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A Comparison of Variational Bounds for the Information Bottleneck Functional

In this short note, we relate the variational bounds proposed in Alemi et al. (2017) and Fischer (2020) for the information bottleneck (IB) and the conditional entropy bottleneck (CEB) functional, respectively. Although the two functionals were shown to be equivalent, it was empirically observed tha...

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Detalles Bibliográficos
Autores principales: Geiger, Bernhard C., Fischer, Ian S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7712881/
https://www.ncbi.nlm.nih.gov/pubmed/33286997
http://dx.doi.org/10.3390/e22111229

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