Fresh-CL: Feature Realignment through Experts on Hypersphere in Continual Learning

Zhongyi Zhou, Yaxin Peng, Pin Yi +2

Continual Learning enables models to learn and adapt to new tasks while retaining prior knowledge. Introducing new tasks, however, can naturally lead to feature entanglement across…