Dessin d'Enfants on elliptic curves are a powerful way of encodingdoubly-periodic brane tilings, and thus, of four-dimensional supersymmetricgauge theories whose vacuum moduli space is toric, providing an interestinginterplay between physics, geometry, combinatorics and number theory. Wediscuss and provide a partial classification of the situation in genera otherthan one by computing explicit Belyi pairs associated to the gauge theories.Important also is the role of the Igusa and Shioda invariants that generalisethe elliptic $j$-invariant.