TURBO: The Swiss Knife of Auto-Encoders

We present a novel information-theoretic framework, termed as TURBO, designed to systematically analyse and generalise auto-encoding methods. We start by examining the principles of information bottleneck and bottleneck-based networks in the auto-encoding setting and identifying their inherent limit...

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Detalles Bibliográficos
Autores principales: Quétant, Guillaume, Belousov, Yury, Kinakh, Vitaliy, Voloshynovskiy, Slava
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10606332/
https://www.ncbi.nlm.nih.gov/pubmed/37895592
http://dx.doi.org/10.3390/e25101471

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10606332/
https://www.ncbi.nlm.nih.gov/pubmed/37895592
http://dx.doi.org/10.3390/e25101471

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