Preserving Linear Separability in Continual Learning by Backward Feature Projection

Qiao Gu, Dongsub Shim, Florian Shkurti

Catastrophic forgetting has been a major challenge in continual learning, where the model needs to learn new tasks with limited or no access to data from previously seen tasks. To…