I’m not sure exactly what you mean, but I’ll guess you mean “how do you deal with the problem that there are an infinite number of tests for randomness that you could apply?”
I don’t have a principled answer. My practical answer is just to use good intuition and/or taste to define a nice suite of tests, and then let the algorithm find the ones that show the biggest randomness deficiencies. There’s probably a better way to do this with differentiable programming—I finished my Phd in 2010, before the deep learning revolution.
I’m not sure exactly what you mean, but I’ll guess you mean “how do you deal with the problem that there are an infinite number of tests for randomness that you could apply?”
I don’t have a principled answer. My practical answer is just to use good intuition and/or taste to define a nice suite of tests, and then let the algorithm find the ones that show the biggest randomness deficiencies. There’s probably a better way to do this with differentiable programming—I finished my Phd in 2010, before the deep learning revolution.