Overcoming catastrophic forgetting problem by weight consolidation and long-term memory

Shixian Wen, Laurent Itti

Sequential learning of multiple tasks in artificial neural networks using gradient descent leads to catastrophic forgetting, whereby previously learned knowledge is erased during l…