Soteris Demetriou

Quantifying and Localizing Usable Information Leakage from Neural Network Gradients

2021 · arXiv (Cornell University)

In collaborative learning, clients keep their data private and communicate only the computed gradients of the deep neural network being trained on their local data. Several recent attacks show that one can still extract private …