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cs.LG2023★ 1 cited
Learning Green's Function Efficiently Using Low-Rank Approximations
Kishan Wimalawarne, Taiji Suzuki, Sophie Langer
Learning the Green's function using deep learning models enables to solve different classes of partial differential equations. A practical limitation of using deep learning for the…
cs.LG2020
Approximating smooth functions by deep neural networks with sigmoid activation function
Sophie Langer
We study the power of deep neural networks (DNNs) with sigmoid activation function. Recently, it was shown that DNNs approximate any -dimensional, smooth function on a compact s…