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- W3217333669 abstract "Machine learning models, especially deep models, may unintentionally remember information about their training data. Malicious attackers can thus pilfer some property about training data by attacking the model via membership inference attack or model inversion attack. Some regulations, such as the EU's GDPR, have enacted The Right to Be Forgotten to protect users' data privacy, enhancing individuals' sovereignty over their data. Therefore, removing training data information from a trained model has become a critical issue. In this paper, we present a GAN-based algorithm to delete data in deep models, which significantly improves deleting speed compared to retraining from scratch, especially in complicated scenarios. We have experimented on five commonly used datasets, and the experimental results show the efficiency of our method." @default.
- W3217333669 created "2021-12-06" @default.
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- W3217333669 date "2021-11-22" @default.
- W3217333669 modified "2023-10-18" @default.
- W3217333669 title "Machine unlearning via GAN" @default.
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- W3217333669 doi "https://doi.org/10.48550/arxiv.2111.11869" @default.
- W3217333669 hasPublicationYear "2021" @default.
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