization process. This is achieved by clipping the 2-norm of their gradient at a predetermined threshold prior to averaging and batch sanitization. This selection adversely influence…