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math.NA2026
Global error estimators for parametric monotone nonlinearities and neural approximations
Pablo Cortés Castillo, Wolfgang Dahmen, Jay Gopalakrishnan
We construct computable error estimators, which double as loss functions for neural networks, for a class of parametric nonlinear partial differential equations with a monotonicity…
math.NA2026
Fortin operators for DPG advection discretizations
Pablo Cortés Castillo, Jay Gopalakrishnan
We construct Fortin operators for discontinuous Petrov-Galerkin (DPG) discretizations of the advection equation with a piecewise constant divergence-free advection vector , on s…