UnbiasedGradientEstimationinUnrolledComputationgraphswithPersistentEvolutionStrategiesPaulVicol12LukeMetz2JaschaSohl-Dickstein2AbstractZipser,1989;Tallec&Ollivier,2017a;Mujikaetal.,2018;Benzingetal...
DeepWalkingBackwards:FromNodeEmbeddingsBacktographsSudhanshuChanpuriya1CameronMusco1KonstantinosSotiropoulos2CharalamposE.Tsourakakis23AbstractSaul,2000)usespectralembeddingsderivedforthegraphLapla...
CompositionalVideoSynthesiswithActiongraphsAmirBar1RoeiHerzig1XiaolongWang23AnnaRohrbach3GalChechik45TrevorDarrell3AmirGloberson1AbstractFigure1.WeproposeanewtaskcalledActionGraphtoVideo.Torepresen...
ScalableDeepGenerativeModelingforSparsegraphsHanjunDai1AzadeNazi1YujiaLi2BoDai1DaleSchuurmans1AbstractClassicalgenerativemodelsofgraphs,basedonrandomgraphtheory(Erdo˝s&Re´nyi,1960;Baraba´si&Albe...
QuantizedDecentralizedStochasticLearningoverDirectedgraphsHosseinTaheri1AryanMokhtari2HamedHassani3RamtinPedarsani1Abstractdecentralizedlearningistooptimizeafunctionf:Rd→Rdefinedastheaverageoffunc...
OnlineLearningwithDependentStochasticFeedbackgraphsCorinnaCortes1GiuliaDeSalvo1ClaudioGentile1MehryarMohri1NingshanZhang2AbstractofonlinelearningintroducedbyMannor&Shamir(2011),wherelossobservabili...
LearningMixturesofgraphsfromEpidemicCascadesJessicaHoffmann1SoumyaBasu1SurbhiGoel1ConstantineCaramanis1AbstractRodriguezetal.,2013;Chengetal.,2014;Zhaoetal.,2015;Liuetal.,2019),detectingthem(Arias-...
HierarchicalGenerationofMoleculargraphsusingStructuralMotifsWengongJin1ReginaBarzilay1TommiJaakkola1Abstractgradientsacrosstheiterativesteps.Graphgenerationtechniquesareincreasinglybe-Largemolecule...
Goodness-of-FitTestsforInhomogeneousRandomgraphsSohamDan1BhaswarB.Bhattacharya2Abstractvertices).However,inthemodernhigh-dimensionalregime[19]thenumberofsamplesmcouldbepotentiallymuchHypothesistest...
DeepCoordinationgraphsWendelinBo¨hmer1VitalyKurin1ShimonWhiteson1AbstractConsequently,thejointvaluefunctioncanbeefficientlymaximizedifeachagentsimplyselectstheactionthatmax-Thispaperintroducesthed...
CoresetsforClusteringingraphsofBoundedTreewidthDanielBaker1VladimirBraverman1LingxiaoHuang2ShaofengH.-C.Jiang3RobertKrauthgamer3XuanWu1Abstractthesecontexts,thefocusisonedge-weightedgraphsG=(V,E)wi...
ContrastiveMulti-ViewRepresentationLearningongraphsKavehHassani1AmirHoseinKhasahmadi12Abstractworks(Kipf&Welling,2017),molecules(Duvenaudetal.,2015),andknowledgegraphs(Vivona&Hassani,2019).Weintrod...
ActiveLearningonAttributedgraphsviaGraphCognizantLogisticRegressionandPreemptiveQueryGenerationFlorenceRegol†1SoumyasundarPal1YingxueZhang2MarkCoates1Abstract1.IntroductionNodeclassificationinattr...
TensorVariableEliminationforPlatedFactorgraphsFritzObermeyer1EliBingham1MartinJankowiak1JustinChiu2NeerajPradhan1AlexanderM.Rush2NoahGoodman13AbstractInrecentyearsresearchershaveexploitedtheequival...
SpectralClusteringofSignedgraphsviaMatrixPowerMeansPedroMercado12FrancescoTudisco3MatthiasHein2Abstractexample,canexpresspositiveinteractions,likefriendshipandtrust,andnegativeones,likeenmityanddis...
LearningtoRouteinSimilaritygraphsDmitryBaranchuk12DmitryPersiyanov3AntonSinitsin14ArtemBabenko14AbstractThecurrentapproachesforefficientNNSmostlybelongtothreeseparatelinesofresearch.Thefirstfamilyo...
HyperbolicDiskEmbeddingsforDirectedAcyclicgraphsRyotaSuzuki1RyusukeTakahama1ShunOnoda1Abstractembeddingsformodelinitializationleadstoimprovementsinvariousoftasks(Kim,2014).Inthesemethods,sym-Obtain...
Graphite:IterativeGenerativeModelingofgraphsAdityaGrover1AaronZweig1StefanoErmon1Abstractneuralnetworks(Gorietal.,2005;Scarsellietal.,2009;Brunaetal.,2013).Agraphneuralnetworklearnsnode-graphsareaf...
Distributed,EgocentricRepresentationsofgraphsforDetectingCriticalStructuresRuo-ChunTzeng1Shan-HungWu2AlkaneAlcohol......AbstractAlkaneAlcohol2methylnonane5methylnoane......(asymmetric)(symmetri...
ActiveLearningwithDisagreementgraphsCorinnaCortes1GiuliaDeSalvo1ClaudioGentile1MehryarMohri12NingshanZhang3Abstractheinteractivelyselectspointstolabel.Intheon-linesetting,thelearnerreceivesasequenc...