University of Utah; University of California, Berkeley, International Computer Science Institute; University of California, Berkeley; Lawrence Berkeley National Laboratory, University of California, Berkeley
Aditi Krishnapriyan, Amir Gholami, Shandian Zhe, Robert Kirby, Michael Mahoney
scientific machine learning;physics-informed neural networks;regularization;constrained optimization;unconstrained optimization
Characterizing possible failure modes in physics-informed neural networks