Robert M. French

Online Task-Free Continual Learning with Dynamic Sparse Distributed Memory

"This paper addresses the very challenging problem of online task-free continual learning in which a sequence of new tasks is learned from non-stationary data using each sample only once for training and without knowledge of task boundaries. We propose in this paper an efficient semi-distributed ass…