HilbNets discretize Hilbert bundle convolutions through Hilbert Cellular Sheaves whose Laplacians converge to the continuous connection Laplacian, enabling consistent learning across samplings.
Spatio-temporal adaptive embedding makes vanilla transformer SOTA for traffic forecasting
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Consistent Geometric Deep Learning via Hilbert Bundles and Cellular Sheaves
HilbNets discretize Hilbert bundle convolutions through Hilbert Cellular Sheaves whose Laplacians converge to the continuous connection Laplacian, enabling consistent learning across samplings.