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Real vs. Complex Spectral Bases for Neural Operators: The Role of Green's Function Alignment

Sulskis, Jason et al.
arXiv (All) · Papers
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Fourier Neural Operators (FNO) learn solution operators of partial differential equations by parameterizing global convolutions in the complex Fourier domain. For real-valued PDE solutions, the complex FFT carries representational redundancy through conjugate symmetry. We introduce the Hartley Neura
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