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Prevalence of neural collapse during the terminal phase of deep learning training

Modern practice for training classification deepnets involves a terminal phase of training (TPT), which begins at the epoch where training error first vanishes. During TPT, the training error stays effectively zero, while training loss is pushed toward zero. Direct measurements of TPT, for three pro...

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Detalles Bibliográficos
Autores principales: Papyan, Vardan, Han, X. Y., Donoho, David L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7547234/
https://www.ncbi.nlm.nih.gov/pubmed/32958680
http://dx.doi.org/10.1073/pnas.2015509117

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