Publications
2025
Certification for Differentially Private Prediction in Gradient-Based Training
Matthew Robert Wicker, Philip Sosnin, Igor Shilov, Adrianna Janik, Mark Niklas Müller, Yves-Alexandre de Montjoye, Adrian Weller, Calvin Tsay
ICML
2025
2024
CuTS: Customizable Tabular Synthetic Data Generation
Mark Vero, Mislav Balunović, Martin Vechev
ICML
2024
2023
Group and Attack: Auditing Differential Privacy
Johan Lokna, Anouk Paradis, Dimitar I. Dimitrov, Martin Vechev
ACM CCS
2023
2021
DP-Sniper: Black-Box Discovery of Differential Privacy Violations using Classifiers
Benjamin Bichsel, Samuel Steffen, Ilija Bogunovic, Martin Vechev
IEEE S&P
2021
2018
DP-Finder: Finding Differential Privacy Violations by Sampling and Optimization
Benjamin Bichsel, Timon Gehr, Dana Drachsler-Cohen, Petar Tsankov, Martin Vechev
ACM CCS
2018