A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and
Applications

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A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications

IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023

31 August 2023

Olivera Kotevska

Philip S. Yu

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Papers citing "A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications"

12 / 12 papers shown

Title
Multi-View Graph Feature Propagation for Privacy Preservation and Feature Sparsity Etzion Harari Moshe Unger 56 0 0 13 Oct 2025
Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses Lincan Li Bolin Shen Chenxi Zhao Yuxiang Sun Kaixiang Zhao Shirui Pan Yushun Dong 120 1 0 27 Aug 2025
Devil's Hand: Data Poisoning Attacks to Locally Private Graph Learning Protocols Longzhu He Chaozhuo Li Peng Tang Litian Zhang Sen Su Philip S. Yu AAML 202 0 0 11 Jun 2025
An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph AttacksInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Jinyan Wang Liu Yang Yuecen Wei Jiaxuan Si Chenhao Guo Qingyun Sun Xianxian Li Xingcheng Fu OOD AAML 138 3 0 26 May 2025
Efficient and Privacy-Preserved Link Prediction via Condensed GraphsExpert systems with applications (ESWA), 2025 Yunbo Long Liming Xu Alexandra Brintrup 366 1 0 15 Mar 2025
Fairness and/or Privacy on Social Graphs Bartlomiej Surma Michael Backes Yang Zhang 221 0 0 03 Mar 2025
Prompt-based Unifying Inference Attack on Graph Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2024 Yuecen Wei Xingcheng Fu Lingyun Liu Qingyun Sun Hao Peng Chunming Hu AAML 331 5 0 20 Dec 2024
Vision Paper: Designing Graph Neural Networks in Compliance with the European Artificial Intelligence Act Barbara Hoffmann Jana Vatter R. Mayer 176 0 0 29 Oct 2024
Safety in Graph Machine Learning: Threats and Safeguards Song Wang Yushun Dong Binchi Zhang Zihan Chen Xingbo Fu Yinhan He Cong Shen Chuxu Zhang Nitesh Chawla Wenlin Yao 216 10 0 17 May 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu D. Yin Qing Li AI4CE 365 39 0 23 Apr 2024
A Survey of Graph Neural Networks in Real world: Imbalance, Noise, Privacy and OOD ChallengesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Wei Ju Siyu Yi Yifan Wang Zhiping Xiao Zhengyan Mao ... Nan Yin Senzhang Wang Xinwang Liu Philip S. Yu Ming Zhang AI4CE 281 73 0 07 Mar 2024
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems Guangjing Wang Ce Zhou Yuanda Wang Bocheng Chen Hanqing Guo Qiben Yan AAML SILM 387 6 0 20 Nov 2023