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27 Jan 2023: of Brain and Cognitive SciencesMassachusetts Institute of TechnologyCambridge, MA 02139 USA AbstractFor many types of machine learning algorithms, one can compute the statistically op-timal" way to select training data.

13 Feb 2023: Abstract. For many types of machine learning algorithms, one can compute the statistically op-.

13 Feb 2023: Let (Xn)n0 be a sequence of random variables op-erating on a probability space (Ω,F, P ) with values in X.The sequence (Xn)n0 is called Markov Chain with

13 Feb 2023: Given this approach, a (usually non-unique) op-timal q Q is clearly:.

27 Jan 2023: This definition of tun-able variables is helpful to convert the constrained op-timization problem into an unconstrained optimizationproblem.

13 Feb 2023: is op-timized when following this strategy of drawing edgesbetween the most (dis-)similar pairs of nodes.

13 Feb 2023: 2 = OP (n1), which was recently shown to be a minimax optimal rate (Tolstikhin.

27 Jan 2023: #"$ % &'()',-./0) 12) $4365879$ : );-. < ===>@?AB=C;DDE0 $ %(F. G HJILKNM#O=PEPEQLRTS.UWV8XY!O=ZWILU[N]S.]WHES._S1UWI[&S1PbaJZ%cdeY!_gf=O=PhS1PEILY!UWS.QjikRlOWHJY!aEKmILRlU=KlRnoUWIpP. noUWIpq!RmHEaEIpP)crdeY!QsQLRlt.R&uY.UWVWY!Uvxwzy

27 Jan 2023: Thesedifferent forms of uncertainty give rise to constraints on how sensoryand contextual information must be integrated over time in order to op-timally update an adaptive control system.

27 Jan 2023: P Q R STU V WX Y. 9. AB C D EF G H IJK L M N OP Q R S TU V W X Y.