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• W2969446490 abstract "In this paper, we aim to understand the generalization properties of generative adversarial networks (GANs) from a new perspective of privacy protection. Theoretically, we prove that a differentially private learning algorithm used for training the GAN does not overfit to a certain degree, i.e., the generalization gap can be bounded. Moreover, some recent works, such as the Bayesian GAN, can be re-interpreted based on our theoretical insight from privacy protection. Quantitatively, to evaluate the information leakage of well-trained GAN models, we perform various membership attacks on these models. The results show that previous Lipschitz regularization techniques are effective in not only reducing the generalization gap but also alleviating the information leakage of the training dataset." @default.
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• W2969446490 date "2019-08-21" @default.
• W2969446490 modified "2023-09-22" @default.
• W2969446490 title "Generalization in Generative Adversarial Networks: A Novel Perspective from Privacy Protection" @default.
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