Brain-inspired replay for continual learning with artificial neural networks

One challenge that faces artificial intelligence is the inability of deep neural networks to continuously learn new information without catastrophically forgetting what has been learnt before. To solve this problem, here the authors propose a replay-based algorithm for deep learning without the need...

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Auteurs principaux: Gido M. van de Ven, Hava T. Siegelmann, Andreas S. Tolias
Format: article
Langue:EN
Publié: Nature Portfolio 2020
Sujets:
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Accès en ligne:https://doaj.org/article/8cfc2c14df744076b19bf66597cf0559
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