Decision-Aware Evaluation of Physics-Informed Surrogates

Daniel Cieślak, Andrzej Czyżewski

Physics-informed machine learning is often assessed by curve error, although engineering use depends on downstream decisions: ranking candidates, avoiding infeasible designs and li…