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The Hierarchical Disentangled Information framework enables the discovery of meaningful structures

Abstract This paper introduces Hierarchical Disentangled Information (HDI), an unsupervised hierarchical framework that leverages information theory to disentangle atomic features across different hierarchical levels, uncovering meaningful latent variables beyond pre-defined labels. HDI facilitates...

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Detalles Bibliográficos
Principais autores: Mohammad Reza Hasanabadi, Davood Gharavian
Formato: Artigo
Idioma:Inglês
Publicado: Nature Portfolio 2025-12-01
Series:Scientific Reports
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Acceso en liña:https://doi.org/10.1038/s41598-025-25815-6
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