  Recent works have derived non-asymptotic upper bounds for convergence of
underdamped Langevin MCMC. We revisit these bound and consider introducing
scaling terms in the underlying underdamped Langevin equation. In particular,
we provide conditions under which an appropriate scaling allows to improve the
error bounds in terms of the condition number of the underlying density of
interest.
