ParallelandFlexibleSamplingfromAutoregressiveModelsviaLangevinDynamicsVivekJayaram1JohnThickstun1AbstractlimittheusefulnessofAutoregressivemodelsinpracticalsettings.First,ancestralsamplinghastimeco...
BANG:BridgingAutoregressiveandNon-AutoregressiveGenerationwithLargeScalePretrainingWeizhenQi12YeyunGong3JianJiao4YuYan4WeizhuChen4DayihengLiu25KewenTang4HouqiangLi1JiushengChen4RuofeiZhang4MingZhou...
AutoregressiveDenoisingDiffusionModelsforMultivariateProbabilisticTimeSeriesForecastingKashifRasul1CalvinSeward1IngmarSchuster1RolandVollgraf1AbstractTomodelthefullpredictivedistribution,methodstyp...
VariableSkippingforAutoregressiveRangeDensityEstimationEricLiang1ZonghengYang1IonStoica1PieterAbbeel12YanDuan2XiChen2AbstractBaselineMultiOrderSkippingMultiOrder+Skipping100000DeepAutoregressivemod...
TransformersareRNNs:FastAutoregressiveTransformerswithLinearAttentionAngelosKatharopoulos12ApoorvVyas12NikolaosPappas3Franc¸oisFleuret12Abstractbytheglobalreceptivefieldofself-attention,whichpro-c...
PretrainedGeneralizedAutoregressiveModelwithAdaptiveProbabilisticLabelClustersforExtremeMulti-labelTextClassificationHuiYe1ZhiyuChen1Da-HanWang2BrianD.Davison1Abstracttextfeaturesisbag-of-words(BOW...
PredictiveSamplingwithForecastingAutoregressiveModelsAukeWiggers1EmielHoogeboom23AbstractFigure1.Overviewofpredictivesampling.Asequence-so-farofARMsamplesx0,...,xi−1isextendedwithforecastsAutoregr...
PolyGen:AnAutoregressiveGenerativeModelof3DMeshesCharlieNash1YaroslavGanin1S.M.AliEslami1PeterW.Battaglia1AbstractFigure1.Classconditionaln-gonmeshesgeneratedbyPolyGen.Polygonmeshesareanefficientre...
AdversarialAttacksonProbabilisticAutoregressiveForecastingModelsRaphae¨lDang-Nhu1GagandeepSingh1PavolBielik1MartinVechev1Abstractsinglebestvaluehasseveraladvantages–itnaturallyfitstheinherentlyst...
AutoregressiveEnergyMachinesCharlieNash1ConorDurkan1Abstractcuratedensityestimationratherthansampling,andthesemodelshaveseenuseassurrogatelikelihoods(Papamakar-Neuraldensityestimatorsareflexiblefam...
TransformationAutoregressiveNetworksJunierBOliva12AvinavaDubey2ManzilZaheer2Barnaba´sPo´czos2RuslanSalakhutdinov2EricPXing2JeffSchneider2Abstract100RelativeTestLikelihoodThefundamentaltaskofgener...
PixelSNAIL:AnImprovedAutoregressiveGenerativeModelXiChen12NikhilMishra12MostafaRohaninejad12PieterAbbeel12Abstractallowmodelingcomplexdependencies.ComparedtoGANs(Goodfellowetal.,2014),neuralautoreg...
NeuralAutoregressiveFlowsChin-WeiHuang12DavidKrueger12AlexandreLacoste2AaronCourville13Abstractimplicitlosses,inthecaseofadversarialmodels(Goodfel-lowetal.,2014).(2)Inthecontextofvariationalinferen...
AutoregressiveConvolutionalNeuralNetworksforAsynchronousTimeSeriesMikołajBin´kowski12GautierMarti23PhilippeDonnat2Abstractneuralnetworks(CNNs),(Lecunetal.,1998)inmodelingtheconditionalmeanofthedi...
AutoregressiveQuantileNetworksforGenerativeModelingGeorgOstrovski1WillDabney1Re´miMunos1AbstractInthispaper,wepresentanovelapproachtogenerativemod-eling,that,whilestrikinglydifferentfromexistingme...
ParallelMultiscaleAutoregressiveDensityEstimationScottReed1Aa¨ronvandenOord1NalKalchbrenner1SergioGo´mezColmenarejo1ZiyuWang1YutianChen1DanBelov1NandodeFreitas1Abstract“Ayellowbirdwithablackhead...