no code implementations • 7 Jun 2022 • Anshuman Suri, Pallika Kanani, Virendra J. Marathe, Daniel W. Peterson
Using these attacks, we estimate subject membership inference risk on real-world data for single-party models as well as FL scenarios.
no code implementations • 7 Jun 2022 • Virendra J. Marathe, Pallika Kanani, Daniel W. Peterson, Guy Steele Jr
We formally prove the subject level DP guarantee for our algorithms, and also show their effect on model utility loss.