BayesianUncertaintyEstimationforBatchNormalizedDeepNetworksMattiasTeye12HosseinAzizpour1KevinSmith13Abstractorifthenetworkisconfrontedwithadversarialexamples(Goodfellowetal.,2014).Whenexposedtodata...
BayesianQuadratureforMultipleRelatedIntegralsXiaoyueXi1Franc¸ois-XavierBriol123MarkGirolami123Abstractfunctionevaluationsandthereforeareuncertaintaboutthevalueoftheintegral.ThenotionofBayesianprob...
BayesianModelSelectionforChangePointDetectionandClusteringOthmaneMazhar1CristianR.Rojas1CarloFischione1MohammadRezaHesamzadeh1Abstractmighthavedifferentbehaviorcorrespondingtodifferentpriceregimest...
AutoregressiveConvolutionalNeuralNetworksforAsynchronousTimeSeriesMikołajBin´kowski12GautierMarti23PhilippeDonnat2Abstractneuralnetworks(CNNs),(Lecunetal.,1998)inmodelingtheconditionalmeanofthedi...
AutoregressiveQuantileNetworksforGenerativeModelingGeorgOstrovski1WillDabney1Re´miMunos1AbstractInthispaper,wepresentanovelapproachtogenerativemod-eling,that,whilestrikinglydifferentfromexistingme...
AutomaticGoalGenerationforReinforcementLearningAgentsCarlosFlorensa1DavidHeld2XinyangGeng1PieterAbbeel13AbstracttodefeatachampionGoplayer(Silveretal.,2016),tooutperformhumansin49Atarigames(Guoetal....
AugmentandReduce:StochasticInferenceforLargeCategoricalDistributionsFranciscoJ.R.Ruiz12MichalisK.Titsias3AdjiB.Dieng2DavidM.Blei2Abstractwithmanyclasses,recommendationsystemswithmanyitems,andlangua...
AsynchronousStochasticQuasi-NewtonMCMCforNon-ConvexOptimizationUmutS¸ims¸ekli1C¸ag˘atayYıldız2ThanhHuyNguyen1Gae¨lRichard1A.TaylanCemgil3AbstractwhereUisatwicecontinuouslydifferentiablefunct...
ApproximationGuaranteesforAdaptiveSamplingEricBalkanski1YaronSinger1Abstractandclusteringaresubmodularfunctions.forthecanonicalproblemofmaximizinganon-decreasingsubmodularfunc-Inthispaperweanalyzea...
ApproximationAlgorithmsforCascadingPredictionModelsMatthewStreeter1Abstractwithstate-of-the-artaccuracy.forexample,themostac-curateNasNetmodelachieves82.7%accuracyonIma-Wepresentanapproximationalgo...
ApproximatemessagepassingforamplitudebasedoptimizationJunjieMa1JiXu2ArianMaleki3AbstractPhaseCut(Waldspurgeretal.,2015),arebasedonsemidef-initerelaxations.forrandomGaussianmeasurements,aWeconsidera...
ApproximateLeave-One-OutforFastParameterTuninginHighDimensionsShuaiwenWang1WendaZhou1HaihaoLu2ArianMaleki1VahabMirrokni3Abstractschemes,especiallyinhigh-dimensionalsettings,studiesthefollowingoptim...
AnalysisofMinimaxErrorRateforCrowdsourcingandItsApplicationtoWorkerClusteringModelHideakiImamura12IsseiSato12MasashiSugiyama21Abstractsolvethisproblembyprovidingredundancyforlabeling,i.e.,bycollect...
AnIterative,Sketching-basedFrameworkforRidgeRegressionAgnivaChowdhury1JiasenYang1PetrosDrineas2Abstractsion.First,whendn,i.e.,thenumberofpredictorvari-ablesdgreatlyexceedsthenumberofobservationsn,...
AnEstimationandAnalysisFrameworkfortheRaschModelAndrewS.Lan1MungChiang2ChristophStuder3Abstractresponsetheory(IRT)model(Lord,1980),isgivenbyTheRaschmodeliswidelyusedforitemre-p(Yu,i=1)=Φ(au−di),(...
AnInference-BasedPolicyGradientMethodforLearningOptionsMatthewJ.A.Smith1HerkeVanHoof2JoellePineau1Abstractatvariouslevelsofabstraction,itispossibletoinfer,learnandplanmuchmoreefficiently.Further,ab...
AnEfficient,GeneralizedBellmanUpdateforCooperativeInverseReinforcementLearningDhruvMalik1MalayandiPalaniappan1JaimeF.Fisac1DylanHadfield-Menell1StuartRussell1AncaD.Dragan1AbstractFigure1.ACIRLgame....
AnEfficientSemismoothNewtonBasedAlgorithmforConvexClusteringYanchengYuan1DefengSun2Kim-ChuanToh3Abstractwhichisnotavailableinmanyrealapplications.There-fore,inrealapplications,k-meansistypicallytri...
AdaptiveExploration-ExploitationTradeoffforOpportunisticBanditsHuasenWu1XueyingGuo2XinLiu2AbstractMotivatingscenario1:pricevariation.MABhasbeenwidelyusedinstudyingeffectiveproceduresandtreatmentsIn...
AccurateUncertaintiesforDeepLearningUsingCalibratedRegressionVolodymyrKuleshov12NathanFenner2StefanoErmon1AbstractSales(units)Raw90%ConfidenceIntervalfromaBayesianNeuralNetworkMethodsforreasoningun...