2026
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
ICML 2026poster
Machine unlearning aims to eliminate the influence of specific data from trained models to safeguard privacy. However, this presents a significant challenge in the context of continual learning (CL), where models update sequentially on dynamic datasets. A major limitation is that current certified u…