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math.NA2022
Neural Network Representation of Time Integrators
Rainald Löhner, Harbir Antil
Deep neural network (DNN) architectures are constructed that are the exact equivalent of explicit Runge-Kutta schemes for numerical time integration. The network weights and biases…
cs.LG2022
NINNs: Nudging Induced Neural Networks
Harbir Antil, Rainald Löhner, Randy Price
New algorithms called nudging induced neural networks (NINNs), to control and improve the accuracy of deep neural networks (DNNs), are introduced. The NINNs framework can be applie…