most citedLayered SGD: A Decentralized and Synchronous SGD Algorithm for Scalable Deep Neural Network Training

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math.OC2020

Bounding the expected run-time of nonconvex optimization with early stopping

Thomas Flynn, Kwang Min Yu, Abid Malik +2

This work examines the convergence of stochastic gradient-based optimization algorithms that use early stopping based on a validation function. The form of early stopping we consid…