Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach

Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani

Abstract: Continual learning (CL) over non-stationary data streams remains one of the long-standing challenges in deep neural networks (DNNs) as they are prone to catastrophic forgetting. CL models can benef...