De Cristofaro, Emiliano

4 publications

TMLR 2025 The Elusive Pursuit of Reproducing PATE-GAN: Benchmarking, Auditing, Debugging Georgi Ganev, Meenatchi Sundaram Muthu Selva Annamalai, Emiliano De Cristofaro

ICLRW 2025 [Tiny] Understanding the Impact of Data Domain Extraction on Synthetic Data Privacy Georgi Ganev, Meenatchi Sundaram Muthu Selva Annamalai, Sofiane Mahiou, Emiliano De Cristofaro

NeurIPS 2024 Nearly Tight Black-Box Auditing of Differentially Private Machine Learning Meenatchi Sundaram Muthu Selva Annamalai, Emiliano De Cristofaro

ICML 2022 Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data Georgi Ganev, Bristena Oprisanu, Emiliano De Cristofaro