43 citations · 175 across the 12 of their papers we have counts for
Showing 2019Show all
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math.OC2019★ 6 cited
Near-Optimal Methods for Minimizing Star-Convex Functions and Beyond
Oliver Hinder, Aaron Sidford, Nimit S. Sohoni
In this paper, we provide near-optimal accelerated first-order methods for minimizing a broad class of smooth nonconvex functions that are strictly unimodal on all lines through a…
cs.LG2019★ 36 cited
Low-Memory Neural Network Training: A Technical Report
Nimit S. Sohoni, Christopher R. Aberger, Megan Leszczynski +2
Memory is increasingly often the bottleneck when training neural network models. Despite this, techniques to lower the overall memory requirements of training have been less widely…