SoK: Differential Privacy on Graph-Structured Data

SoK: Differential Privacy on Graph-Structured Data

17 March 2022

Tamara T. Mueller

Johannes C. Paetzold

Daniel Rueckert

Georgios Kaissis

Papers citing "SoK: Differential Privacy on Graph-Structured Data"

13 / 13 papers shown

Title
Node Injection Link Stealing Attack Oualid Zari Javier Parra-Arnau Ayşe Ünsal Melek Önen 34 2 0 25 Jul 2023
Differentially Private Decoupled Graph Convolutions for Multigranular Topology Protection Eli Chien Wei-Ning Chen Chao Pan Pan Li Ayfer Özgür O. Milenkovic 36 12 0 12 Jul 2023
Node-Differentially Private Estimation of the Number of Connected Components Iden Kalemaj Sofya Raskhodnikova Adam D. Smith Charalampos E. Tsourakakis 27 7 0 12 Apr 2023
Training Differentially Private Graph Neural Networks with Random Walk Sampling Morgane Ayle Jan Schuchardt Lukas Gosch Daniel Zügner Stephan Günnemann FedML 21 6 0 02 Jan 2023
Differentially Private Graph Classification with GNNs Tamara T. Mueller Johannes C. Paetzold Chinmay Prabhakar Dmitrii Usynin Daniel Rueckert Georgios Kaissis 47 18 0 05 Feb 2022
An automatic differentiation system for the age of differential privacy Dmitrii Usynin Alexander Ziller Moritz Knolle Andrew Trask Kritika Prakash Daniel Rueckert Georgios Kaissis 28 3 0 22 Sep 2021
A unified interpretation of the Gaussian mechanism for differential privacy through the sensitivity index Georgios Kaissis Moritz Knolle F. Jungmann Alexander Ziller Dmitrii Usynin Daniel Rueckert 22 1 0 22 Sep 2021
Releasing Graph Neural Networks with Differential Privacy Guarantees Iyiola E. Olatunji Thorben Funke Megha Khosla 32 44 0 18 Sep 2021
Membership Inference Attack on Graph Neural Networks Iyiola E. Olatunji Wolfgang Nejdl Megha Khosla AAML 38 97 0 17 Jan 2021
Community Preserved Social Graph Publishing with Node Differential Privacy Sen Zhang Weiwei Ni Nan Fu 38 17 0 05 Jan 2021
Locally Differentially Private Analysis of Graph Statistics Jacob Imola Takao Murakami Kamalika Chaudhuri 70 93 0 17 Oct 2020
Individual Privacy Accounting via a Renyi Filter Vitaly Feldman Tijana Zrnic 59 86 0 25 Aug 2020
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis Daiki Matsunaga Toyotaro Suzumura Toshihiro Takahashi AIFin 38 82 0 24 Sep 2019