Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting

Xilai Li, Yingbo Zhou, Tianfu Wu, Richard Socher, Caiming Xiong

Abstract: Addressing catastrophic forgetting is one of the key challenges in continual learning where machine learning systems are trained with sequential or streaming tasks. Despite recent remarkable progre...