SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning

Mustafa Burak Gurbuz, Jean Michael Moorman, Constantine Dovrolis

Deep neural networks (DNNs) struggle to learn in dynamic environments since they rely on fixed datasets or stationary environments. Continual learning (CL) aims to address this lim…