Author

Jamal Atif

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#artificial intelligence Review Oct 2026

Reliable Estimation of Differential Privacy under Selection Bias

Statistical privacy audits are essential for verifying the theoretical privacy guarantees of differentially private (DP) mechanisms. Auditors typically use Membership Inference Attacks (MIAs) to estimate a lower bound on the true privacy leakage of DP mechanisms at a specified confidence level, which should not exceed...

Valentin Dorseuil, Meenatchi Sundaram Muthu Selva Annamalai, Jamal Atif et al. · 0 citations

#machine learning Preprint Oct 2026

Counterfactual Certification for Sequential Unlearning with Long-Run Performance Guarantees

Certified machine unlearning ensures the proximity between the unlearned model and a model retrained without the data to be forgotten. Extending this framework to sequential deletion requests, typically arriving as groups of variable size (e.g., all records of one user or of coordinated users), is challenging. For unle...

Hanna Benarroch, Jamal Atif, Olivier Cappé · 0 citations