SpectrallyApproximatingLargegraphswithSmallergraphsAndreasLoukas1PierreVandergheynst1Abstractetal.,2014;Defferrardetal.,2016;Bronsteinetal.,2017;Simonovsky&Komodakis,2017).CombiningthevaluesHowdoes...
RepresentationLearningongraphswithJumpingKnowledgeNetworksKeyuluXu1ChengtaoLi1YonglongTian1TomohiroSonobe2Ken-ichiKawarabayashi2StefanieJegelka1Abstract2017;Grover&Leskovec,2016;Tangetal.,2015).Rec...
NetGAN:GeneratinggraphsviaRandomWalksAleksandarBojchevski1OleksandrShchur1DanielZu¨gner1StephanGu¨nnemann1AbstractAnincreasinglypopularwaytoaddressthisissueinotherfieldsisbyswitchingfromexplicit(...
LearningtoCoordinatewithCoordinationgraphsinRepeatedSingle-StageMulti-AgentDecisionProblemsEugenioBargiacchi1TimothyVerstraeten1DiederikM.Roijers12AnnNowe´1HadovanHasselt3Abstractoverlapping)subse...
LearningSteady-StatesofIterativeAlgorithmsovergraphsHanjunDai1ZornitsaKozareva2BoDai1AlexanderJ.Smola2LeSong13Abstracttheresultsoftheaggregationoperator.Moregenerally,theintermediaterepresentationh...
GraphRNN:GeneratingRealisticgraphswithDeepAuto-regressiveModelsJiaxuanYou1RexYing1XiangRen2WilliamL.Hamilton1JureLeskovec1Abstractgraphsbasedonaprioristructuralassumptions(Newman,2010).However,akey...
Cost-OptimalLearningofCausalgraphsMuratKocaoglu1AlexDimakis1SriramVishwanath1AbstractSupposeshedecidestoperformaninterventiononthedietvariable.ThisentailsforcingthedesireddietaryrestrictionsWeconsi...
BayesianinferenceonrandomsimplegraphswithpowerlawdegreedistributionsJuhoLee1CreightonHeaukulani2ZoubinGhahramani23LancelotF.James4SeungjinChoi1Abstractabsenceoflinksbetweenobjectsinthenetwork.Forex...