
Maximum Multiscale Entropy and Neural Network Regularization
A wellknown result across information theory, machine learning, and sta...
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Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets
We derive generalization and excess risk bounds for neural nets using a ...
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Chaining Mutual Information and Tightening Generalization Bounds
Bounding the generalization error of learning algorithms has a long hist...
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Amir R. Asadi
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