Conceptual

Combinatorial Computation of Ihara Zeta Functions of Graphs

A simplified combinatorial method for the coefficients of the reciprocal Ihara zeta polynomial of a graph, writing each coefficient as a signed sum over the linear subgraphs (disjoint unions of directed cycles) of the oriented line graph. It yields closed forms for graph families, shows the zeta function is a complete invariant for rank-two graphs, that the polynomial is even exactly for bipartite graphs, and counts spanning trees via its value at u=1.