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robustness. The Complexity of Ultra High-Dimensional PDEs Traditional spectral methods, which involve eigenvalue and eigenvector calculations, become increasingly intractable as the problem’s dimensionality climbs into the thousands. The matrices from discretizations of PDEs in such dimensions are