Before revision:  We call the algorithm a "Deep Galerkin Method (DGM)"  .
After revision:  We call the algorithm a "Deep Galerkin Method (DGM)" since it is similar in spirit to Galerkin methods, with the solution approximated by a neural network instead of a linear combination of basis functions .