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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Bibliographic Details
Main Authors: Zhaoyan Lyu, Gholamali Aminian, Miguel R. D. Rodrigues
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/25/7/1063