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Information Plane

To obtain the Information Plane (IP) of deep neural networks, which shows the trajectories of the hidden layers during training in a 2D plane using as coordinate axes the mutual information between the input and the hidden layer, and the mutual information between the output and the hidden layer.

Papers

Showing 2630 of 30 papers

TitleStatusHype
Understanding Autoencoders with Information Theoretic Concepts0
Scalable Mutual Information Estimation using Dependence GraphsCode0
On the Information Bottleneck Theory of Deep LearningCode0
Opening the Black Box of Deep Neural Networks via InformationCode0
Distinguishing noise from chaos: objective versus subjective criteria using Horizontal Visibility Graph0
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