Whenconsidering networkdata,regularconvolutionsdonot hold since the data domain presents an irregular structure given by the network topology.

One often makes trade-offs between these goals, as a result of practical considerations (e.g., computational efficiency); see Table S1 in the Supplementary Material (SUPP) for a brief summary.