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02/21/2021
Convergence rate of DeepONets for learning operators arising from advection-diffusion equations
We present convergence rates of operator learning in [Chen and Chen 1995...
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10/15/2020
Error estimates of residual minimization using neural networks for linear PDEs
We propose an abstract framework for analyzing the convergence of least-...
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03/11/2020
hp-VPINNs: Variational Physics-Informed Neural Networks With Domain Decomposition
We formulate a general framework for hp-variational physics-informed neu...
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09/29/2018