SystematicAnalysisofClusterSimilarityIndices:HowtoValidateValidationMeasuresMartijnGo¨sgens1AlexeyTikhonov2LiudmilaProkhorenkova345Abstracttobedenselyinterconnected.Clusteringisusedacrossvariousap...
RobustRepresentationLearningviaPerceptualSimilarityMetricsSaeidAsgariTaghanaki1KristyChoi2AmirKhasahmadi1AnirudhGoyal3Abstractofdeepneuralnetworks(Deanetal.,2012;LeCunetal.,2015)havebeenpivotaltowa...
LearningSimilarityMetricsforNumericalSimulationsGeorgKohl1KiwonUm1NilsThuerey1AbstractCNN-basedevaluationsinthecontextofnumericalsimula-tions.ThesesimulationsarethebasisforawiderangeofWeproposeaneu...
Bio-InspiredHashingforUnsupervisedSimilaritySearchChaitanyaK.Ryali12JohnJ.Hopfield3LeopoldGrinberg4DmitryKrotov24Abstractintoasparsecode,whereonlyasmallnumberofsecondaryneuronsrespondtoagivenstimul...
SimilarityofNeuralNetworkRepresentationsRevisitedSimonKornblith1MohammadNorouzi1HonglakLee1GeoffreyHinton1AbstractThispaperinvestigatestheproblemofmeasuringsimilari-tiesbetweendeepneuralnetworkrepr...
LearningtoRouteinSimilarityGraphsDmitryBaranchuk12DmitryPersiyanov3AntonSinitsin14ArtemBabenko14AbstractThecurrentapproachesforefficientNNSmostlybelongtothreeseparatelinesofresearch.Thefirstfamilyo...
GraphMatchingNetworksforLearningtheSimilarityofGraphStructuredObjectsYujiaLi1ChenjieGu1ThomasDullien2OriolVinyals1PushmeetKohli1AbstractInthepastfewyearsgraphneuralnetworks(GNNs)haveemergedasaneffe...
NeuralDynamicProgrammingforMusicalSelfSimilarityChristianJ.Walder12DongwooKim23AbstractjiWepresentaneuralsequencemodeldesignedFigure1.AnexcerptfromBach’sBWV1007asapianoroll(hori-specificallyforsym...
ClassificationfromPairwiseSimilarityandUnlabeledDataHanBao12GangNiu2MasashiSugiyama21AbstractTable1:Explanationsofclassificationandclustering.Supervisedlearningneedsahugeamountofla-ProblemExplanati...
Source-TargetSimilarityModelingsforMulti-SourceTransferGaussianProcessRegressionPengfeiWei12RamonSagarna12YipingKe12Yew-SoonOng12Chi-KeongGoh32Abstracttion(Tommasietal.,2014;Fangetal.,2015;Bhatteta...