GraphResistanceandLearningfromPairwiseComparisonsJulienM.Hendrickx∗,†AlexOlshevsky†VenkateshSaligrama†Abstractforoneproductoveranothercanbethoughtofastheout-comeofacomparison.Becausecustomersar...
GraphU-NetsHongyangGao1ShuiwangJi1Abstractvision(Heetal.,2017;Huangetal.,2017)andnaturallan-guageprocessing(Bahdanauetal.,2015).OnecommonWeconsidertheproblemofrepresentationlearn-propertybehindthes...
GraphMatchingNetworksforLearningtheSimilarityofGraphStructuredObjectsYujiaLi1ChenjieGu1ThomasDullien2OriolVinyals1PushmeetKohli1AbstractInthepastfewyearsGraphneuralnetworks(GNNs)haveemergedasaneffe...
GraphElementNetworks:adaptive,structuredcomputationandmemoryFerranAlet1AdarshK.Jeewajee1MariaBauza2AlbertoRodriguez2Toma´sLozano-Pe´rez1LesliePackKaelbling1Abstractofentity(suchasbodies,linksorpa...
GraphConvolutionalGaussianProcessesIanWalker1BenGlocker1Abstractthedimensionalityoftheinputinaprincipledmanner,in-spiredbyrecentworkingeometricdeeplearning(BronsteinWeproposeanovelBayesiannonparame...
GeometricScatteringforGraphDataAnalysisFengGao12GuyWolf3MatthewHirn14Abstractwardsprocessingbigstructured-signaldata,includingaudioandvideoprocessing.See,e.g.,Goodfellowetal.(2016,Weexplorethegener...
FastIncrementalvonNeumannGraphEntropyComputation:Theory,Algorithm,andApplicationsPin-YuChen1LingfeiWu1SijiaLiu1IndikaRajapakse2AbstractfeaturesembeddedinGraphs.Inparticular,evaluatingsim-ilaritybet...
DisentangledGraphConvolutionalNetworksJianxinMa1PengCui1KunKuang1XinWang1WenwuZhu1Abstracttheirend-to-endnatureandadoptionofdeeparchitectures.Theformationofareal-worldGraphtypicallyDespitetheirenor...
DAG-GNN:DAGStructureLearningwithGraphNeuralNetworksYueYu1JieChen23TianGao3MoYu3Abstract1988)withmanyapplicationsinmedicine,genetics,eco-nomics,andepidemics.ItsstructurelearningproblemisLearningafai...
CompositionalFairnessConstraintsforGraphEmbeddingsAvishekJoeyBose12WilliamL.Hamilton123AbstractSensitiveAttributesLearninghigh-qualitynodeembeddingsisakeybuildingblockformachinelearningmodelsthatGe...
Circuit-GNN:GraphNeuralNetworksforDistributedCircuitDesignGuoZhang1HaoHe1DinaKatabi1Abstractx3x3WepresentCircuit-GNN,aGraphneuralnetworkx1x4x(GNN)modelfordesigningdistributedcircuits.1x2Today,desig...
AdversarialAttacksonNodeEmbeddingsviaGraphPoisoningAleksandarBojchevski1StephanGu¨nnemann1Abstract&Wagner,2017;Liangetal.,2018;Cisse´etal.,2017;Linetal.,2017;Chenetal.,2017a).Thegoalofnetworkrepr...
APersistentWeisfeiler–LehmanProcedureforGraphClassificationBastianRieck1ChristianBock1KarstenBorgwardt1Abstractpaths(Borgwardt&Kriegel2005),torandomwalks(Gärt-neretal.2003,Kashimaetal.2003,Sugiya...
StochasticTrainingofGraphConvolutionalNetworkswithVarianceReductionJianfeiChen1JunZhu1LeSong23AbstractdonotusetheGraphstructure,andGraphembeddingap-proaches(Perozzietal.,2014;Tangetal.,2015;Grover&...
Out-of-sampleextensionofGraphadjacencyspectralembeddingKeithLevin1FarbodRoosta-Khorasani23MichaelW.Mahoney34CareyE.Priebe5Abstractvector,namelyitscorrespondingcolumn(orrow)inad-jacencymatrixA∈{0,1...
JunctionTreeVariationalAutoencoderforMolecularGraphGenerationWengongJin1ReginaBarzilay1TommiJaakkola1AbstractFigure1.TwoalmostidenticalmoleculeswithmarkedlydifferentcanonicalSMILESinRDKit.Theeditdi...
ImprovedLarge-ScaleGraphLearningthroughRidgeSpectralSparsificationDanieleCalandriello12IoannisKoutis3AlessandroLazaric4MichalValko1Abstractclustering(SC,VonLuxburg2007).TheintuitionbehindGraph-base...
GraphNetworksasLearnablePhysicsEnginesforInferenceandControlAlvaroSanchez-Gonzalez1NicolasHeess1JostTobiasSpringenberg1JoshMerel1MartinRiedmiller1RaiaHadsell1PeterBattaglia1AbstractPendulumCartpole...
ContextualGraphMarkovModel:ADeepandGenerativeApproachtoGraphProcessingDavideBacciu1FedericoErrica1AlessioMicheli1AbstractMarkovModel(Bacciuetal.,2012a)andtheconstructiveapproachofNeuralNetworkforGr...