In this talk, we will consider how to compute the autocorrelations functions of the distributions of characteristic polynomials from Sato--Tate groups. A conjectural connection to some statistics of hyperelliptic curves will also be explained. This is a joint work with Daniel Bump and Se-jin Oh.