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Johnicholas comments on The Bayesian Agent - Less Wrong
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You might enjoy Crutchfield's epsilon machines, and Shalizi's CSSR algorithm for learning them:
http://masi.cscs.lsa.umich.edu/~crshalizi/notabene/computational-mechanics.html