  We propose an accurate numerical scheme for approximating the solution of the
two dimensional acoustic wave problem. We use machine learning to find a
stencil suitable even in the presence of high wavenumbers. The proposed scheme
incorporates physically informed elements from the field of optimized numerical
schemes into a convolutional optimization machine learning algorithm.
