SupervisedTree-WassersteinDistanceYukiTakezawa12RyomaSato12MakotoYamada12Abstractthecostoftheoptimaltransportbetweentwodocumentsinthewordembeddingspace.WMDhasbeenusedfordoc-Tomeasurethesimilarityof...
Self-SupervisedandSupervisedJointTrainingforResource-richMachineTranslationYongCheng1WeiWang†LuJiang12WolfgangMacherey1AbstractSupervisedtaskonabundantunlabeleddata(i.e.monolin-gualsentences).Inth...
Lower-BoundedProperLossesforWeaklySupervisedClassificationShuheiM.Yoshida12TakashiTakenouchi23MasashiSugiyama24Abstractaninstancewithalabelthatmaybecorrupted.Positive-unlabeled(PU)learningofbinaryc...
DissectingSupervisedConstrastiveLearningFlorianGraf1ChristophD.Hofer1MarcNiethammer2RolandKwitt1AbstractInthisconstruction,fisrealizedasthecompositionofanencoderϕ:X→Z⊆Rh,alinearmap/classifierMin...
SupervisedQuantileNormalizationforLow-rankMatrixApproximationMarcoCuturi1OlivierTeboul1JonathanNiles-Weed2Jean-PhilippeVert1Abstractmann,2001;Févotte&Idier,2011),binary(Slawskietal.,2013)orevendes...
SupervisedLearning:NoLossNoCryRichardNock12AdityaKrishnaMenon3Abstractthegoalwastolearninpolynomialtimeafunctionbeingabletopredictalabel(orclass,amongtwopossible)forSupervisedlearningrequiresthespe...
MoreInformationSupervisedProbabilisticDeepFaceEmbeddingLearningYingHuang1ShangfengQiu1WenweiZhang1XianghuiLuo1JinzhuoWang2AbstractFigure1.Examplesofgeneratedfrontalfacefromdifferentiden-tity.Inrows...
SupervisedHierarchicalClusteringwithExponentialLinkageNishantYadav1AriKobren1NicholasMonath1AndrewMcCallum1Abstractlabeleddataandthenusedbyaclusteringalgorithmtoparti-tionunlabeleddata(Finley&Joach...
Warm-startingContextualBandits:RobustlyCombiningSupervisedandBanditFeedbackChichengZhang1AlekhAgarwal1HalDauméIII12JohnLangford1SahandNNegahban3Abstractensuringthatsuchasystemdoesnotneedtosufferto...
NottoCryWolf:DistantlySupervisedMultitaskLearninginCriticalCarePatrickSchwab1EmanuelaKeller2CarlMuroi2DavidJ.Mack2ChristianStra¨ssle2WalterKarlen1AbstractIntracranialPressureAlarmRelevantArterialB...
DoesDistributionallyRobustSupervisedLearningGiveRobustClassifiers?WeihuaHu12GangNiu2IsseiSato12MasashiSugiyama21AbstractDistributionallyRobustSupervisedLearning(DRSL)isapromisingparadigmtotacklethi...
DualSupervisedLearningYingceXia1TaoQin2WeiChen2JiangBian2NenghaiYu1Tie-YanLiu2Abstractrecognitionvs.speechsynthesis.Evenmoreinterestingly(andsomehowsurprisingly),thisnaturaldualityislargelyManysupe...