@article{derivativeinformedprojectedneuralnetwork, title = {Derivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs}, author = {Thomas O'Leary-Roseberry and Umberto Villa and Peng Chen and Omar Ghattas}, year = {2020}, eprint = {2011.15110}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2011.15110v2}, }