Continual Learning Through Synaptic Intelligence.
Friedemann Zenke, Ben Poole, Surya Ganguli · PubMed · 2017
that bring some of this biological complexity into artificial neural networks. Each synapse accumulates task relevant information over time, and exploits this information to rapidly store new memories without forgetting old ones. We evaluate our approach on continual learning of classification tasks, and show that it dramatically reduces forgetting while maintaining computational efficiency.