SourceSeparationwithDeepGenerativePriorsVivekJayaramJohnThickstunAbstractWithnofurtherconstraintsorregularization,solvingEqua-tion(1)forxishighlyunderdetermined.Classical“blind”Despitesubstantial...
SimGANs:Simulator-BasedGenerativeAdversarialNetworksforECGSynthesistoImproveDeepECGClassificationTomerGolany1DanielFreedman2KiraRadinsky1Abstractonvarioustasks(Gabrilovich&Markovitch,2009;Zhangetal...
SequentialTransferinReinforcementLearningwithaGenerativeModelAndreaTirinzoni1RiccardoPoiani1MarcelloRestelli1AbstractAkeyquestioniswhatandhowknowledgeshouldbetrans-ferred(Taylor&Stone,2009).Asforth...
ScalableDeepGenerativeModelingforSparseGraphsHanjunDai1AzadeNazi1YujiaLi2BoDai1DaleSchuurmans1AbstractClassicalGenerativemodelsofgraphs,basedonrandomgraphtheory(Erdo˝s&Re´nyi,1960;Baraba´si&Albe...
RobustOne-BitRecoveryviaReLUGenerativeNetworks:Near-OptimalStatisticalRateandGlobalLandscapeAnalysisShuangQiu1XiaohanWei2ZhuoranYang3Abstract1.IntroductionWestudytherobustone-bitcompressedsens-Quan...
ReliableFidelityandDiversityMetricsforGenerativeModelsMuhammadFerjadNaeem12SeongJoonOh1YoungjungUh1YunjeyChoi1JaejunYoo13AbstractNonetheless,theremustbesomemeasurementofthequalityofGenerativemodels...
PolyGen:AnAutoregressiveGenerativeModelof3DMeshesCharlieNash1YaroslavGanin1S.M.AliEslami1PeterW.Battaglia1AbstractFigure1.Classconditionaln-gonmeshesgeneratedbyPolyGen.Polygonmeshesareanefficientre...
PerceptualGenerativeAutoencodersZijunZhang1RuixiangZhang2ZongpengLi3YoshuaBengio2LiamPaull2Abstracteffortshavebeendevotedtoaddressingthesechallenges(Salimansetal.,2016;Arjovskyetal.,2017;GulrajaniM...
OptimizingDynamicStructureswithBayesianGenerativeSearchMinhHoang1CarlKingsford2Abstractspaceofarchitecturesencompassesneuralnetworkdesignchoicessuchasthenumberofhiddenlayers,dimensionKernelselectio...
OnBreakingDeepGenerativeModel-basedDefensesandBeyondYanzhiChen1RenjieXie2ZhanxingZhu3Abstract2018),featuredenoising(Liaoetal.,2018;Xieetal.,2019),randomizedsmoothing(Salmanetal.,2019;Cohenetal.,Dee...
ImprovingGenerativeImaginationinObject-CentricWorldModelsZhixuanLin12Yi-FuWu1SkandPeri1BofengFu13JindongJiang1SungjinAhn14AbstractTable1.Summaryofabilitiesaddressedinthepreviousmodels.Inthetable,‘...
InvertibleGenerativemodelsforinverseproblems:mitigatingrepresentationerroranddatasetbiasMuhammadAsim1MaxDaniels2OscarLeong3AliAhmed†1PaulHand†2Abstract1.IntroductionTrainedGenerativemodelshavesho...
IntrinsicRewardDrivenImitationLearningviaGenerativeModel2020.02.05XingruiYu1YuemingLyu1IvorW.Tsang1AbstractBeyondExpertImitationlearninginahigh-dimensionalenviron-ExpertLevelmentischallenging.Mosti...
InfoGAN-CRandModelCentrality:Self-supervisedModelTrainingandSelectionforDisentanglingGANsZinanLin1KiranK.Thekumparampil2GiuliaFanti1SewoongOh3Abstract1.IntroductionDisentangledGenerativemodelsmapal...
ImplicitGenerativeModelingforEfficientExplorationNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractficiency.Agentsareoftentrainedformillions,orevenbil-lionsofsimulationstepsbeforeachievingreasonableper...
GenerativeTeachingNetworks:AcceleratingNeuralArchitectureSearchbyLearningtoGenerateSyntheticTrainingDataFelipePetroskiSuch1AdityaRawal1JoelLehman1KennethO.Stanley1JeffClune12Abstract1.Introductiona...
GenerativeAdversarialImitationLearningwithNeuralNetworkParameterization:GlobalOptimalityandConvergenceRateYufengZhang1QiCai1ZhuoranYang2ZhaoranWang1Abstractoptimalpolicy.IRLformulatesILasabilevelop...
GenerativePretrainingfromPixelsMarkChen1AlecRadford1RewonChild1JeffWu1HeewooJun1DavidLuan1IlyaSutskever1Abstractonthebenefitsofdeepunsupervisedrepresentationsandre-portedstrongresultsusingasinglela...
GenerativeFlowswithMatrixExponentialChangyiXiao1LigangLiu1Abstractflowsmodels.Therearetwoprinciplesthatshouldbefol-lowed.First,theJacobiandeterminantshouldbecomputedGenerativeflowsmodelsenjoythepro...
FairGenerativeModelingviaWeakSupervisionKristyChoi1AdityaGrover1TrishaSingh2RuiShu1StefanoErmon1Abstractdiscriminatorynatureofsuchsystemsandwaystomitigateit(Podestaetal.,2014).Forexample,somenatura...