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math.NA 1

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2025 1

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PODNO: Proper Orthogonal Decomposition Neural Operators

math.NA · 2025-04-25 · conditional · novelty 6.0

A POD-based neural operator achieves lower errors and faster runtime than Fourier Neural Operators on high-frequency dispersive PDEs, with a universality result for the generalized spectral operator family.

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  • PODNO: Proper Orthogonal Decomposition Neural Operators math.NA · 2025-04-25 · conditional · none · ref 5

    A POD-based neural operator achieves lower errors and faster runtime than Fourier Neural Operators on high-frequency dispersive PDEs, with a universality result for the generalized spectral operator family.