Graph embedding and privacy

Graph embedding

Information leakage from graph embedding

• He2020stealing: Stealing Links from Graph Neural Networks, https://arxiv.org/abs/2005.02131
• Duddu2020privacy: Quantifying Privacy Leakage in Graph Embedding, https://arxiv.org/abs/2010.00906

See Song2020leakage for other information leakage from other types of embedding

Adversarial attack

• Bojchevski2019adversarial, Adversarial Attacks on Node Embeddings via Graph Poisoning, https://arxiv.org/abs/1809.01093

Differentially private solutions

• Xu2018dpne: DPNE: Differentially private network embedding

Fairness

• Bose2019compositional: Compositional fairness constraints for graph embeddings