UnsupervisedEmbeddingAdaptationviaEarly-StageFeatureReconstructionforFew-ShotClassifcationDongHoonLee1Sae-YoungChung1Abstractsetting.Theco-existenceoflabeled-andunlabeled-datainthissettingmotivates...
SequentialDomainAdaptationbySynthesizingDistributionallyRobustExpertsBaharTaskesen1Man-ChungYue2Jose´Blanchet3DanielKuhn1VietAnhNguyen34Abstractabsenceofmeaningfuldatatotuneanyparameters.How-ever,...
RepresentationSubspaceDistanceforDomainAdaptationRegressionXinyangChen1SinanWang1JianminWang1MingshengLong1Abstractsuchasobjectlocalization,imageregistration,humanposeestimation,tonameafew(Lathuili...
KD3A:UnsupervisedMulti-SourceDecentralizedDomainAdaptationviaKnowledgeDistillationHao-zheFeng1ZhaoyangYou2MinghaoChen1TianyeZhang1MinfengZhu1FeiWu2ChaoWu3WeiChen1Abstracttotrainthemodel.However,due...
LAMDA:LabelMatchingDeepDomainAdaptationTrungLe1TuanNguyen1NhatHo2HungBui3DinhPhung13Abstractconsumingtocollectandlabelhigh-qualitydatasufficientlylargetotrainaccuratedeepmodels,suchasinthedomainDee...
BayesianStructuralAdaptationforContinualLearningAbhishekKumar1SunabhaChatterjee2PiyushRai3Abstractaspectsofmoremainstreamtransferlearning(sharingofbiasbetweenrelatedtasks(Pan&Yang,2009))mightrea-Co...
ADiscriminativeTechniqueforMultiple-SourceAdaptationCorinnaCortes1MehryarMohri12AnandaTheerthaSuresh1NingshanZhang3Abstractformationavailabletothelearner,thenumberofsourcedomains,andtheamountoflabe...
UnderstandingSelf-TrainingforGradualDomainAdaptationAnanyaKumar1TengyuMa1PercyLiang1AbstractFigure1.IngradualdomainAdaptationwearegivenlabeleddatafromasourcedomain,andunlabeleddatafromintermediated...
ProvablyEfficientModel-basedPolicyAdaptationYudaSong1AditiMavalankar1WenSun2SicunGao1AbstractMordatchetal.,2015),ormeta-learnpoliciesormodelsthatcanbequicklyadaptedtoin-distributionenvironments(Fin...
ProgressiveGraphLearningforOpen-SetDomainAdaptationYadanLuo1ZijianWang1ZiHuang1MahsaBaktashmotlagh1Abstractandtest(target)distributions,andcanberoughlydividedintostatisticalmatching(Baktashmotlaghe...
Margin-awareAdversarialDomainAdaptationwithOptimalTransportSofienDhouib1IevgenRedko2CaroleLartizien1Abstract2010),tonameafew.Whilemanuallabelingmaybecon-sideredasatractablesolution,suchanapproachis...
Label-NoiseRobustDomainAdaptationXiyuYu1TongliangLiu2MingmingGong3KunZhang4KayhanBatmanghelich5DachengTao2Abstractafunctiontopredictthelabels{y1T,···,ynT}usinglabeleddata{(xS1,y1S),···,(xSm,y...
ImplicitClass-ConditionedDomainAlignmentforUnsupervisedDomainAdaptationXiangJiang12QichengLao13StanMatwin24MohammadHavaei1AbstractDomainAdaptation(UDA)aimstoaddressdomainshiftwithaccesstolabeleddat...
History-GradientAidedBatchSizeAdaptationforVarianceReducedAlgorithmsKaiyiJi1ZheWang1BowenWeng1YiZhou2WeiZhang3YingbinLiang1AbstracthavebeenproposedtoreducethevarianceofSGD.Suchvariancereductiontech...
FormulaZero:DistributionallyRobustOnlineAdaptationviaOfflinePopulationSynthesisAmanSinha1MatthewO’Kelly2HongruiZheng2RahulMangharam2JohnDuchi1RussTedrake3Abstractdel’Automobile,2019).Empirically,...
Few-shotDomainAdaptationbyCausalMechanismTransferTakeshiTeshima12IsseiSato12MasashiSugiyama21AbstractFigure1:Nonparametricgen-erativemodelofnonlinearin-Westudyfew-shotsuperviseddomainAdaptationdepe...
FastAdaptationtoNewEnvironmentsviaPolicy-DynamicsValueFunctionsRobertaRaileanu1MaxGoldstein1ArthurSzlam2RobFergus1Abstractmighthavetoadjustitsbehaviordependingonweathercon-ditions,oraprostheticcont...
DomainAggregationNetworksforMulti-SourceDomainAdaptationJunfengWen1RussGreiner1DaleSchuurmans12AbstractToaddressthisproblem,researchershavebeenexploringmethodsoftransferlearning(Pan&Yang,2009)ordo-...
ControlFrequencyAdaptationviaActionPersistenceinBatchReinforcementLearningAlbertoMariaMetelli1FlavioMazzolini1LorenzoBisi12LucaSabbioni12MarcelloRestelli12Abstractcontinuous–timeMDPs(Bradtke&Duff,...
ContinuouslyIndexedDomainAdaptationHaoWang1HaoHe1DinaKatabi1Abstractimagedatasettoanother,e.g.,adaptingfromMNISTtoSVHN.However,manyreal-worldtasksrequireAdaptationExistingdomainAdaptationfocusesont...
