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Optimizing membership inference attacks against low self-influence samples by distilled shadow models and inference models

Machine learning models face increasing threats from membership inference attacks, which aim to infer sample membership. Sample membership represents whether or not a particular data sample is included in the training set of a given model and is considered a fundamental form of privacy leakage. Rece...

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Bibliografische gegevens
Hoofdauteurs: Jiacheng Xu, Chengxiang Tan
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: PeerJ Inc. 2025-10-01
Reeks:PeerJ Computer Science
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Online toegang:https://peerj.com/articles/cs-3269.pdf
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