PCE coefficients, solved by least squares or PDE residuals, can serve as an operator learning surrogate that also yields UQ moments.
On distribution-based global sensitivity analysis by polynomial chaos expansion,
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Polynomial Chaos Expansion for Operator Learning
PCE coefficients, solved by least squares or PDE residuals, can serve as an operator learning surrogate that also yields UQ moments.