PEARL: Data Synthesis via Private Embeddings and Adversarial Reconstruction Learning

Seng Pei Liew, Tsubasa Takahashi, Michihiko Ueno

We propose a new framework of synthesizing data using deep generative models in a differentially private manner. Within our framework, sensitive data are sanitized with rigorous pr…