It's Our Loss: No Privacy Amplification for Hidden State DP-SGD With
Non-Convex Loss

It's Our Loss: No Privacy Amplification for Hidden State DP-SGD With Non-Convex Loss

9 July 2024

Meenatchi Sundaram Muthu Selva Annamalai

Papers citing "It's Our Loss: No Privacy Amplification for Hidden State DP-SGD With Non-Convex Loss"

3 / 3 papers shown

Title
Balls-and-Bins Sampling for DP-SGD Lynn Chua Badih Ghazi Charlie Harrison Ethan Leeman Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chiyuan Zhang 80 3 0 21 Dec 2024
Adversarial Sample-Based Approach for Tighter Privacy Auditing in Final Model-Only Scenarios Sangyeon Yoon Wonje Jeung Albert No 85 0 0 02 Dec 2024
The Last Iterate Advantage: Empirical Auditing and Principled Heuristic Analysis of Differentially Private SGD Thomas Steinke Milad Nasr Arun Ganesh Borja Balle Christopher A. Choquette-Choo Matthew Jagielski Jamie Hayes Abhradeep Thakurta Adam Smith Andreas Terzis 34 7 0 08 Oct 2024