Few-shot learning should belong term, assimilating knowledge for the future, without forgetting previous concepts . In the mammalian brain, the hippocampus is understood to play asignificant role in this process, by learning rapidly and consolidating knowledge to the neocortex over a short term period . This study is one of the first examples of using a CLS model of hippocampus to consolidate memories, and it constitutes a step toward few-shot continual learning, the authors say . The results demonstrated that with the addition of a new artificial algorithm, AHA, the system could learn in one-shot and consolidate the knowledge for long term without catastrophic forgetting. The results demonstrate that with .

Author(s) : Gideon Kowadlo, Abdelrahman Ahmed, David Rawlinson

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Keywords : learning - shot - term - knowledge - consolidate -

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