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Georgi Ganev
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9
The Inadequacy of Similarity-based Privacy Metrics: Privacy Attacks against "Truly Anonymous" Synthetic Datasets
12 November 2024 by
Georgi Ganev
and
Emiliano Cristofaro
at
UC Riverside
Cryptography and Security
,
Artificial Intelligence
Graphical vs. Deep Generative Models: Measuring the Impact of Differentially Private Mechanisms and Budgets on Utility
28 August 2024 by
Georgi Ganev
and
others
Machine Learning
,
Cryptography and Security
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance
26 July 2024 by
Georgi Ganev
Cryptography and Security
,
Artificial Intelligence
The Elusive Pursuit of Replicating PATE-GAN: Benchmarking, Auditing, Debugging
20 June 2024 by
Georgi Ganev
and
others
Machine Learning
,
Cryptography and Security
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation
16 May 2024 by
Meenatchi Sundaram Muthu Selva Annamalai
and
others
Cryptography and Security
On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise
9 July 2023 by
Lauren Arthur
and
others
Machine Learning
,
Artificial Intelligence
When Synthetic Data Met Regulation
1 July 2023 by
Georgi Ganev
Machine Learning
,
Artificial Intelligence
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation
12 July 2022 by
Sofiane Mahiou
and
others
Machine Learning
,
Cryptography and Security
DP-SGD vs PATE: Which Has Less Disparate Impact on GANs?
26 November 2021 by
Georgi Ganev
Machine Learning
,
Artificial Intelligence
Robin Hood and Matthew Effects -- Differential Privacy Has Disparate Impact on Synthetic Data
1 October 2021 by
Georgi Ganev
and
others
Machine Learning
,
Artificial Intelligence
Measuring Utility and Privacy of Synthetic Genomic Data
12 May 2021 by
Bristena Oprisanu
and
others
at
University College London, University of London
Genomics
,
Artificial Intelligence
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Topics
Cryptography and Security
Machine Learning
Artificial Intelligence
Computers and Society
Genomics
