QuantumAlgorithmsforReinforcementLearningwithaGenerativeModelDaochenWang1AarthiSundaram2RobinKothari2AshishKapoor3MartinRoetteler2Abstractfasteralgorithmsforcertaintaskslikesearchandfactor-ing(Grov...
ProvableLipschitzCertificationforGenerativeModelsMattJordan1AlexandrosG.Dimakis1Abstractthroughavarietyofnonlinearoperatorsandrelatethistoa2-dimensionalgeometricproblemthatwesolveop-Wepresentascala...
PriorImage-ConstrainedReconstructionusingStyle-BasedGenerativeModelsVarunA.Kelkar1MarkA.Anastasio1Abstractqualityofimagesgenerated,invertibilityandimagerepre-sentation,andameaningfulcontrolofsemant...
OvercomingCatastrophicForgettingbyBayesianGenerativeRegularizationPatrickH.Chen1WeiWei2Cho-jui,Hsieh1BoDai3Abstractelsfailtotacklecontinuallearningwiththephenomenonofcatastrophicforgetting,wheredee...
ObjectSegmentationWithoutLabelswithLarge-ScaleGenerativeModelsAndreyVoynov1StanislavMorozov1ArtemBabenko1Abstractmodelstoperformlabel-freeobjectsegmentation,wheregroundtruthpixel-levellabelsareexpe...
NeRF-VAE:AGeometryAware3DSceneGenerativeModelAdamR.Kosiorek1HeikoStrathmann1DanielZoran1PolMoreno1RosaliaSchneider1SonˇaMokrá1DaniloJ.Rezende1Abstractticsofthebackground.Theresultingrepresentatio...
MultiscaleInvertibleGenerativeNetworksforHigh-DimensionalBayesianInferenceShumaoZhang1PengchuanZhang2ThomasY.Hou1AbstractwhereListhelikelihoodgivenasWeproposeaMultiscaleInvertibleGenerativeL(yx)=N(...
GenerativeVideoTransformer:CanObjectsbetheWords?Yi-FuWu1JaesikYoon12SungjinAhn13AbstractinteresttodevelopananalogousGenerativepre-trainingpro-cedureforvideos,thecomputationaloverheadindealingTransf...
GenerativeCausalExplanationsforGraphNeuralNetworksWanyuLin12HaoLan2BaochunLi2AbstractDespitetheirpracticalsuccess,mostGNNsaredeployedasblackboxes,lackingexplicitdeclarativeknowledgerepre-Thispaperp...
GenerativeParticleVariationalInferenceviaEstimationofFunctionalGradientsNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractnetworktraininginordertoprovideaprincipledwaytoas-sessmodeluncertainty.Thegoali...
GenerativeAdversarialNetworksforMarkovianTemporalDynamics:StochasticContinuousDataGenerationSungWooPark1DongWookShu1JunseokKwon1AbstractprobabilitydistributionXt∼pt,whichhasthefollowingformulation...
GenerativeAdversarialTransformersDrewA.Hudson§1C.LawrenceZitnick2AbstractFigure1.SampleimagesgeneratedbytheGANsformer,alongwithavisualizationofthemodelattentionmaps.WeintroducetheGANsformer,anovel...
EfficientGenerativeModellingofProteinStructureFragmentsusingaDeepMarkovModelChristianB.Thygesen12AhmadSalimAl-Sibahi1ChristianS.Steenmanns2LysS.Moreta1AndersB.Sørensen2ThomasHamelryck13Abstractapr...
DeepGenerativeLearningviaSchro¨dingerBridgeGefeiWang1YulingJiao2QianXu3YangWang14CanYang14AbstractChoietal.,2020),semanticimageediting(Zhuetal.,2016;Shenetal.,2020)andaudiosynthesis(VanDenOordetal...
AdversarialPurificationwithScore-basedGenerativeModelsJongminYoon1SungJuHwang12JuhoLee12Abstract2019),inwhichaclassifieristrainedwithadversarialexam-ples,isconsideredasastandarddefensemethodduetoit...
ActiveFeatureAcquisitionwithGenerativeSurrogateModelsYangLi1JunierB.Oliva1Abstractparadigmissuccessfulinamultitudeofdomains,itisincon-gruouswiththeexpectationsofmanyreal-worldintelligentManyreal-wo...
ALanguageforCounterfactualGenerativeModelsZennaTavares1JamesKoppel1XinZhang2RiaDas1ArmandoSolar-Lezama1AbstractFigure1:Aspeedingdriver(Left:driver’sview)crashesintoapedestrian(yellow)emergingfromb...
AUnifiedGenerativeAdversarialNetworkTrainingviaSelf-LabelingandSelf-AttentionTomokiWatanabe1PaoloFavaro2Abstractgeneratesamplesfromsomelatentrepresentation(typicallyasamplefromaGaussiandistribution...
AStructuredObservationDistributionforGenerativeBiologicalSequencePredictionandForecastingEliN.Weinstein1DeboraS.Marks23Abstractsequencedata,makingpredictionsaboutunobservedorfu-turesequences,andgen...
VFlow:MoreExpressiveGenerativeFlowswithVariationalDataAugmentationJianfeiChen12ChengLu1BiqiChenli12JunZhu12TianTian12AbstractInvertibletransformationstepAugmenteddimensionsTransformeddataInternalhi...