ContinualFlow: Learning and Unlearning with Neural Flow Matching

Lorenzo Simone, Davide Bacciu, Shuangge Ma

We introduce ContinualFlow, a principled framework for targeted unlearning in generative models via Flow Matching. Our method leverages an energy-based reweighting loss to softly s…