Central limit theorem for fluctuations of linear eigenvalue statistics   of large random graphs. Diluted regime
  We study the linear eigenvalue statistics of large random graphs in the regimes when the mean number of edges for each vertex tends to infinity. We prove that for a rather wide class of test functions the fluctuations of linear eigenvalue statistics converges in distribution to a Gaussian random variable with zero mean and variance which coincides with "non gaussian" part of the Wigner ensemble variance. 
Maria Shcherbina, Brunello Tirozzi
math-ph math.MP math.PR