1 code implementation • 10 Feb 2022 • Timothy Stevens, Ivoline C. Ngong, David Darais, Calvin Hirsch, David Slater, Joseph P. Near
We present backpropagation clipping, a novel variant of differentially private stochastic gradient descent (DP-SGD) for privacy-preserving deep learning.
no code implementations • 13 Dec 2021 • Timothy Stevens, Christian Skalka, Christelle Vincent, John Ring, Samuel Clark, Joseph Near
Federated machine learning leverages edge computing to develop models from network user data, but privacy in federated learning remains a major challenge.