SimultaneousSimilarity-basedSelf-DistillationforDeepMetricLearningKarstenRoth12TimoMilbich2Bjo¨rnOmmer2JosephPaulCohen3MarzyehGhassemi41Abstractthatembeddingspacedimensionalitycanbeadriverforgener...
LearningIntra-BatchConnectionsforDeepMetricLearningJennySeidenschwarz1IsmailElezi1LauraLeal-Taixe´1AbstractTolearnthemappingfunction,currentapproachesutilizesiamesenetworks(Bromleyetal.,1994),typi...
DimensionalityReductionforSum-of-DistancesMetricZhiliFeng1PraneethKacham1DavidP.Woodruff1Abstractsubspaceandperformthetaskonthelow-dimensionalpoints.GivenasetofnpointsA={a1,...,an}inRd,Wegiveadimen...
OptimizationandAnalysisofthepAp@kMetricforRecommenderSystemsGaurushHiranandani1WarutVijitbenjaronk1OluwasanmiKoyejo1PrateekJain2Abstractafewitems(top-k)outofavastrepositoryofitems,andheterogeneityi...
OnlineMetricAlgorithmswithUntrustedPredictionsAntoniosAntoniadis1ChristianCoester2asdatacenters(Iranietal.,2003;Linetal.,2013),andareMarekElia´sˇ3AdamPolak4BertrandSimon5alsorelatedtotheexpertspr...
DistanceMetricLearningwithJointRepresentationDiversificationXuChu12YangLin12YashaWang23XitingWang4HailongYu12XinGao12QiTong25AbstractFigure1.Thearchitecturesofembeddinglossmethodsandclassifi-cation...
MetricGAN:GenerativeAdversarialNetworksbasedBlack-boxMetricScoresOptimizationforSpeechEnhancementSzu-WeiFu12Chien-FengLiao12YuTsao2Shou-DeLin1Abstractstance,Donahueetal.(2018)appliedCGANonspeechenh...
LearningDistanceforSequencesbyLearningaGroundMetricBingSu1YingWu2AbstractAlthoughMetriclearninghasachievedaconsiderablematu-ritylevelbothinpracticeandintheory(Belletetal.,2013),Learningdistancestha...
FlatMetricMinimizationwithApplicationsinGenerativeModelingThomasMo¨llenhoff1DanielCremers1Abstractfromlefttorightwevarythelatentcodez1(time)WetakethenovelperspectivetoviewdatanotFigure1.Discoverin...
AUCµ:APerformanceMetricforMulti-ClassMachineLearningModelsRossS.Kleiman1DavidPage12Abstractmulti-classAUCanalog.However,inourworkweshowthatMcanfailtoreturnascoreof1(perfectperformance),Theareaunde...
Orthogonality-PromotingDistanceMetricLearning:ConvexRelaxationandTheoreticalAnalysisPengtaoXie12WeiWu2YichenZhu3EricP.Xing1Abstract1.IntroductionDistanceMetriclearning(DML),whichlearnsGivendatapair...
Gradient-BasedMeta-LearningwithLearnedLayerwiseMetricandSubspaceYoonhoLee1SeungjinChoi1Abstractoperatesontheleveloftasks,gatheringinformationfromseveralinstancesoftask-specificlearners.Atask-speci...
AnAlgorithmicFrameworkofVariableMetricOver-RelaxedHybridProximalExtra-GradientMethodLiShen1PengSun1YitongWang1WeiLiu1TongZhang1Abstracttimizationandconvex-concavesaddle-pointoptimization,encompasse...
JointDimensionalityReductionandMetricLearning:AGeoMetricTakeMehrtashHarandi12MathieuSalzmann3RichardHartley21Abstractbyp).Theseresultssuggestthatstate-of-the-artmethodseitherscalepoorlywiththedimen...