  We obtain space-time H\"older regularity estimates for solutions of first-
and second-order Hamilton-Jacobi equations perturbed with an additive
stochastic forcing term. The bounds depend only on the growth of the
Hamiltonian in the gradient and on the regularity of the stochastic
coefficients, in a way that is invariant with respect to a hyperbolic scaling.
