48 citations · 74 across the 12 of their papers we have counts for
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cs.LG2023★ 9 cited
Residual Multi-Fidelity Neural Network Computing
Owen Davis, Mohammad Motamed, Raul Tempone
In this work, we consider the general problem of constructing a neural network surrogate model using multi-fidelity information. Motivated by error-complexity estimates for ReLU ne…
cs.LG2022
Approximation Power of Deep Neural Networks: an explanatory mathematical survey
Owen Davis, Mohammad Motamed
This survey provides an in-depth and explanatory review of the approximation properties of deep neural networks, with a focus on feed-forward and residual architectures. The primar…