no code implementations • 27 Feb 2021 • 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 parameterize neural network controls across the layers.
1 code implementation • 19 Dec 2019 • 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.