We study expansions near the boundary of solutions to the Dirichlet problem for minimal graphs in the hyperbolic space and characterize remainders of the expansions by multiple integrals. With such a characterization, we establish optimal asymptotic expansions of solutions with boundary values of finite regularity and demonstrate a slight loss of regularity for nonlocal coefficients.