10 citations · 18 across the 13 of their papers we have counts for
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math.OC2018★ 10 cited
Layer-Parallel Training of Deep Residual Neural Networks
S. Günther, L. Ruthotto, J. B. Schroder +2
Residual neural networks (ResNets) are a promising class of deep neural networks that have shown excellent performance for a number of learning tasks, e.g., image classification an…
math.OC2018
A Non-Intrusive Parallel-in-Time Approach for Simultaneous Optimization with Unsteady PDEs
Stefanie Günther, Nicolas R. Gauger, Jacob B. Schroder
This paper presents a non-intrusive framework for integrating existing unsteady partial differential equation (PDE) solvers into a parallel-in-time simultaneous optimization algori…