Scalable DP-SGD: Shuffling vs. Poisson Subsampling

6 November 2024

Papers citing "Scalable DP-SGD: Shuffling vs. Poisson Subsampling"

5 / 5 papers shown

Title
The Hitchhiker's Guide to Efficient, End-to-End, and Tight DP Auditing Meenatchi Sundaram Muthu Selva Annamalai Borja Balle Jamie Hayes Georgios Kaissis Emiliano De Cristofaro 48 0 0 20 Jun 2025
Empirical Privacy Variance Yuzheng Hu Fan Wu Ruicheng Xian Yuhang Liu Lydia Zakynthinou Pritish Kamath Chiyuan Zhang David A. Forsyth 156 0 0 16 Mar 2025
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 161 6 0 21 Dec 2024
Avoiding Pitfalls for Privacy Accounting of Subsampled Mechanisms under Composition C. Lebeda Matthew Regehr Gautam Kamath Thomas Steinke 128 10 0 27 May 2024
Private Fine-tuning of Large Language Models with Zeroth-order Optimization Xinyu Tang Ashwinee Panda Milad Nasr Saeed Mahloujifar Prateek Mittal 218 26 0 09 Jan 2024