The Observatory of Anonymity: An Interactive Tool to Understand Re-Identification Risks in 89 countries. - Luc Rocher; Meenatchi Sundaram Muthu Selva Annamalai; Yves-Alexandre de Montjoye (WWW (Companion Volume), 2021)

Privacy-Preserving Collective Learning With Homomorphic Encryption. - Jestine Paul; Meenatchi Sundaram Muthu Selva Annamalai; William Ming; Ahmad Al Badawi; Bharadwaj Veeravalli; Khin Mi Mi Aung (IEEE Access, 2021)

Pool Inference Attacks on Local Differential Privacy: Quantifying the Privacy Guarantees of Apple's Count Mean Sketch in Practice. - Andrea Gadotti; Florimond Houssiau; Meenatchi Sundaram Muthu Selva Annamalai; Yves-Alexandre de Montjoye (USENIX Security Symposium, 2022)

It's Our Loss: No Privacy Amplification for Hidden State DP-SGD With Non-Convex Loss. - Meenatchi Sundaram Muthu Selva Annamalai (AISec@CCS, 2024)

FP-Fed: Privacy-Preserving Federated Detection of Browser Fingerprinting. - Meenatchi Sundaram Muthu Selva Annamalai; Igor Bilogrevic; Emiliano De Cristofaro (NDSS, 2024)

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

"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation. - Meenatchi Sundaram Muthu Selva Annamalai; Georgi Ganev; Emiliano De Cristofaro (USENIX Security Symposium, 2024)

A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic Data. - Meenatchi Sundaram Muthu Selva Annamalai; Andrea Gadotti; Luc Rocher (USENIX Security Symposium, 2024)

The Elusive Pursuit of Replicating PATE-GAN: Benchmarking, Auditing, Debugging. - Georgi Ganev; Meenatchi Sundaram Muthu Selva Annamalai; Emiliano De Cristofaro (CoRR, 2024)

To Shuffle or not to Shuffle: Auditing DP-SGD with Shuffling. - Meenatchi Sundaram Muthu Selva Annamalai; Borja Balle; Emiliano De Cristofaro; Jamie Hayes (CoRR, 2024)

Beyond the Crawl: Unmasking Browser Fingerprinting in Real User Interactions. - Meenatchi Sundaram Muthu Selva Annamalai; Emiliano De Cristofaro; Igor Bilogrevic (WWW, 2025)

The Elusive Pursuit of Reproducing PATE-GAN: Benchmarking, Auditing, Debugging. - Georgi Ganev; Meenatchi Sundaram Muthu Selva Annamalai; Emiliano De Cristofaro (Trans. Mach. Learn. Res., 2025)

The Importance of Being Discrete: Measuring the Impact of Discretization in End-to-End Differentially Private Synthetic Data. - Georgi Ganev; Meenatchi Sundaram Muthu Selva Annamalai; Sofiane Mahiou; Emiliano De Cristofaro (CoRR, 2025)

Understanding the Impact of Data Domain Extraction on Synthetic Data Privacy. - Georgi Ganev; Meenatchi Sundaram Muthu Selva Annamalai; Sofiane Mahiou; Emiliano De Cristofaro (CoRR, 2025)

The Hitchhiker's Guide to Efficient, End-to-End, and Tight DP Auditing. - Meenatchi Sundaram Muthu Selva Annamalai; Borja Balle; Jamie Hayes; Georgios Kaissis; Emiliano De Cristofaro (CoRR, 2025)

Beyond the Worst Case: Extending Differential Privacy Guarantees to Realistic Adversaries. - Marika Swanberg; Meenatchi Sundaram Muthu Selva Annamalai; Jamie Hayes; Borja Balle; Adam D. Smith 001 (CoRR, 2025)