Graph privacy funnel: A variational approach for privacy-preserving representation learning on graphs

W Lin, H Lan, J Cao - IEEE Transactions on Dependable and …, 2024 - ieeexplore.ieee.org
This paper investigates the problem of learning privacy-preserving graph representations
with graph neural networks (GNNs). Different from existing works based on adversarial …

Graph Privacy Funnel: A Variational Approach for Privacy-Preserving Representation Learning on Graphs

W Lin, H Lan, J Cao - IEEE Transactions on Dependable and Secure …, 2024 - computer.org
This paper investigates the problem of learning privacy-preserving graph representations
with graph neural networks (GNNs). Different from existing works based on adversarial …