UnbalancedminibatchOptimalTransport;applicationstoDomainAdaptationKilianFatras1ThibaultSe´journe´2NicolasCourty1Re´miFlamary3Abstractneedsgoodstatisticalestimationpropertiesandoptimiza-tionguara...
SequentialDomainAdaptationbySynthesizingDistributionallyRobustExpertsBaharTaskesen1Man-ChungYue2Jose´Blanchet3DanielKuhn1VietAnhNguyen34Abstractabsenceofmeaningfuldatatotuneanyparameters.How-ever,...
RepresentationSubspaceDistanceforDomainAdaptationRegressionXinyangChen1SinanWang1JianminWang1MingshengLong1Abstractsuchasobjectlocalization,imageregistration,humanposeestimation,tonameafew(Lathuili...
KD3A:UnsupervisedMulti-SourceDecentralizedDomainAdaptationviaKnowledgeDistillationHao-zheFeng1ZhaoyangYou2MinghaoChen1TianyeZhang1MinfengZhu1FeiWu2ChaoWu3WeiChen1Abstracttotrainthemodel.However,due...
LAMDA:LabelMatchingDeepDomainAdaptationTrungLe1TuanNguyen1NhatHo2HungBui3DinhPhung13Abstractconsumingtocollectandlabelhigh-qualitydatasufficientlylargetotrainaccuratedeepmodels,suchasintheDomainDee...
DomainGeneralizationusingCausalMatchingDivyatMahajan1ShrutiTople2AmitSharma1AbstractthedifferentDomainssharesome“stable”featureswhoserelationshipwiththeoutputisinvariantacrossDomains(Pi-Inthedoma...
UnderstandingSelf-TrainingforGradualDomainAdaptationAnanyaKumar1TengyuMa1PercyLiang1AbstractFigure1.IngradualDomainadaptationwearegivenlabeleddatafromasourceDomain,andunlabeleddatafromintermediated...
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...
Few-shotDomainAdaptationbyCausalMechanismTransferTakeshiTeshima12IsseiSato12MasashiSugiyama21AbstractFigure1:Nonparametricgen-erativemodelofnonlinearin-Westudyfew-shotsupervisedDomainadaptationdepe...
EfficientDomainGeneralizationviaCommon-SpecificLow-RankDecompositionVihariPiratla1PraneethNetrapalli2SunitaSarawagi1AbstractlarDomainadaptationtask(Mansouretal.,2009;Ben-Davidetal.,2006;Daume´IIIe...
DomainAggregationNetworksforMulti-SourceDomainAdaptationJunfengWen1RussGreiner1DaleSchuurmans12AbstractToaddressthisproblem,researchershavebeenexploringmethodsoftransferlearning(Pan&Yang,2009)ordo-...
ContinuouslyIndexedDomainAdaptationHaoWang1HaoHe1DinaKatabi1Abstractimagedatasettoanother,e.g.,adaptingfromMNISTtoSVHN.However,manyreal-worldtasksrequireadaptationExistingDomainadaptationfocusesont...
OnLearningInvariantRepresentationsforDomainAdaptationHanZhao1RemiTachetdesCombes2KunZhang1GeoffreyJ.Gordon12Abstractcomputationalpower.However,inmanycriticalapplica-tions,e.g.,self-drivingcarsorper...
LearningClassifiersforTargetDomainwithLimitedorNoLabelsPengkaiZhu1HanxiaoWang1VenkateshSaligrama1AbstractcollectionviewpointsasexemplifiedbyDomainadaptation(DA)(Tzengetal.,2017).Incomputervisionapp...
TowardsaUnifiedAnalysisofRandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
DomainAgnosticLearningwithDisentangledRepresentationsXingchaoPeng1ZijunHuang2XimengSun1KateSaenko1Abstractpeople,ondifferentmaterials,andunderdifferentlightingconditions;animagerecognitionsystemapp...