Kin Sum Liu

Generative Model: Membership Attack,Generalization and Diversity

2018 · arXiv (Cornell University)

In this paper we propose a new membership attack method called co-membership attacks against deep generative models including Variational Autoencoders (VAEs) and Generative Adversarial Networks (GANs). Specifically, membership attack aims to check whether a given …