Improving Replay Sample Selection and Storage for Less Forgetting in Continual Learning

Daniel Brignac, Niels Lobo, Abhijit Mahalanobis

Continual learning seeks to enable deep learners to train on a series of tasks of unknown length without suffering from the catastrophic forgetting of previous tasks. One effective…