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On the Difference between the Information Bottleneck and the Deep Information Bottleneck

Combining the information bottleneck model with deep learning by replacing mutual information terms with deep neural nets has proven successful in areas ranging from generative modelling to interpreting deep neural networks. In this paper, we revisit the deep variational information bottleneck and t...

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Detalles Bibliográficos
Autores principales: Wieczorek, Aleksander, Roth, Volker
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516540/
https://www.ncbi.nlm.nih.gov/pubmed/33285906
http://dx.doi.org/10.3390/e22020131