Graph Privacy

SoK: Differential Privacy on Graph-Structured Data

Authors: Tamara T. Mueller, Dmitrii Usynin, Johannes C. Paetzold, Daniel Rueckert, Georgios Kaissis | Published: 2022-03-17
Graph Privacy
Privacy Protection
Privacy Analysis

Heterogeneous Graph Neural Networks for Malicious Account Detection

Authors: Ziqi Liu, Chaochao Chen, Xinxing Yang, Jun Zhou, Xiaolong Li, Le Song | Published: 2020-02-27
Graph Neural Network
Graph Privacy
Machine Learning Method

Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models

Authors: Xiao Zang, Yi Xie, Jie Chen, Bo Yuan | Published: 2020-02-12 | Updated: 2021-06-23
Graph Neural Network
Graph Privacy
Adversarial attack

Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries

Authors: Pierre Dellenbach, Aurélien Bellet, Jan Ramon | Published: 2018-03-27
Graph Privacy
Privacy Protection
Differential Privacy