A unified interpretation of the Gaussian mechanism for differential
privacy through the sensitivity index

A unified interpretation of the Gaussian mechanism for differential privacy through the sensitivity index

22 September 2021

Georgios Kaissis

Alexander Ziller

Daniel Rueckert

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Papers citing "A unified interpretation of the Gaussian mechanism for differential privacy through the sensitivity index"

14 / 14 papers shown

Title
Optimal Accounting of Differential Privacy via Characteristic Function Yuqing Zhu Jinshuo Dong Yu Wang 55 104 0 16 Jun 2021
Numerical Composition of Differential Privacy Sivakanth Gopi Y. Lee Lukas Wutschitz 82 183 0 05 Jun 2021
Three Variants of Differential Privacy: Lossless Conversion and Applications S. Asoodeh Jiachun Liao Flavio du Pin Calmon O. Kosut Lalitha Sankar 59 39 0 14 Aug 2020
Deep Learning with Gaussian Differential Privacy Zhiqi Bu Jinshuo Dong Qi Long Weijie J. Su FedML 71 209 0 26 Nov 2019
Rényi Differential Privacy of the Sampled Gaussian Mechanism Ilya Mironov Kunal Talwar Li Zhang 103 287 0 28 Aug 2019
Hypothesis Testing Interpretations and Renyi Differential Privacy Borja Balle Gilles Barthe Marco Gaboardi Justin Hsu Tetsuya Sato 61 117 0 24 May 2019
Privacy Amplification by Subsampling: Tight Analyses via Couplings and Divergences Borja Balle Gilles Barthe Marco Gaboardi 87 393 0 04 Jul 2018
Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising Borja Balle Yu Wang MLT 104 413 0 16 May 2018
Deep Learning with Differential Privacy Martín Abadi Andy Chu Ian Goodfellow H. B. McMahan Ilya Mironov Kunal Talwar Li Zhang FedML SyDa 220 6,172 0 01 Jul 2016
Concentrated Differential Privacy Cynthia Dwork G. Rothblum 82 453 0 06 Mar 2016
Understanding the Sparse Vector Technique for Differential Privacy Min Lyu D. Su Ninghui Li 69 167 0 05 Mar 2016
RAPPOR: Randomized Aggregatable Privacy-Preserving Ordinal Response Ulfar Erlingsson Vasyl Pihur Aleksandra Korolova 109 2,004 0 25 Jul 2014
The Composition Theorem for Differential Privacy Peter Kairouz Sewoong Oh Pramod Viswanath 170 685 0 04 Nov 2013
Rényi Divergence and Kullback-Leibler Divergence T. Erven P. Harremoes 102 1,345 0 12 Jun 2012