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20152019
most citedOn the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent

42 citations · 54 across the 7 of their papers we have counts for

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math.OC2015★ 1 cited

Numerical Computation of the Gradient and the Action of the Hessian for Time-Dependent PDE-Constrained Optimization Problems

Kai Rothauge, Eldad Haber, Uri Ascher

We present a systematic derivation of the algorithms required for computing the gradient and the action of the Hessian of an arbitrary misfit function for large-scale parameter est…