Estimating Information Flow in Deep Neural Networks
Copyright © 2019 ASME We study the estimation of the mutual information I(X;Tℓ) between the input X to a deep neural network (DNN) and the output vector Tℓ of its ℓth hidden layer (an "internal representation"). Focusing on feedforward networks with fixed weights and noisy internal represe...
Main Authors: | , , , , , , |
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Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2021-11-05T14:29:09Z.
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Subjects: | |
Online Access: | Get fulltext |