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gjm comments on Computable Universal Prior - Less Wrong Discussion
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I'm not sure this is actually more computable than the Solomonoff prior. Now, instead of having to do a potentially infinite amount of work to find the shortest program that behaves in a particular way, you have to do a definitely infinite amount of work to find all the programs that behave in a particular way.
Could you give an example of an inference problem that's made easier by doing this?