2026
LMCleaner: Efficient and Certified Online Unlearning via Influence Propagation Truncation
ICML 2026poster
Existing machine unlearning methods primarily focus on removing data influence after training completes, which is effective for many scenarios, but a complementary capability is needed when removal requests arise during ongoing training. We propose LMCleaner, an efficient and certified \emph{online}…