GINNs: Graph-Informed Neural Networks for Multiscale Physics

Eric J. Hall, Søren Taverniers, Markos A. Katsoulakis +1

We introduce the concept of a Graph-Informed Neural Network (GINN), a hybrid approach combining deep learning with probabilistic graphical models (PGMs) that acts as a surrogate fo…