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Bio-inspired, task-free continual learning through activity regularization

The ability to sequentially learn multiple tasks without forgetting is a key skill of biological brains, whereas it represents a major challenge to the field of deep learning. To avoid catastrophic forgetting, various continual learning (CL) approaches have been devised. However, these usually requi...

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Detalles Bibliográficos
Autores principales: Lässig, Francesco, Aceituno, Pau Vilimelis, Sorbaro, Martino, Grewe, Benjamin F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10600047/
https://www.ncbi.nlm.nih.gov/pubmed/37589728
http://dx.doi.org/10.1007/s00422-023-00973-w