Antipodes of Label Differential Privacy: PATE and ALIBI. - Mani Malek Esmaeili; Ilya Mironov; Karthik Prasad; Igor Shilov; Florian Tramèr (NeurIPS, 2021)

Opacus: User-Friendly Differential Privacy Library in PyTorch. - Ashkan Yousefpour; Igor Shilov; Alexandre Sablayrolles; Davide Testuggine; Karthik Prasad; Mani Malek 001; John Nguyen; Sayan Ghosh; Akash Bharadwaj; Jessica Zhao; Graham Cormode; Ilya Mironov (CoRR, 2021)

Defending against Reconstruction Attacks with Rényi Differential Privacy. - Pierre Stock; Igor Shilov; Ilya Mironov; Alexandre Sablayrolles (CoRR, 2022)

Copyright Traps for Large Language Models. - Matthieu Meeus; Igor Shilov; Manuel Faysse; Yves-Alexandre de Montjoye (ICML, 2024)

Mosaic Memory: Fuzzy Duplication in Copyright Traps for Large Language Models. - Igor Shilov; Matthieu Meeus; Yves-Alexandre de Montjoye (CoRR, 2024)

Free Record-Level Privacy Risk Evaluation Through Artifact-Based Methods. - Joseph Pollock; Igor Shilov; Euodia Dodd; Yves-Alexandre de Montjoye (CoRR, 2024)

Watermarking Training Data of Music Generation Models. - Pascal Epple; Igor Shilov; Bozhidar Stevanoski; Yves-Alexandre de Montjoye (CoRR, 2024)

Sub-optimal Learning in Meta-Classifier Attacks: A Study of Membership Inference on Differentially Private Location Aggregates. - Yuhan Liu; Florent Guépin; Igor Shilov; Yves-Alexandre de Montjoye (CoRR, 2024)

SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It). - Matthieu Meeus; Igor Shilov; Shubham Jain; Manuel Faysse; Marek Rei; Yves-Alexandre de Montjoye (SaTML, 2025)

Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models. - Jamie Hayes; Ilia Shumailov; Christopher A. Choquette-Choo; Matthew Jagielski; Georgios Kaissis; Katherine Lee; Milad Nasr; Sahra Ghalebikesabi; Niloofar Mireshghallah; Meenatchi Sundaram Mutu Selva Annamalai; Igor Shilov; Matthieu Meeus; et al. (CoRR, 2025)

Counterfactual Influence as a Distributional Quantity. - Matthieu Meeus; Igor Shilov; Georgios Kaissis; Yves-Alexandre de Montjoye (CoRR, 2025)