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On Neural Networks Fitting, Compression, and Generalization Behavior via Information-Bottleneck-like Approaches

It is well-known that a neural network learning process—along with its connections to fitting, compression, and generalization—is not yet well understood. In this paper, we propose a novel approach to capturing such neural network dynamics using information-bottleneck-type techniques, involving the...

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Detalles Bibliográficos
Autores principales: Lyu, Zhaoyan, Aminian, Gholamali, Rodrigues, Miguel R. D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10377965/
https://www.ncbi.nlm.nih.gov/pubmed/37510010
http://dx.doi.org/10.3390/e25071063