TowardsDistraction-RobustActiveVisualTrackingFangweiZhong1PengSun2WenhanLuo3TingyunYan14YizhouWang1AbstractWhichoneistherealtarget?InActivevisualtracking,itisnotoriouslydiffi-TemplateVisualObservat...
OnlineA-OptimalDesignandActiveLinearRegressionXavierFontaine1PierrePerrault2MichalValko3VianneyPerchet45Abstractwaytoconstructanestimatoristomakeexperimentsandtogatherdataontheestimand.Inthepolling...
ImprovedAlgorithmsforAgnosticPool-basedActiveClassificationJulianKatz-Samuels1JifanZhang2LalitJain2KevinJamieson2Abstractlearningmethodsrequirethatthisdatabelabeledandreli-ablelabelsarecostlysincet...
FastActivelearningforpureexplorationinreinforcementlearningPierreMénard1OmarDarwicheDomingues2EmilieKaufmann23AndersJonsson4EdouardLeurent2MichalValko235Abstracthowtoexploreefficiently.Inparticula...
BeyondtheParetoEfficientFrontier:ConstraintActiveSearchforMultiobjectiveExperimentalDesignGustavoMalkomes1BolongCheng1EricHansLee1MichaelMcCourt1AbstractInrecentyears,Activelearninghasgainedpopular...
ActiveTesting:Sample–EfficientModelEvaluationJannikKossen1SebastianFarquhar1YarinGal1TomRainforth2AbstractDifferencetoFullTestLoss×10−2I.I.D.Acquisition5ActiveTestingWeintroduceanewframeworkfors...
ActiveSlicesforSlicedSteinDiscrepancyWenboGong1KaiboZhang1YingzhenLi2Jose´MiguelHerna´ndez-Lobato1Abstracttumetal.,2017;Gorham&Mackey,2017)andmodellearn-ing(Liu&Wang,2016;Puetal.,2017;Huetal.,201...
ActiveLearningofContinuous-timeBayesianNetworksthroughInterventionsDominikLinzner12HeinzKoeppl13Abstracttolearnthesedependencies.Thisisaproblemwhendataisacquiredunderlimitedresources,whichisthecase...
ActiveFeatureAcquisitionwithGenerativeSurrogateModelsYangLi1JunierB.Oliva1Abstractparadigmissuccessfulinamultitudeofdomains,itisincon-gruouswiththeexpectationsofmanyreal-worldintelligentManyreal-wo...
ActiveLearningforDistributionallyRobustLevel-SetEstimationYuInatsu1ShogoIwazaki1IchiroTakeuchi12Abstractvironmentalvariables.Thedesignvariablesarecompletelycontrollable,whereasenvironmentalvariable...
ActiveDeepProbabilisticSubsamplingHansvanGorp1IrisA.M.Huijben1BastiaanS.Veeling2NicolaPezzotti34RuudJ.G.vanSloun14AbstractFirstproposedbyDonoho(2006),andlaterappliedforMRIbyLustigetal.(2007),CSleve...
ActiveCoveringHeinrichJiang1AfshinRostamizadeh1Abstractdidatesaspossible,asrunningtrialsoneachcandidatecanbecostly(Ou-Yangetal.,2012).Inbankloanapplications,WeanalyzetheproblemofActivecovering,wher...
APS:ActivePretrainingwithSuccessorFeaturesHaoLiu1PieterAbbeel1Abstract2019;Vinyalsetal.,2019;Badiaetal.,2020a)andsolvingcomplexroboticcontroltasks(Andrychowiczetal.,2017;Weintroduceanewunsupervised...
Task-OrientedActivePerceptionandPlanninginEnvironmentswithPartiallyKnownSemanticsMahsaGhasemi1ErdemArincBulgur2UfukTopcu2AbstractJointperceptionandplanningposetwofundamentalchal-lenges.Thefirstchal...
ReadyPolicyOne:WorldBuildingThroughActiveLearningPhilipJ.Ball1JackParker-Holder1AldoPacchiano2KrzysztofChoromanski3StephenRoberts1Abstractenvironment)thatcanbeleveragedacrossmanydifferenttasks(tran...
OnlineLearningforActiveCacheSynchronizationAndreyKolobov1Se´bastienBubeck1JulianZimmert2AbstractSYNCHRONIZATIONMABs.Inthesesettings,theagentcanbethoughtofasholdingcopiesofKfileswhoseoriginalsExist...
InverseActiveSensing:ModelingandUnderstandingTimelyDecision-MakingDanielJarrett1MihaelavanderSchaar12Abstractconductsacquisitionsforinformation(i.e.hypothesistests,diagnosticprocedures,andcandidate...
AdaptiveRegion-BasedActiveLearningCorinnaCortes1GiuliaDeSalvo1ClaudioGentile1MehryarMohri1NingshanZhang2Abstractwithguaranteesbothforgeneralizationandlabelcomplexityintheagnosticsetting(Freundetal....
ActiveWorldModelLearninginAgent-richEnvironmentswithProgressCuriosityKunoKim1MegumiSano1JulianDeFreitas2NickHaber3DanielYamins14Abstractmotionlessball,yougrowbored.Youconsiderthemerry-go-roundabitm...
ActiveLearningonAttributedGraphsviaGraphCognizantLogisticRegressionandPreemptiveQueryGenerationFlorenceRegol†1SoumyasundarPal1YingxueZhang2MarkCoates1Abstract1.IntroductionNodeclassificationinattr...