UnsupervisedembeddingAdaptationviaEarly-StageFeatureReconstructionforFew-ShotClassifcationDongHoonLee1Sae-YoungChung1Abstractsetting.Theco-existenceoflabeled-andunlabeled-datainthissettingmotivates...
GeneralizationErrorBoundforHyperbolicOrdinalembeddingAtsushiSuzuki1AtsushiNitanda2JingWang1LinchuanXu3MarcCavazza1KenjiYamanishi4Abstracttheyareasconsistentaspossiblewithgivenordinaldataintheformof...
Rate-DistortionOptimizationGuidedAutoencoderforIsometricembeddinginEuclideanLatentSpaceKeizoKato1JingZhou2TomotakeSasaki1AkiraNakagawa1AbstractmodelwithunivariateGaussianpriors(Kingma&Welling,2014)...
OnEfficientLowDistortionUltrametricembeddingVincentCohen-Addad1KarthikC.S.2GuillaumeLagarde3Abstract1.IntroductionAclassicprobleminunsupervisedlearningandThecurseofdimensionalityhasruthlesslybeenha...
MoreInformationSupervisedProbabilisticDeepFaceembeddingLearningYingHuang1ShangfengQiu1WenweiZhang1XianghuiLuo1JinzhuoWang2AbstractFigure1.Examplesofgeneratedfrontalfacefromdifferentiden-tity.Inrows...
LearningTask-AgnosticembeddingofMultipleBlack-BoxExpertsforMulti-TaskModelFusionTrongNghiaHoang1ChiThanhLam2BryanKianHsiangLow2PatrickJaillet3Abstractwouldthereforehavedifferentdistributionsorstati...
LearningandEvaluatingContextualembeddingofSourceCodeAdityaKanade12PetrosManiatis2GogulBalakrishnan2KensenShi2Abstractstandtheauthor’sintentsothattheycanmaintainandextendthecode.Developersusemeanin...
DifferentiableProductQuantizationforEnd-to-EndembeddingCompressionTingChen1LalaLi1YizhouSun2Abstractetal.,2013)andrecommendersystems(Korenetal.,2009),wherethevocabularysizesareevenlarger.embeddingl...
ScalingUpOrdinalembedding:ALandmarkApproachJesseAnderton1JavedAslam1Abstractpositionsanddistancesarenotreadilyavailable.Itwasorig-inallyusedwithtripletssourcedfromhumancomparisonsOrdinalembeddingis...
MONK–Outlier-RobustMeanembeddingEstimationbyMedian-of-MeansMatthieuLerasle12Zolta´nSzabo´3Timothe´eMathieu1GuillaumeLecue´4Abstractversatilityofdomainswherekernelsexist;examplesincludetrees(Co...
ActiveembeddingSearchviaNoisyPairedComparisonsGregoryH.Canal1AndrewK.Massimino1MarkA.Davenport1ChristopherJ.Rozell1Abstracttocharacterizeaperson’stasteinfood,wemightaskthemwhichoneoftwodishestheyw...
SubspaceembeddingandLinearRegressionwithOrliczNormAlexandrAndoni1ChengyuLin1YingSheng1PeilinZhong1RuiqiZhong1Abstractwherel:Rn→R+isthelossfunction.Whenl(y)=nWeconsiderageneralizationoftheclassicli...
Out-of-sampleextensionofgraphadjacencyspectralembeddingKeithLevin1FarbodRoosta-Khorasani23MichaelW.Mahoney34CareyE.Priebe5Abstractvector,namelyitscorrespondingcolumn(orrow)inad-jacencymatrixA∈{0,1...