2 papers
cs.LG2026
Counterfactual Certification for Sequential Unlearning with Long-Run Performance Guarantees
Hanna Benarroch, Jamal Atif, Olivier Cappé
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 deleti…
cs.LG2026
Certified Per-Instance Unlearning Using Individual Sensitivity Bounds
Hanna Benarroch, Jamal Atif, Olivier Cappé
Certified machine unlearning can be achieved through noise injection, with differential privacy guarantees obtained by calibrating the noise to worst-case sensitivity. Yet, the inf…