Unveiling Privacy Vulnerabilities: Investigating the Role of Structure in Graph Data

Author:

Yuan Hanyang1ORCID,Xu Jiarong2ORCID,Wang Cong3ORCID,Yang Ziqi4ORCID,Wang Chunping5ORCID,Yin Keting4ORCID,Yang Yang4ORCID

Affiliation:

1. Zhejiang University & Fudan University, Hangzhou, China

2. Fudan University, Shanghai, China

3. Peking University, Beijing, China

4. Zhejiang University, Hangzhou, China

5. Finvolution Group, Shanghai, China

Funder

CCF-Tencent Rhino-Bird Open Research Fund

Zhejiang Province 'LingYan Research and Development Plan Project

Joint Funds of the Zhejiang Provincial Natural Science Foundation of China

Zhejiang Province High-Level Talents Special Support Program 'Leading Talent of Technological Innovation of Ten-Thousands Talents Program

National Natural Science Foundation of China

SMP-IDATA Open Youth Fund

Publisher

ACM

Reference69 articles.

1. Sami Abu-El-Haija, Bryan Perozzi, Amol Kapoor, Nazanin Alipourfard, Kristina Lerman, Hrayr Harutyunyan, Greg Ver Steeg, and Aram Galstyan. 2019. Mixhop: Higher-order graph convolutional architectures via sparsified neighborhood mixing. In international conference on machine learning. PMLR, 21--29.

2. Nesreen K Ahmed, Ryan Rossi, John Boaz Lee, Theodore L Willke, Rong Zhou, Xiangnan Kong, and Hoda Eldardiry. 2018. Learning role-based graph embeddings. arXiv preprint arXiv:1802.02896 (2018).

3. Faiyaz Al Zamal, Wendy Liu, and Derek Ruths. 2012. Homophily and latent attribute inference: Inferring latent attributes of twitter users from neighbors. In Proceedings of the International AAAI Conference on Web and Social Media, Vol. 6. 387--390.

4. Aleksandar Bojchevski and Stephan Günnemann. 2019. Adversarial attacks on node embeddings via graph poisoning. In International Conference on Machine Learning. PMLR, 695--704.

5. Collective data-sanitization for preventing sensitive information inference attacks in social networks;Cai Zhipeng;IEEE Transactions on Dependable and Secure Computing,2016

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