Articles with "error sgd" as a keyword



Understanding generalization error of SGD in nonconvex optimization

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Published in 2021 at "Machine Learning"

DOI: 10.1007/s10994-021-06056-w

Abstract: The success of deep learning has led to a rising interest in the generalization property of the stochastic gradient descent (SGD) method, and stability is one popular approach to study it. Existing generalization bounds based… read more here.

Keywords: generalization error; generalization; error sgd; loss ... See more keywords