ObjectSegmentationWithoutLabelswithLarge-ScaleGenerativeModelsAndreyVoynov1StanislavMorozov1ArtemBabenko1Abstractmodelstoperformlabel-freeobjectsegmentation,wheregroundtruthpixel-levelLabelsareexpe...
LearningfromNoisyLabelswithNoChangetotheTrainingProcessMingyuanZhang1JaneLee2ShivaniAgarwal1Abstract1.IntroductionTherehasbeenmuchinterestinrecentyearsInmanyapplicationsofmachinelearning,onereceive...
Decision-MakingUnderSelectiveLabels:OptimalFinite-DomainPoliciesandBeyondDennisWei1Abstracttoobserveitifbailisdenied.Inhiring,acandidate’sjobperformanceisobservedonlyiftheyarehired.SelectiveLabels...
ProgressiveIdentificationofTrueLabelsforPartial-LabelLearningJiaqiLv1MiaoXu23LeiFeng4GangNiu2XinGeng1MasashiSugiyama25Abstractingproblemcalledpartial-labellearning(PLL)(Nguyen&Caruana,2008;Couretal...
PeerLossFunctions:LearningfromNoisyLabelswithoutKnowingNoiseRatesYangLiu1HongyiGuo2Abstracttensivepriorworksintheliteraturethataimtodevelopal-gorithmstolearnmodelsthatarerobusttolabelnoise(By-Learn...
LearningwithMultipleComplementaryLabelsLeiFeng1TakuoKaneko23BoHan43GangNiu3BoAn1MasashiSugiyama32Abstractunlabeledlearning(duPlessisetal.,2014;2015;Elkan&Noto,2008;Kiryoetal.,2017;Sakaietal.,2017;2...
FederatedLearningwithOnlyPositiveLabelsFelixX.Yu1AnkitSinghRawat1AdityaKrishnaMenon1SanjivKumar1AbstractThissettingcanalsobeextendedtothecasewhereeachuserhasaccesstodataassociatedwithasmallnumberof...
ExtremeMulti-labelClassificationfromAggregatedLabelsYanyaoShen1Hsiang-fuYu2SujaySanghavi12InderjitDhillon23Abstractitybecomesgrowinglyexpensive.Asaresult,modernma-chinelearningapplicationsneedtodea...
Error-BoundedCorrectionofNoisyLabelsSongzhuZheng1PengxiangWu2AmanGoswami3MayankGoswami4DimitrisMetaxas2ChaoChen5Abstract&GeoffreyE.,2012;Wuetal.,2018).Tocollectlargescaleannotateddata,itisin-Manyme...
AddingSeeminglyUninformativeLabelsHelpsinLowDataRegimesChristosMatsoukas123AlbertBouIHernandez1YueLiu12KarinDembrower45GiseleMiranda12EmirKonuk12JohanFredinHaslum123AthanasiosZouzos6PeterLindholm4F...
High-FidelityImageGenerationWithFewerLabelsMarioLucic1MichaelTschannen2MarvinRitter1XiaohuaZhai1OlivierBachem1SylvainGelly1AbstractFigure1.MedianFIDofthebaselinesandtheproposedmethod.Theverticallin...
Dimensionality-DrivenLearningwithNoisyLabelsXingjunMa1YisenWang2MichaelE.Houle3ShuoZhou1SarahM.Erfani1Shu-TaoXia2SudanthiWijewickrema1JamesBailey1Abstractachievegoodgeneralizationperformanceinthepr...
LearningtoAggregateOrdinalLabelsbyMaximizingSeparatingWidthGuangyongChen1ShengyuZhang1DiLin2HuiHuang2PhengAnnHeng13Abstractsourcingsystemsresorttodistributingeachitemtoanum-berofredundantworkers.Th...