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Re:Evolutionary Algorithm: Evolving "Hello, World" by unignorant on Wednesday September 28, 2011 @11:09AM (#3048193)
My old research group at UVa worked on (almost) exactly that problem. See:

http://www.cs.virginia.edu/~weimer/p/p109-weimer.pdf

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