Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks

Lixin Fan, Kam Woh Ng, Ce Ju +4

This paper investigates capabilities of Privacy-Preserving Deep Learning (PPDL) mechanisms against various forms of privacy attacks. First, we propose to quantitatively measure the…