Model-BasedActiveExplorationPranavShyam1WojciechJas´kowski1FaustinoGomez1AbstractThisapproachisinherentlymorepowerfulthanreActiveex-ploration,butrequiresamethodtopredicttheconsequencesEfficientexp...
BayesianGenerativeActiveDeepLearningToanTran1Thanh-ToanDo2IanReid1GustavoCarneiro1Abstractbeperformedwithimmenseandcarefullylabeleddatasets,wherethelargerthedataset,themoreeffectivethetrainingDeepl...
ActiveManifolds:Anon-linearanaloguetoActiveSubspacesRobertA.Bridges1AnthonyD.Gruber21ChristopherR.Felder31MikiE.Verma1ChelseyHoff1Abstractarefrequentlysubjecttoquestionsofsensitivity,andtoprioritiz...
ActiveEmbeddingSearchviaNoisyPairedComparisonsGregoryH.Canal1AndrewK.Massimino1MarkA.Davenport1ChristopherJ.Rozell1Abstracttocharacterizeaperson’stasteinfood,wemightaskthemwhichoneoftwodishestheyw...
ActiveLearningwithDisagreementGraphsCorinnaCortes1GiuliaDeSalvo1ClaudioGentile1MehryarMohri12NingshanZhang3AbstractheinterActivelyselectspointstolabel.Intheon-linesetting,thelearnerreceivesasequenc...
ActiveLearningforProbabilisticStructuredPredictionofCutsandMatchingsSimaBehpour12AnqiLiu3BrianD.Ziebart2AbstractFigure1.Anexampleofabipartitematchinginavideotrackingapplication.Whensomeassignmentsa...
ActiveLearningforDecision-MakingfromImbalancedObservationalDataIirisSundin1PeterSchulam2EeroSiivola1AkiVehtari1SuchiSaria2SamuelKaski1Abstractdecision,x.Then,thegoalistoestimatep(YX=x,A=a)and,furth...
End-to-endActiveObjectTrackingviaReinforcementLearningWenhanLuo1PengSun1FangweiZhong2WeiLiu1TongZhang1YizhouWang2AbstractActionActionActiveTrackerCameraControlWestudyActiveobjecttracking,whereatrac...
ActiveTesting:AnEfficientandRobustFrameworkforEstimatingAccuracy.PhucNguyen1DevaRamanan2CharlessFowlkes1AbstractnoisyvettedSampleOracledatabaseSelectionMuchrecentworkonvisualrecognitionaimstoSystem...
ActiveLearningforAccurateEstimationofLinearModelsCarlosRiquelme1MohammadGhavamzadeh2AlessandroLazaric3Abstractassumethattheobservationsarecorruptedbynoiselevelsthatareproblem-dependentandmustbelear...
ActiveLearningforCost-SensitiveClassificationAkshayKrishnamurthy1AlekhAgarwal2Tzu-KuoHuang3HalDaume´III4JohnLangford2Abstractcostsofonlya(possiblyempty)subsetoflabelsoneachx.Sincemeasuringlabelcom...
ActiveHeteroscedasticRegressionKamalikaChaudhuri1PrateekJain2NagarajanNatarajan2Abstractexample,whenthereisagroundtruthclassifierthatinducesalabelingandtheoracle’sresponsesareperturbedversionsAnac...
LearningAlgorithmsforActiveLearningPhilipBachman1AlessandroSordoni1AdamTrischler1Abstractingtheinstancewhoselabelthemodelismostuncertainabout,ortheinstancewhoselabelisexpectedtomaximallyWeintroduce...
EfficientNonmyopicActiveSearchShaliJiang1GustavoMalkomes1GeoffConverse2AlyssaShofner3BenjaminMoseley1RomanGarnett1Abstractingamodeltohavehighgeneralizationperformancewithfewtrainingexamples.Here,we...
Diameter-BasedActiveLearningChristopherTosh1SanjoyDasgupta1Abstractitadmitsroughlythesamelabelcomplexityboundsaswellashavingpromisingexperimentalperformance.Todate,thetightestupperandlower-boundsfo...
DeepBayesianActiveLearningwithImageDataYarinGal12RiashatIslam1ZoubinGhahramani13Abstractmedicaldiagnosis,microbiology,andmanufacturing(Tong,2001).InActivelearning,amodelistrainedonasmallEventhougha...
ActiveLearningforTop-KRankAggregationfromNoisyComparisonsSoheilMohajer1ChanghoSuh2AdelElmahdy1Abstractcantitems,saytop-K,areoftendesiredtoberetrieved.WeexploreanActivetop-KrankingproblemInaneffortt...