Nature Communications (Aug 2020)

Brain-inspired replay for continual learning with artificial neural networks

  • Gido M. van de Ven,
  • Hava T. Siegelmann,
  • Andreas S. Tolias

DOI
https://doi.org/10.1038/s41467-020-17866-2
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 14

Abstract

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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 to store data.