Using connections to random matrix theory and orthogonal polynomials, we develop a framework for obtaining explicit closed-form formulae for the number, , of connected -valent labeled graphs with vertices that can be embedded on a compact Riemann surface of minimal genus . We also derive formulae for their two-legged counterparts . Our method recovers the known explicit results for graphs embedded on the plane and the torus, and extends them to all genera . In earlier work, Ercolani, Lega, and Tippings (2023) showed that and admit structural expressions as linear combinations of, respectively, and Gauss hypergeometric functions , but with coefficients left undetermined. The framework developed here provides a systematic procedure to compute these coefficients, thereby turning the structural expressions into fully explicit formulae for and as functions of both and . Detailed results are given for and , and the framework extends naturally to all with increasing computational effort. This closes the fixed genus combinatorics for even-valent graphs.

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