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Learnability for the Information Bottleneck

The Information Bottleneck (IB) method provides an insightful and principled approach for balancing compression and prediction for representation learning. The IB objective [Formula: see text] employs a Lagrange multiplier [Formula: see text] to tune this trade-off. However, in practice, not only is...

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Detalles Bibliográficos
Autores principales:	Wu, Tailin, Fischer, Ian, Chuang, Isaac L., Tegmark, Max
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2019
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514257/ http://dx.doi.org/10.3390/e21100924

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