Steve_Rayhawk comments on What is control theory, and why do you need to know about it? - Less Wrong
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So this isn't a sufficient statistic, it's only a sufficient-for-policy-implications statistic. Is there a name for that?
All "sufficient" statistics are only "sufficient" for some particular set of policy or epistemic implications. You could always care about the number of 1 bits, if you're allowed to care about anything.
Then every "sufficient-for-policy-implications" statistic can become a "sufficient-for-implications-for-beliefs-about-the-future" statistic, under a coarsening of the sample space by some future-action-preserving and conditional-ratios-of-expected-payoff-differences-preserving equivalence relation?
(Would we expect deliberative thinking and memory to physically approximate such coarsenings, as linear controllers do?)