ReAl: Refine neural operators via aligning dynamical flow

Jing Xu, Zenglin Xu, Li Yi +2

Neural partial differential equation (PDE) surrogates trained with mean squared error (MSE) can capture dominant dynamics but often lose high-frequency information and fine-scale s…