Kuntai Cai

GCON: Differentially Private Graph Convolutional Network via Objective Perturbation

2024 · arXiv (Cornell University)

Graph Convolutional Networks (GCNs) are a popular machine learning model with a wide range of applications in graph analytics, including healthcare, transportation, and finance. However, a GCN trained without privacy protection measures may memorize private …