Symmetry in the Wild: The Role of Equivariance in Neural Fluid Surrogates

ArXi:2605.18816v1 Announce Type: cross Neural surrogates enable orders-of-magnitude acceleration of computational fluid dynamics (CFD) simulations, with the potential to transform engineering and healthcare workflows. Neural surrogate use in real-world applications requires addressing scalability to large, high-resolution surface and volume meshes, as well as to bespoke architectures, and accounting for limited