OptimalOff-PolicyEvaluationfromMultipleLoggingPoliciesNathanKallus1YutaSaito1MasatoshiUehara1AbstractInmostoftheabovestudies,theobservationsusedtoevalu-ateanewpolicyareassumedgeneratedbyasinglelogg...
ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1Abstractprovidespowerfultoolstoimproveandevaluatemodelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
Expressive1-LipschitzNeuralNetworksforRobustMultipleGraphLearningagainstAdversarialAttacksXinZhao1ZeruZhang1ZijieZhang1LingfeiWu2JiayinJin1YangZhou1RuomingJin3DejingDou45DaYan6Abstractment)(Zhang&T...
BinaryClassificationfromMultipleUnlabeledDatasetsviaSurrogateSetClassificationNanLu12ShidaLei1GangNiu2IsseiSato12MasashiSugiyama21Abstractetal.,2017;VanRooyen&Williamson,2018;Hanetal.,2018;2020;Fan...
AggregatingFromMultipleTarget-ShiftedSourcesChangjianShui1ZijianLi2JiaqiLi3ChristianGagne´14CharlesX.Ling3BoyuWang35AbstractFigure1.LimitationofmerelyconsideringmarginaldistributionP(x)inthesource...
LiftedDisjointPathswithApplicationinMultipleObjectTrackingAndreaHornakova1RobertoHenschel2BodoRosenhahn2PaulSwoboda1Abstracttectionsareremovedwhilecorrectdetectionsareassociatedtothecorrespondingid...
LearningwithMultipleComplementaryLabelsLeiFeng1TakuoKaneko23BoHan43GangNiu3BoAn1MasashiSugiyama32Abstractunlabeledlearning(duPlessisetal.,2014;2015;Elkan&Noto,2008;Kiryoetal.,2017;Sakaietal.,2017;2...
LearningTask-AgnosticEmbeddingofMultipleBlack-BoxExpertsforMulti-TaskModelFusionTrongNghiaHoang1ChiThanhLam2BryanKianHsiangLow2PatrickJaillet3Abstractwouldthereforehavedifferentdistributionsorstati...
Multi-ObjectiveMoleculeGenerationusingInterpretableSubstructuresWengongJin1ReginaBarzilay1TommiJaakkola1Abstractwithsubstructures(e.g.,functionalgroupsorlaterpieces)thatdrivespecificpropertiesofint...
BayesianOptimisationoverMultipleContinuousandCategoricalInputsBinxinRu∗1AhsanS.Alvi∗1VuNguyen1MichaelA.Osborne1StephenJRoberts1AbstractForexample,withadeepneuralnetwork,wemaywanttoadjustthelearni...
AggregationofMultipleKnockoffsTuan-BinhNguyen12Je´roˆme-AlexisChevalier2BertrandThirion2SylvainArlot1Abstractornot;ii)itrequiresagoodgenerativemodelforfeatures,butposesfewconditionsforthevalidity...
AdversarialRobustnessAgainsttheUnionofMultiplePerturbationModelsPratyushMaini1EricWong2J.ZicoKolter34Abstracttheexistenceofdatapointswhichcanbeadversariallyper-turbedtobemisclassified,butare“close...
TheAdvantagesofMultipleClassesforReducingOverfittingfromTestSetReuseVitalyFeldman12RoyFrostig1MoritzHardt34Abstracttransferrathergracefullytoanewlycollectedtestsetcol-lectedfromthesamesourceaccordi...
OptimisticPolicyOptimizationviaMultipleImportanceSamplingMatteoPapini1AlbertoMariaMetelli1LorenzoLupo1MarcelloRestelli1Abstractpeholtetal.,2018).Thisiswellmotivated,asinteractingwithsomeenvironment...
DiscoveringLatentCovarianceStructuresforMultipleTimeSeriesAnhTong1JaesikChoi1AbstracttheAutomaticBayesianCovarianceDiscovery(ABCD)whichsolvesregressiontasksusingGaussianProcess(GP)Analyzingmultivar...
CollectiveModelFusionforMultipleBlack-BoxExpertsQuangMinhHoang1TrongNghiaHoang2BryanKianHsiangLow3CarlKingsford1Abstractfusion,localexpertsarefurtherexpectedtohaveemployedahomogeneousdesignwithlimi...
AdaptiveMonteCarloMultipleTestingviaMulti-ArmedBanditsMartinJ.Zhang1JamesZou123DavidTse1Abstractwhosegoalistoidentifyassociationsbetweenthegeno-types(singlenucleotidepolymorphismsorSNPs)andtheMonte...
AMultitaskMultipleKernelLearningAlgorithmforSurvivalAnalysiswithApplicationtoCancerBiologyOnurDereli1CeydaOg˘uz2MehmetGo¨nen234Abstract(Cox,1972;Cox&Oakes,1984;Bakkeretal.,2004;Shiv-aswamyetal.,2...
RadialGAN:LeveragingMultipledatasetstoimprovetarget-specificpredictivemodelsusingGenerativeAdversarialNetworksJinsungYoon1JamesJordon2MihaelavanderSchaar123Abstractinhospitalsperformwelloneachhospi...
BayesianQuadratureforMultipleRelatedIntegralsXiaoyueXi1Franc¸ois-XavierBriol123MarkGirolami123Abstractfunctionevaluationsandthereforeareuncertaintaboutthevalueoftheintegral.ThenotionofBayesianprob...