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Neural network interpretation using descrambler groups

The lack of interpretability and trust is a much-criticized feature of deep neural networks. In fully connected nets, the signaling between inner layers is scrambled because backpropagation training does not require perceptrons to be arranged in any particular order. The result is a black box; this...

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Detalles Bibliográficos
Autores principales: Amey, Jake L., Keeley, Jake, Choudhury, Tajwar, Kuprov, Ilya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7865153/
https://www.ncbi.nlm.nih.gov/pubmed/33500352
http://dx.doi.org/10.1073/pnas.2016917118