Creating an effective method of materials discovery is an extraordinarily important issue to address in the realm of materials science. Efficient materials discovery could revolutionize material science by not only yielding new materials, but also by providing new insights into the different ways that crystal structures can form. Perhaps the most impactful outcome would be in the area of inverse design wherein materials are tailor designed to meet specific property criteria. Generating new stable crystal structures has proven a stubbornly difficult task, let alone to do so with targeted properties. An outstanding challenge in this area has been the periodic nature of crystal structures. Only recently were representation approaches developed that encode both the symmetry and composition information contained within the Crystallographic Information File (CIF) .