Fine-Grained Gradient Restriction: A Simple Approach for Mitigating Catastrophic Forgetting

Bo Liu, Mao Ye, Peter Stone +1

A fundamental challenge in continual learning is to balance the trade-off between learning new tasks and remembering the previously acquired knowledge. Gradient Episodic Memory (GE…