When Does Equivariance Help? Canonical Alignment in Neural Fluid Surrogates.

arXiv:2605.18816v2 Announce Type: replace-cross Abstract: Neural surrogates can accelerate computational fluid dynamics (CFD) simulations by orders of magnitude, but practical deployment in engineering and healthcare applications requires architectures that sc