Derivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs

Thomas O'Leary-Roseberry, Umberto Villa, Peng Chen +1

Many-query problems, arising from uncertainty quantification, Bayesian inversion, Bayesian optimal experimental design, and optimization under uncertainty-require numerous evaluati…