eli_sennesh comments on Rationality Quotes Thread September 2015 - Less Wrong
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This is exactly the sort of thing for which Kolmogorov complexity exists: to specify the length of the shortest hypothesis which outputs the correct result.
Atomic theory isn't "penalized" because it has lots of distinct but repeated objects. It actually has very few things that don't repeat. Atomic theory, after all, deals with masses of atoms.