Exploring the Security Boundary of Data Reconstruction via Neuron Exclusivity Analysis

no code implementations • 26 Oct 2020 • Xudong Pan, Mi Zhang, Yifan Yan, Jiaming Zhu, Min Yang

Among existing privacy attacks on the gradient of neural networks, \emph{data reconstruction attack}, which reverse engineers the training batch from the gradient, poses a severe threat on the private training data.

Face Recognition Reconstruction Attack