Even when an input representation is not inherently subdivision invariant, it is possible to design the DL model built atop the representation to explicitly enforce subdivision invariance such that physically identical structures yield identical latent representations. However, in the context of a graph representation, such explicit enforcement is only possible by avoiding the use of any non-linear operations, which dramatically limits model expressivity and performance.