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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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Publicado en:Entropy (Basel)
Main Authors: Geiger, Bernhard C., Fischer, Ian S.
Formato: Artigo
Idioma:Inglês
Publicado: MDPI 2020
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC7712881/
https://ncbi.nlm.nih.gov/pubmed/33286997
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e22111229
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