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Singular parameters and missing limits in neural PDE solvers

Fernández, Daniel
arXiv (All) · Papers
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46e3568t07-secondarymachine-learningnumerical-analysis
Neural solvers for partial differential equations (PDEs) can approach an accurate solution while their parameters grow without bound. In such cases, the limiting solution may have no finite representation in the chosen model, leaving the best loss unattained. Our analysis connects missing limits in
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