TheoryofSpectralMethodforUnionofSubspaces-BasedRandomGeometryGraphGenLi1YuantaoGu1AbstracttaskinprocessingdatapointsinUoSistoclusterthesedatapoints,whichisknownasSubspaceClustering(SC).Appli-Spectr...
SpectralVertexSparsifiersandPair-WiseSpannersOverDistributedGraphsChunJiangZhu1QinqingLiu2JinboBi2Abstract2020;Zhengetal.,2020;Chenetal.,2020).Graphsparsificationisapowerfultooltoapprox-Givenagraph...
SpectralSmoothingUnveilsPhaseTransitionsinHierarchicalVariationalAutoencodersAdeelPervez1EfstratiosGavves1Abstracttivemodelp(xz)andtheapproximateposteriorq(zx)areGaussiandistributionsoptimizedinuni...
SpectralNormalisationforDeepReinforcementLearning:AnOptimisationPerspectiveFlorinGogianu12TudorBerariu3MihaelaRosca45ClaudiaClopath34LucianBusoniu2RazvanPascanu4AbstractFigure1:Optimisationrivalsal...
SPADE:ASpectralMethodforBlack-BoxAdversarialRobustnessEvaluationWuxinlinCheng1ChenhuiDeng2ZhiqiangZhao1YaohuiCai2ZhiruZhang2ZhuoFeng1AbstractForinstance,studyin(Szegedyetal.,2013)proposedalayer-wis...
InterpretableStabilityBoundsforSpectralGraphFiltersHenryKenlay1DorinaThanou2XiaowenDong1Abstractaubiquitoustooldesignedtoprocessgraph-structureddata.Inadditiontovarioussignalprocessingtasks(Shumane...
SpectralGraphMatchingandRegularizedQuadraticRelaxations:AlgorithmandTheoryZhouFan1ChengMao2YihongWu1JiamingXu3Abstractcomputationalbiology(Singhetal.,2008;Kazemietal.,2016).Findingthebestmatchingbe...
SpectralSubsamplingMCMCforStationaryTimeSeriesRobertSalomone1MatiasQuiroz2RobertKohn1MattiasVillani34Minh-NgocTran5Abstractaweightedcoresetofdatapointsfoundbyoptimization(Campbell&Broderick,2018;Ca...
SpectralFrank-WolfeAlgorithm:StrictComplementarityandLinearConvergenceLijunDing1YingjieFei1QiantongXu2ChengrunYang3AbstractThesetSniscalledthespectrahedron,whichisnonemptyandcompact.HenceProblem(1)...
SpectralClusteringwithGraphNeuralNetworksforGraphPoolingFilippoMariaBianchi1DanieleGrattarola2CesareAlippi23AbstractMessage-passingMinCutPoolMessage-passingSpectralclustering(SC)isapopularclusterin...
Average-CaseAccelerationThroughSpectralDensityEstimationFabianPedregosa1DamienScieur2Abstractworst-caseaverage-caseWedevelopaframeworkfortheaverage-caseSuboptimalityanalysisofrandomquadraticproblem...
Transferabilityvs.Discriminability:BatchSpectralPenalizationforAdversarialDomainAdaptationXinyangChen1SinanWang1MingshengLong1JianminWang1Abstractscaledatasetscanbeleveraged(Torralba&Efros,2011).Ad...
SpectralApproximateInferenceSejunPark1EunhoYang234Se-YoungYun35JinwooShin134Abstract(Salakhutdinov&Larochelle,2010).Mostinferenceprob-lemsarisinginGMs,e.g.,obtainingdesiredsamplesandGivenagraphical...
SpectralClusteringofSignedGraphsviaMatrixPowerMeansPedroMercado12FrancescoTudisco3MatthiasHein2Abstractexample,canexpresspositiveinteractions,likefriendshipandtrust,andnegativeones,likeenmityanddis...
GuaranteesforSpectralClusteringwithFairnessConstraintsMattha¨usKleindessner1SamiraSamadi2PranjalAwasthi1JamieMorgenstern2Abstracttostudyappropriatenotionsoffairnessforunsupervisedlearningsettings(...
SubmodularHypergraphs:p-Laplacians,CheegerInequalitiesandSpectralClusteringPanLi1OlgicaMilenkovic1Abstractapproximationshavebeenbasedontheassumptionthateachhyperedgecuthasthesameweight,inwhichcaset...
SMAC:SimultaneousMappingandClusteringUsingSpectralDecompositionsChandrajitBajaj1TingranGao2ZihangHe3QixingHuang1ZhenxiaoLiang3Abstractastandardsurveyand(Kimetal.,2011;Mandadetal.,2017)forsomerecent...
RatesofConvergenceofSpectralMethodsforGraphonEstimationJiamingXu1Abstractapproximationsofthegraphonfunctionf.Thispaperstudiestheproblemofestimatingthe1.Introductiongraphonfunction–agenerativemecha...
Out-of-sampleextensionofgraphadjacencySpectralembeddingKeithLevin1FarbodRoosta-Khorasani23MichaelW.Mahoney34CareyE.Priebe5Abstractvector,namelyitscorrespondingcolumn(orrow)inad-jacencymatrixA∈{0,1...