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Thomas comments on What are you working on? June 2012 - Less Wrong
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Dimensions irrelevant for the output, will fall out. Regardless if they are random or not. If they somehow (anyhow) contribute, their influence will remain in the evolved algorithm.
The simplest algorithm in the Kolmogorov's sense is the best you can hope for.