On Information Plane Analyses of Neural Network Classifiers -- A Review

21 Mar 2020 Bernhard C. Geiger

We review the current literature concerned with information plane analyses of neural network classifiers. While the underlying information bottleneck theory and the claim that information-theoretic compression is causally linked to generalization are plausible, empirical evidence was found to be both supporting and conflicting... (read more)

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