In a previous talk I described a combinatorial model for a Quantum Field Theory on a graph. I will very briefly recall this construction and then explain how the corresponding perturbative theory - i.e. the $\hbar \to 0$ asymptotic expansion of the partition function - can be expressed purely combinatorially through weighted sums over certain paths in the graph.