We establish discrete trace formulas on a regular graph to relate its spectrum and non-backtracking walks. Our approach is based on the Chebyshev-type polynomials and we refer to this treatment as Chebyshev moment method. A key fact is that Chebyshev-type polynomials form a complete orthogonal basis with respect to the Kesten-McKay distribution. Based on this method, we further apply Cauchy's integral formula for holomorphic functions to prove the pre-trace formula for all regular graphs and the trace formula for finite regular graphs. We further apply our results to study the resolvent, heat and Schr\"odinger equations, Ihara zeta functions, and combinatorial enumeration problems on regular graphs.
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Gong et al. (2024) studied this question.
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