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

Georgi Ganev Bristena Oprisanu Emiliano De Cristofaro

Published in: ICML (2022)

Keyphrases

synthetic data
differential privacy
differentially private
privacy preserving
data sets
private data
real world
real image data
privacy preservation
privacy guarantees
tabular data
data sharing
data privacy
synthetic datasets
privacy protection