Near-OptimalConfidenceSequencesforBoundedRandomVariablesArunKumarKuchibhotla1QinqingZheng2Abstractsequentialhypothesistestingproblemssuchastestingpos-itivenessofthemean(Zhaoetal.,2016),testingequal...
ARMS:Antithetic-REINFORCE-Multi-SampleGradientforBinaryVariablesAlekDimitriev1MingyuanZhou1AbstractIfbisdiscrete,however,Tφisnotdifferentiable,andfisnotalwaysdifferentiable,e.g.,ifitcorrespondstot...
LookMa,NoLatentVariables:AccurateCutsetNetworksviaCompilationTahrimaRahman1ShashaJin1VibhavGogate1Abstractinferencetaskofcomputingthemarginalprobabilityofavariablegivenobservationsorevidence—poste...
DiscoveringandRemovingExogenousStateVariablesandRewardsforReinforcementLearningThomasDietterich1GeorgeTrimponias2ZhitangChen2Abstractchannel.Thishighdegreeofstochasticitycanconfuserein-forcementlea...
PixelCNNModelswithAuxiliaryVariablesforNaturalImageModelingAlexanderKolesnikov1ChristophH.Lampert1Abstracttypemodels(vandenOordetal.,2016a;b;Salimansetal.,2017),haveshowntodeliverthebestperformance...
AutomaticDiscoveryoftheStatisticalTypesofVariablesinaDatasetIsabelValera1ZoubinGhahramani12Abstractplore,findpatternsormakepredictionsonthedata.Asanexample,apredictiontaskissolveddifferentlydependi...