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Brain-inspired replay for continual learning with artificial neural networks

Artificial neural networks suffer from catastrophic forgetting. Unlike humans, when these networks are trained on something new, they rapidly forget what was learned before. In the brain, a mechanism thought to be important for protecting memories is the reactivation of neuronal activity patterns re...

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Detalles Bibliográficos
Autores principales: van de Ven, Gido M., Siegelmann, Hava T., Tolias, Andreas S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7426273/
https://www.ncbi.nlm.nih.gov/pubmed/32792531
http://dx.doi.org/10.1038/s41467-020-17866-2