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klkblake comments on Open Thread: September 2011 - Less Wrong
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I knew Kolmogorov complexity was used in Solomonoff induction, and I was under the impression that using Universal Turing Machines was an arbitrary choice.
Solomonoff induction is only optimal up to a constant, and the constant will change depending on the language.