FractalGaussianNetworks:AsparserandomGraphmodelbasedonGaussianMultiplicativeChaosSubhroshekharGhosh1KrishnakumarBalasubramanian2XiaochuanYang3Abstractubiquityofstatisticalnetworkmodelsinthemodernap...
FiedlerRegularization:LearningNeuralNetworkswithGraphSparsityEdricTam1DavidDunson1Abstractthusbeendeveloped.Thesetechniquesoftenregularizethenetworksfromaglobal/uniformperspective,e.g.weightde-Wein...
FastLearningofGraphNeuralNetworkswithGuaranteedGeneralizability:One-hidden-layerCaseShuaiZhang1MengWang1SijiaLiu2Pin-YuChen3JinjunXiong3Abstract1.IntroductionAlthoughGraphneuralnetworks(GNNs)haveGr...
FasterGraphEmbeddingsviaCoarseningMatthewFahrbach1GramozGoranci2RichardPeng3SushantSachdeva2ChiWang4AbstractWhilesomeoftheseGraphembeddingapproachesareex-plicitlybasedonmatrix-factorization(Tang&Li...
DeepGraphRandomProcessforRelational-Thinking-BasedSpeechRecognitionHengguanHuang1FuzhaoXue1HaoWang2YeWang1Abstractoninnumerableunconsciousperceptspertainingtorela-tionsbetweencurrentsensorysignalsa...
ContinuousGraphNeuralNetworksLouis-PascalA.C.Xhonneux12MengQu12JianTang134Abstracttion(Gilmeretal.,2017),andnaturallanguageunderstand-ing(MarcheggianiandTitov,2017;Yaoetal.,2019).TheThispaperbuilds...
ConstantCurvatureGraphConvolutionalNetworksGregorBachmann1GaryBe´cigneul1Octavian-EugenGanea2Abstracteigenmodes,Defferrardetal.(2016)approximatethecon-volutionalfiltersusingChebyshevpolynomialslev...
CombiningDifferentiablePDESolversandGraphNeuralNetworksforFluidFlowPredictionFilipedeAvilaBelbute-Peres1†ThomasD.Economon2†J.ZicoKolter13Abstracttationalfluiddynamics(CFD)simulations,theseequatio...
BayesianGraphNeuralNetworkswithAdaptiveConnectionSamplingArmanHasanzadeh1EhsanHajiramezanali1ShahinBoluki1MingyuanZhou2NickDuffield1KrishnaNarayanan1XiaoningQian1Abstracttwomajorlimitations:1)theyc...
ActiveLearningonAttributedGraphsviaGraphCognizantLogisticRegressionandPreemptiveQueryGenerationFlorenceRegol†1SoumyasundarPal1YingxueZhang2MarkCoates1Abstract1.IntroductionNodeclassificationinattr...
StochasticBlockmodelsmeetGraphNeuralNetworksNikhilMehta∗1LawrenceCarin1PiyushRai2Abstractsuchassocialandbiologicalnetworkanalysisandrecom-mendersystems.TheselatentstructureshelpdiscovertheStochast...
SimplifyingGraphConvolutionalNetworksFelixWu1TianyiZhang1AmauriHolandadeSouzaJr.12ChristopherFifty1TaoYu1KilianQ.Weinberger1Abstractrithmshasfollowedacleartrendfrominitialsimplicitytoneed-drivencom...
Self-AttentionGraphPoolingJunhyunLee1InyeopLee1JaewooKang1Abstractcompositionalityofgrid-structureddata(Simoncelli&Ol-shausen,2001;Bronsteinetal.,2017).Asaresult,CNNsAdvancedmethodsofapplyingdeeple...
RelationalPoolingforGraphRepresentationsRyanL.Murphy1BalasubramaniamSrinivasan2VinayakRao1BrunoRibeiro2Abstractingproblems,havingamost-powerfulframeworkforGraphrepresentationlearningwouldbeakeydeve...
Position-awareGraphNeuralNetworksJiaxuanYou1RexYing1JureLeskovec1Abstractmatrix-factorizationapproaches(Belkin&Niyogi,2002),andrandom-walkapproaches(Perozzietal.,2014).AmongLearningnodeembeddingsth...
MixHop:Higher-OrderGraphConvolutionalArchitecturesviaSparsifiedNeighborhoodMixingSamiAbu-El-Haija1BryanPerozzi2AmolKapoor2NazaninAlipourfard1KristinaLerman1HrayrHarutyunyan1GregVerSteeg1AramGalstya...
LearningDiscreteStructuresforGraphNeuralNetworksLucaFranceschi12MathiasNiepert3MassimilianoPontil12XiaoHe3Abstractclassofalgorithmsthatareabletoincorporatesparseanddiscretedependencystructuresbetwe...
ImprovedDynamicGraphLearningthroughFault-TolerantSparsificationChunJiangZhu1SabineStorandt2Kam-YiuLam3SongHan1JinboBi1Abstractβ∗=(β∗,···,βn∗)withGaussiannoises,i.e.,forevery1Graphsparsific...
Gromov-WassersteinLearningforGraphMatchingandNodeEmbeddingHongtengXu12DixinLuo2HongyuanZha3LawrenceCarin2AbstractRelationalmatchingbetweenGraphs5AnovelGromov-WassersteinlearningframeworkCost=d(A,D)...
GraphNeuralNetworkforMusicScoreDataandModelingExpressivePianoPerformanceDasaemJeong1TaegyunKwon1YoojinKim1JuhanNam1AbstractingeneralandqualitativedirectionssuchasAllegro,orpococrescendo.Therefore,m...