Sangjun Oh

Overcoming Catastrophic Forgetting by Neuron-level Plasticity Control

2019 · arXiv (Cornell University)

To address the issue of catastrophic forgetting in neural networks, we propose a novel, simple, and effective solution called neuron-level plasticity control (NPC). While learning a new task, the proposed method preserves the knowledge for …