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...
Main Authors: | Bernhard C. Geiger, Ian S. Fischer |
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Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-10-01
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Series: | Entropy |
Subjects: | |
Online Access: | https://www.mdpi.com/1099-4300/22/11/1229 |
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