One-shot learning for the long term: consolidation with an artificial hippocampal algorithm

Gideon Kowadlo, Abdelrahman Ahmed, David Rawlinson

Standard few-shot experiments involve learning to efficiently match previously unseen samples by class. We claim that few-shot learning should be long term, assimilating knowledge…