UnsupervisedPartRepresentationbyFlowCapsulesSaraSabour12AndreaTagliasacchi12SorooshYazdani1GeoffreyE.Hinton12DavidJ.Fleet12AbstractFigure1:Self-supervisedtrainingforlearningprimarycapsules:Animagee...
UnderstandingtheDynamicsofGradientFlowinOverparameterizedLinearModelsSalmaTarmoun12GuilhermeFranc¸a13BenjaminHaeffele14Rene´Vidal14Abstractathoroughanalysisofthedynamicsofoptimizationmeth-ods,suc...
RNNwithParticleFlowforProbabilisticSpatio-temporalForecastingSoumyasundarPal†1LihengMa†1YingxueZhang2MarkCoates1Abstract2016;Kipf&Welling,2017).Recentworksestablishthatgraph-basedspatio-temporalm...
PROGRAML:AGraph-basedProgramRepresentationforDataFlowAnalysisandCompilerOptimizationsChrisCummins1ZachariasV.Fisches2TalBen-Nun2TorstenHoefler2MichaelO’Boyle3HughLeather1AbstractInputProgramOutput...
LearningNodeRepresentationsUsingStationaryFlowPredictiononLargePaymentandCashTransactionNetworksCiwanCeylan12SallaFranze´n2FlorianT.Pokorny1AbstractannualGDP(UnitedNationsofficeondrugsandcrime,201...
GraphDF:ADiscreteFlowModelforMolecularGraphGenerationYouzhiLuo1KeqiangYan1ShuiwangJi1Abstractdatatocontinuousdatabyaddingreal-valuednoise.How-ever,suchdequantizationprocessingpreventsmodelsfromWeco...
DecomposableSubmodularFunctionMinimizationviaMaximumFlowKyriakosAxiotis1AdamKarczmarz2AnishMukherjee2PiotrSankowski342AdrianVladu56Abstractimagesegmentation(Aroraetal.,2012;Shanuetal.,2016),cluster...
TheImplicitRegularizationofStochasticGradientFlowforLeastSquaresAlnurAli1EdgarDobriban2RyanJ.Tibshirani3Abstractgeneratedbysequentialoptimizationalgorithmsmayserveascheapapproximationstothemoreexpe...
p-NormFlowDiffusionforLocalGraphClusteringKimonFountoulakis1DiWang2ShenghaoYang1Abstract1.IntroductionLocalgraphclusteringandthecloselyrelatedseedGraphsareubiquitouswhenitcomestomodelingrelation-se...
ACFlow:FlowModelsforArbitraryConditionalLikelihoodsYangLi1ShoaibAkbar2JunierB.Oliva1Abstractchinelearning.Thesemodelslearnanapproximationoftheunderlyingdatadistributionandarecapableofdrawingre-Unde...
Sum-of-SquaresPolynomialFlowPriyankJaini123KiraA.Selby12YaoliangYu12Abstractpushesforwarda(simple)sourceprobabilitydensity(ormeasure,ingeneral)toatargetdensitysuchthatcomputingTriangularmapisarecen...
FlowaveNet:AGenerativeFlowforRawAudioSungwonKim1Sang-gilLee1JongyoonSong1JaehyeonKim2SungrohYoon13Abstractetal.,2018;Ariketal.,2017b;a;Pingetal.,2017;Jiaetal.,2018).However,thepracticalapplicationo...
EstimatingInformationFlowinDeepNeuralNetworksZivGoldfeld12EwoutvandenBerg23KristjanGreenewald23IgorMelnyk23NamNguyen23BrianKingsbury23YuryPolyanskiy12Abstractetal.,2018;Achille&Soatto,2018).Mutuali...
DeepGenerativeLearningviaVariationalGradientFlowYuanGao1YulingJiao2YangWang3YaoWang4CanYang3ShunkangZhang3Abstract1.IntroductionWeproposeaframeworktolearndeepgenerativeLearningthegenerativemodel,i....
AcceleratedFlowforProbabilityDistributionsAmirhosseinTaghvaei1PrashantG.Mehta1AbstractInthispaper,weproposeamethodologyandnumericalalgorithmsthatachieveacceleratedgradientflowsontheThispaperpresent...