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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Bibliographic Details
Main Authors: Gido M. van de Ven, Hava T. Siegelmann, Andreas S. Tolias
Format: Article
Language:English
Published: Nature Portfolio 2020-08-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-020-17866-2