Geodesic
Hodges–Lehmann asymptotic efficiency of the Kolmogorov and Smirnov goodness-of-fit tests
Zapiski Nauchnykh Seminarov POMI, Problems of the theory of probability distributions. Part IX, Tome 142 (1985), pp. 119-123 Cet article a éte moissonné depuis la source Math-Net.Ru

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One considers the Hodges–Lehmann asymptotic efficiency of the Kolmogorov and Smirnov goodness-of-fit tests, which measures the rate of the exponential decrease of the errors of the second kind, under a fixed significance level. It is shown that the Kolmogorov test is always asymptotically optimal in this sense, while the one-sided Smirnov test is asymptotically optimal under additional conditions imposed on the parametric family of distributions. 
@article{ZNSL_1985_142_a11,
     author = {Ya. Yu. Nikitin},
     title = {Hodges{\textendash}Lehmann asymptotic efficiency of the {Kolmogorov} and {Smirnov} goodness-of-fit tests},
     journal = {Zapiski Nauchnykh Seminarov POMI},
     pages = {119--123},
     year = {1985},
     volume = {142},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/ZNSL_1985_142_a11/}
}
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Ya. Yu. Nikitin. Hodges–Lehmann asymptotic efficiency of the Kolmogorov and Smirnov goodness-of-fit tests. Zapiski Nauchnykh Seminarov POMI, Problems of the theory of probability distributions. Part IX, Tome 142 (1985), pp. 119-123. http://geodesic.mathdoc.fr/item/ZNSL_1985_142_a11/