An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises

Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee +2

Diferentially private (DP) synthetic datasets are a powerful approach for training machine learning models while respecting the privacy of individual data providers. The effect of…