17 citations · 30 across the 10 of their papers we have counts for
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cs.LG2019★ 1 cited
Multilevel Initialization for Layer-Parallel Deep Neural Network Training
Eric C. Cyr, Stefanie Günther, Jacob B. Schroder
This paper investigates multilevel initialization strategies for training very deep neural networks with a layer-parallel multigrid solver. The scheme is based on the continuous in…
cs.LG2019★ 17 cited
Robust Training and Initialization of Deep Neural Networks: An Adaptive Basis Viewpoint
Eric C. Cyr, Mamikon A. Gulian, Ravi G. Patel +2
Motivated by the gap between theoretical optimal approximation rates of deep neural networks (DNNs) and the accuracy realized in practice, we seek to improve the training of DNNs.…