DPG loss functions for learning parameter-to-solution maps by neural networks

Pablo Cortés Castillo, Wolfgang Dahmen, Jay Gopalakrishnan

We develop, analyze, and experimentally explore residual-based loss functions for machine learning of parameter-to-solution maps in the context of parameter-dependent families of p…