Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data

Georgi Ganev, Bristena Oprisanu, Emiliano De Cristofaro

Abstract: Generative models trained with Differential Privacy (DP) can be used to generate synthetic data while minimizing privacy risks. We analyze the impact of DP on these models vis-a-vis underrepresente...