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July 6, 2024Proceedings on Privacy Enhancing Technologies

Subgraph Structure Membership Inference Attacks against Graph Neural Networks

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XWXiuling WangHWHui Wang

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Wang et al. (2024) studied this question.

synapsesocial.com/papers/68e612a3b6db6435875a5d4ehttps://doi.org/10.56553/popets-2024-0116
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  1. 1Do LLMs Offer a Robust Defense Mechanism Against Membership Inference Attacks on Graph Neural Networks?2025
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  3. 3Single-Node Injection Label Specificity Attack on Graph Neural Networks via Reinforcement Learning2024 · 6 citations
  4. 4Problem space structural adversarial attacks for Network Intrusion Detection Systems based on Graph Neural Networks2024
  5. 5An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks2025