Sumit Mukherjee

MACE: A Flexible Framework for Membership Privacy Estimation in Generative Models

2020 · arXiv (Cornell University)

Generative machine learning models are being increasingly viewed as a way to share sensitive data between institutions. While there has been work on developing differentially private generative modeling approaches, these approaches generally lead to sub-par …