72 citations · 118 across the 10 of their papers we have counts for
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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.…
math.NA2019★ 21 cited
A conservative, consistent, and scalable meshfree mimetic method
Nathaniel Trask, Pavel Bochev, Mauro Perego
Mimetic methods discretize divergence by restricting the Gauss theorem to mesh cells. Because point clouds lack such geometric entities, construction of a compatible meshfree diver…