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09/27/2022
Accelerating hypersonic reentry simulations using deep learning-based hybridization (with guarantees)
In this paper, we are interested in the acceleration of numerical simula...
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07/13/2022
Goal-Oriented Sensitivity Analysis of Hyperparameters in Deep Learning
Tackling new machine learning problems with neural networks always means...
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01/20/2021
A Taylor Based Sampling Scheme for Machine Learning in Computational Physics
Machine Learning (ML) is increasingly used to construct surrogate models...
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01/19/2021