Before revision:  Then, we translate the improved   bounds to bounds on the Value-at-Risk using the so-called improved standard bounds.
After revision:  Then, we translate the improved  Fr\'echet--Hoeffding bounds to bounds on the Value-at-Risk using the so-called improved standard bounds.