DP-SGD Without Clipping: The Lipschitz Neural Network Way

Louis Bethune, Thomas Massena, Thibaut Boissin +6

State-of-the-art approaches for training Differentially Private (DP) Deep Neural Networks (DNN) face difficulties to estimate tight bounds on the sensitivity of the network's layer…