129 citations · 218 across the 14 of their papers we have counts for
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nlin.AO2001
Synchronizing to the Environment: Information Theoretic Constraints on Agent Learning
James P. Crutchfield, David P. Feldman
We show that the way in which the Shannon entropy of sequences produced by an information source converges to the source's entropy rate can be used to monitor how an intelligent ag…
cond-mat.stat-mech2001
Regularities Unseen, Randomness Observed: Levels of Entropy Convergence
James P. Crutchfield, David P. Feldman
We study how the Shannon entropy of sequences produced by an information source converges to the source's entropy rate. We synthesize several phenomenological approaches to applyin…