@article{onthecomputationalinefficiencyoflarge, title = {On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent}, author = {Noah Golmant and Nikita Vemuri and Zhewei Yao and Vladimir Feinberg and Amir Gholami and Kai Rothauge and Michael W. Mahoney and Joseph Gonzalez}, year = {2018}, eprint = {1811.12941}, archivePrefix = {arXiv}, url = {http://arxiv.org/abs/1811.12941v1}, }