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08/25/2019
Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization
While deep learning is successful in a number of applications, it is not...
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03/12/2019
Theory III: Dynamics and Generalization in Deep Networks
We review recent observations on the dynamical systems induced by gradie...
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07/25/2018
A Surprising Linear Relationship Predicts Test Performance in Deep Networks
Given two networks with the same training loss on a dataset, when would ...
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06/29/2018