Hanna Benarroch

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...