Alleviating catastrophic forgetting using context-dependent gating and synaptic stabilization

Humans and most animals can learn new tasks without forgetting old ones. However, training artificial neural networks (ANNs) on new tasks typically causes them to forget previously learned tasks. This phenomenon is the result of “catastrophic forgetting,” in which training an ANN disrupts connection...

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Veröffentlicht in:Proceedings of the National Academy of Sciences - PNAS 2018-10, Vol.115 (44), p.E10467-E10475
Hauptverfasser: Masse, Nicolas Y., Grant, Gregory D., Freedman, David J.
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Sprache:eng
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