10 citations · 18 across the 13 of their papers we have counts for
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cs.LG2021★ 4 cited
Spline parameterization of neural network controls for deep learning
Stefanie Günther, Will Pazner, Dongping Qi
Based on the continuous interpretation of deep learning cast as an optimal control problem, this paper investigates the benefits of employing B-spline basis functions to parameteri…
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…