Privacy Risk for anisotropic Langevin dynamics using relative entropy bounds

1 February 2023

Papers citing "Privacy Risk for anisotropic Langevin dynamics using relative entropy bounds"

6 / 6 papers shown

Title
Optimal Membership Inference Bounds for Adaptive Composition of Sampled Gaussian Mechanisms Saeed Mahloujifar Alexandre Sablayrolles Graham Cormode S. Jha 45 22 0 12 Apr 2022
Improved Matrix Gaussian Mechanism for Differential Privacy Jungang Yang Liyao Xiang Weiting Li Wei Liu Xinbing Wang 33 5 0 30 Apr 2021
Faster Differentially Private Samplers via Rényi Divergence Analysis of Discretized Langevin MCMC Arun Ganesh Kunal Talwar FedML 42 40 0 27 Oct 2020
Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising Borja Balle Yu Wang MLT 64 403 0 16 May 2018
Exploiting Unintended Feature Leakage in Collaborative Learning Luca Melis Congzheng Song Emiliano De Cristofaro Vitaly Shmatikov FedML 138 1,471 0 10 May 2018
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 228 4,103 0 18 Oct 2016