Before revision:  We have derived exact asymptotic results for a generalization of the  Kolmogorov-Smirnov test, well suited to test these extreme tails.
After revision:  We have derived exact asymptotic results for a generalization of the large-sample Kolmogorov-Smirnov test, well suited to test these extreme tails.