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We show by direct calculation that the replica and cavity methods are exactlyequivalent for the spectrum of Erdos-Renyi random graph. We introduce avariational formulation based on the cavity method and use it to findapproximate solutions for the density of eigenvalues. We also use thisvariational method for calculating spectra of sparse covariance matrices.

Equivalence of replica and cavity methods for computing spectra of sparse random matrices