Variationally correct loss functions for nonlinear parametric problems and their neural approximations

Pablo Cortés Castillo, Wolfgang Dahmen, Jay Gopalakrishnan

We construct computable a posteriori error estimators for parametric families of nonlinear elliptic problems by measuring the residual of a variational formulation in the dual norm…