Bias and Variance of Post-processing in Differential Privacy

9 October 2020

Papers citing "Bias and Variance of Post-processing in Differential Privacy"

18 / 18 papers shown

Title
Differentially Private Data Release on Graphs: Inefficiencies and Unfairness Ferdinando Fioretto Diptangshu Sen Juba Ziani 65 1 0 08 Aug 2024
Federated learning with differential privacy and an untrusted aggregator Kunlong Liu Trinabh Gupta 96 0 0 17 Dec 2023
DP-DCAN: Differentially Private Deep Contrastive Autoencoder Network for Single-cell Clustering Huifa Li Jie Fu Zhili Chen Xiaomin Yang Haitao Liu Xinpeng Ling 51 1 0 06 Nov 2023
Bounded and Unbiased Composite Differential Privacy Kai Zhang Yanjun Zhang Ruoxi Sun Pei-Wei Tsai M. Hassan Xingliang Yuan Minhui Xue Jinjun Chen 88 33 0 04 Nov 2023
Privacy Guarantees for Personal Mobility Data in Humanitarian Response Nitin Kohli Emily L. Aiken J. Blumenstock 60 7 0 15 Jun 2023
Seeding with Differentially Private Network Information M. Rahimian Fang-Yi Yu Carlos Hurtado 67 4 0 26 May 2023
Two Views of Constrained Differential Privacy: Belief Revision and Update Likang Liu Keke Sun Chunlai Zhou Yuan Feng 45 4 0 01 Mar 2023
General Gaussian Noise Mechanisms and Their Optimality for Unbiased Mean Estimation Aleksandar Nikolov Haohua Tang 63 4 0 31 Jan 2023
Integer Subspace Differential Privacy Prathamesh Dharangutte Jie Gao Ruobin Gong Fang-Yi Yu 59 6 0 02 Dec 2022
Differentially Private Counterfactuals via Functional Mechanism Fan Yang Qizhang Feng Kaixiong Zhou Jiahao Chen Helen Zhou 63 9 0 04 Aug 2022
Pruning has a disparate impact on model accuracy Cuong Tran Ferdinando Fioretto Jung-Eun Kim Rakshit Naidu 90 40 0 26 May 2022
Differential Privacy and Fairness in Decisions and Learning Tasks: A Survey Ferdinando Fioretto Cuong Tran Pascal Van Hentenryck Keyu Zhu FaML 73 64 0 16 Feb 2022
Post-processing of Differentially Private Data: A Fairness Perspective Keyu Zhu Ferdinando Fioretto Pascal Van Hentenryck 29 13 0 24 Jan 2022
Private sampling: a noiseless approach for generating differentially private synthetic data M. Boedihardjo Thomas Strohmer Roman Vershynin SyDa 73 14 0 30 Sep 2021
Subspace Differential Privacy Jie Gao Ruobin Gong Fang-Yi Yu 60 17 0 26 Aug 2021
Decision Making with Differential Privacy under a Fairness Lens Ferdinando Fioretto Cuong Tran Pascal Van Hentenryck 67 48 0 16 May 2021
Differential Privacy for Government Agencies -- Are We There Yet? Joerg Drechsler 97 22 0 17 Feb 2021
Observations on the Bias of Nonnegative Mechanisms for Differential Privacy Aisling McGlinchey O. Mason 49 2 0 08 Jan 2021