Georgi Ganev

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 15

Top Topics

Data Generation

Differential Privacy

Top Venues

USENIX Security Symposium

Publications

Meenatchi Sundaram Muthu Selva Annamalai, Georgi Ganev, Emiliano De Cristofaro
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation. USENIX Security Symposium (2024)
Georgi Ganev, Meenatchi Sundaram Muthu Selva Annamalai, Emiliano De Cristofaro
The Elusive Pursuit of Replicating PATE-GAN: Benchmarking, Auditing, Debugging. CoRR (2024)
Georgi Ganev
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance. CoRR (2024)
Meenatchi Sundaram Muthu Selva Annamalai, Georgi Ganev, Emiliano De Cristofaro
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation. CoRR (2024)
Georgi Ganev, Emiliano De Cristofaro
On the Inadequacy of Similarity-based Privacy Metrics: Reconstruction Attacks against "Truly Anonymous Synthetic Data". CoRR (2023)
Kai Xu, Georgi Ganev, Emile Joubert, Rees Davison, Olivier Van Acker, Luke Robinson
Synthetic Data Generation of Many-to-Many Datasets via Random Graph Generation. ICLR (2023)
Lauren Arthur, Jason Costello, Jonathan Hardy, Will O'Brien, James Rea, Gareth Rees, Georgi Ganev
On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise. CoRR (2023)
Georgi Ganev, Kai Xu, Emiliano De Cristofaro
Understanding how Differentially Private Generative Models Spend their Privacy Budget. CoRR (2023)
Georgi Ganev
When Synthetic Data Met Regulation. CoRR (2023)
Georgi Ganev, Bristena Oprisanu, Emiliano De Cristofaro
Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data. ICML (2022)
Sofiane Mahiou, Kai Xu, Georgi Ganev
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation. CoRR (2022)
Bristena Oprisanu, Georgi Ganev, Emiliano De Cristofaro
On Utility and Privacy in Synthetic Genomic Data. NDSS (2022)
Georgi Ganev
DP-SGD vs PATE: Which Has Less Disparate Impact on GANs? CoRR (2021)
Bristena Oprisanu, Georgi Ganev, Emiliano De Cristofaro
Measuring Utility and Privacy of Synthetic Genomic Data. CoRR (2021)
Georgi Ganev, Bristena Oprisanu, Emiliano De Cristofaro
Robin Hood and Matthew Effects - Differential Privacy Has Disparate Impact on Synthetic Data. CoRR (2021)