Differential Privacy

DP-CGAN: Differentially Private Conditional GAN on TensorFlow 2 explained

I describe a TF 2 implementation of a Differentially Private Conditional GAN, originally described on Torkzadehmahani et al. 2019.

Winning Privately: The Differentially Private Lottery Ticket Mechanism

We propose the differentially private lottery ticket mechanism (DPLTM). An end-to-end differentially private training paradigm based on the lottery ticket hypothesis. Using "high-quality winners", selected via our custom score function, DPLTM …