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Andrew Davis

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#artificial intelligence Preprint Oct 2026

Learnable Splines for Unstructured Neural Operators

Neural operators approximate solution operators of partial differential equations at a fraction of the cost of numerical solvers. Efficient grid-based architectures such as the Fourier neural operator (FNO) assume uniform rectangular grids, whereas engineering simulations use large, irregular, and locally refined meshe...

Vignesh Gopakumar, Zhuoyuan Wang, Ander Gray et al. · 0 citations

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