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OntheFeasibilityofLearning,RatherthanAssuming,HumanBiasesforRewardInferenceRohinShah1NoahGundotra1PieterAbbeel1AncaD.Dragan1Abstractp(as)µebQ(s,a;r)w!Ourgoalisforagentstooptimizetherightre-wwardfu...
First-OrderAlgorithmsConvergeFasterthanO(1/k)onConvexProblemsChing-peiLee1StephenJ.Wright1Abstract(3)reliesonshowingthatItiswellknownthatbothgradientdescentandkstochasticcoordinatedescentachieveagl...
WhyisPosteriorSamplingBetterthanOptimismforReinforcementLearning?IanOsband12BenjaminVanRoy1Abstractmateoffuturevalueandselectstheactionwiththegreatestestimate.Ifaselectedactionisnotnear-optimal,the...