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As I pointed out in the comments I don't believe you will be able to use built-in tests to compute this. The Kolmogorov-Smirnov test requires that you can compute the CDF of the distribution. Unfortunately, ProbabilityDistribution seems to convert to PDF even if you create it with the CDF. Then it reverts back to the definition for CDF when it tries to ...

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