GNNBleed: Inference Attacks to Unveil Private Edges in Graphs with Realistic Access to GNN Models

Zeyu Song, Ehsanul Kabir, Shagufta Mehnaz

Graph Neural Networks (GNNs) have become indispensable tools for learning from graph structured data, catering to various applications such as social network analysis and fraud det…