Continual Learning Beyond Experience Rehearsal and Full Model Surrogates

Prashant Bhat, Laurens Niesten, Elahe Arani +1

Continual learning (CL) has remained a significant challenge for deep neural networks as learning new tasks erases previously acquired knowledge, either partially or completely. Ex…