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01/13/2021
Reproducing Activation Function for Deep Learning
In this paper, we propose the reproducing activation function to improve...
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08/04/2020
Enforcing exact boundary and initial conditions in the deep mixed residual method
In theory, boundary and initial conditions are important for the wellpos...
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06/07/2020
MIM: A deep mixed residual method for solving high-order partial differential equations
In recent years, a significant amount of attention has been paid to solv...
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11/05/2019
Quasi-Monte Carlo sampling for machine-learning partial differential equations
Solving partial differential equations in high dimensions by deep neural...
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10/31/2019