GraphNeuralNetworksInspiredbyClassicalIterativeAlgorithmsYongyiYang1†TangLiu1†YangkunWang2†JinjingZhou3QuanGan3ZheweiWei4ZhengZhang3ZengfengHuang1DavidWipf3Abstract1.IntroductionDespitetherecent...
GraphCutsAlwaysFindaGlobalOptimumforPottsModels(WithaCatch)HunterLang1DavidSontag1AravindanVijayaraghavan2Abstractcomputervision.Thesealgorithmsarepopularbecausetheyaresimpleandefficient,andtheyret...
GraphConvolutionforSemi-SupervisedClassification:ImprovedLinearSeparabilityandOut-of-DistributionGeneralizationAseemBaranwal1KimonFountoulakis1AukoshJagannath2Abstractetal.,2016),andclassifyingtype...
GraphContrastiveLearningAutomatedYuningYou1TianlongChen2YangShen1ZhangyangWang2Abstract1.IntroductionSelf-supervisedlearningonGraph-structureddataSelf-supervisedlearningonGraph-structureddatahasrai...
GNNAutoScale:ScalableandExpressiveGraphNeuralNetworksviaHistoricalEmbeddingsMatthiasFey1JanEricLenssen1FrankWeichert1JureLeskovec2AbstractWhilethefull-gradientinaGNNisstraightforwardtocom-pute,assu...
GenerativeCausalExplanationsforGraphNeuralNetworksWanyuLin12HaoLan2BaochunLi2AbstractDespitetheirpracticalsuccess,mostGNNsaredeployedasblackboxes,lackingexplicitdeclarativeknowledgerepre-Thispaperp...
ExplainableAutomatedGraphRepresentationLearningwithHyperparameterImportanceXinWang1ShuyiFan1KunKuang2WenwuZhu1Abstract1.IntroductionCurrentGraphrepresentation(GR)algorithmsre-Graphrepresentation(GR...
E(n)EquivariantGraphNeuralNetworksVictorGarciaSatorras1EmielHoogeboom1MaxWelling1AbstractThispaperintroducesanewmodeltolearnGraphneuralnetworksequivarianttorotations,transla-tions,reflectionsandper...
Discrete-ValuedLatentPreferenceMatrixEstimationwithGraphSideInformationChanghunJo1KangwookLee2AbstracthavestartedtouseasocialGraphtoresolvethecoldstartproblem.Forinstance,Jamali&Ester(2010)providea...
DirectionalGraphNetworksDominiqueBeaini1SaroPassaro2VincentLe´tourneau13WilliamL.Hamilton34GabrieleCorso2PietroLio`2Abstractnels(alsocalledisotropickernels)(Kipf&Welling,2016;Gilmeretal.,2017).The...
DirectedGraphEmbeddingsinPseudo-RiemannianManifoldsAaronSim1MaciejWiatrak1AngusBrayne1Pa´id´ıCreed1SaeePaliwal1Abstractattractableranks,withoutlossofinformation(Nickeletal.,2011;Bouchardetal.,20...
BreakingtheLimitsofMessagePassingGraphNeuralNetworksMuhammetBalcilar12PierreHe´roux1BenoitGau¨ze`re3PascalVasseur14Se´bastienAdam1PaulHoneine1Abstractableweights.Theseweightscanbesharedwithrespe...
ControllingGraphDynamicswithReinforcementLearningandGraphNeuralNetworksEliA.Meirom1HaggaiMaron1ShieMannor1GalChechik1AbstractFigure1.AviralinfectionprocessonaGraphandaninterventionaimedtostopitsspr...
AUnifiedLotteryTicketHypothesisforGraphNeuralNetworksTianlongChen1YongduoSui2XuxiChen1AstonZhang3ZhangyangWang1Abstract0.0059.0486.580.0083.2294.5097.75WithGraphsrapidlygrowinginsizeanddeeperGNNSpa...
SpectralGraphMatchingandRegularizedQuadraticRelaxations:AlgorithmandTheoryZhouFan1ChengMao2YihongWu1JiamingXu3Abstractcomputationalbiology(Singhetal.,2008;Kazemietal.,2016).Findingthebestmatchingbe...
SpectralClusteringwithGraphNeuralNetworksforGraphPoolingFilippoMariaBianchi1DanieleGrattarola2CesareAlippi23AbstractMessage-passingMinCutPoolMessage-passingSpectralclustering(SC)isapopularclusterin...