VariationalAutoencoderswithRiemannianBrownianMotionPriorsDimitrisKalatzis1DavidEklund2GeorgiosArvanitidis3SørenHauberg1AbstractFigure1.ThelatentspacePriorsoftwoVAEstrainedonthedigit1fromMNIST.Left...
SourceSeparationwithDeepGenerativePriorsVivekJayaramJohnThickstunAbstractWithnofurtherconstraintsorregularization,solvingEqua-tion(1)forxishighlyunderdetermined.Classical“blind”Despitesubstantial...
UnderstandingPriorsinBayesianNeuralNetworksattheUnitLevelMariiaVladimirova12JakobVerbeek1PabloMesejo3JulyanArbel1AbstractworksonBayesianneuralnetworks(Neal,1992;MacKay,1992).Thereisalargevarietyofa...
Task-AgnosticDynamicsPriorsforDeepReinforcementLearningYilunDu1KarthikNarasimhan2Abstracttt+1Whilemodel-baseddeepreinforcementlearningFigure1.Twodifferentenvironmentswithobjectdynamicsthat(RL)holds...
RandomFunctionPriorsforCorrelationModelingAonanZhang1JohnPaisley1Abstracttopics,whereZnkrepresentstheproportionofwordsindocumentnsampledfromtopick.Insparsefactormod-Thelikelihoodmodelofhighdimensio...
Non-ParametricPriorsForGenerativeAdversarialNetworksRajhansSingh1PavanTuraga12SurenJayasuriya12RaviGarg3MartinW.Braun3Abstractpointsinhigh-dimensionalspacewithdistributionsmatch-ingreal-data.Inpart...
CognitiveModelPriorsforPredictingHumanDecisionsDavidD.Bourgin1JoshuaC.Peterson2DanielReichman2StuartJ.Russell1ThomasL.Griffiths2Abstract1.IntroductionHumandecision-makingunderliesalleconomicWhichga...
Meta-LearningbyAdjustingPriorsBasedonExtendedPAC-BayesTheoryRonAmit1RonMeir1Abstractconstraints,e.g.,convolutionsandweightsharing(LeCunetal.,2015).However,oftentherelevantpriorinformationInmeta-lea...
InvestigatingHumanPriorsforPlayingVideoGamesRachitDubey1PulkitAgrawal1DeepakPathak1ThomasL.Griffiths1AlexeiA.Efros1AbstractFigure1.Motivatingexample.(a)Asimpleplatformergame.(b)Thesamegamemodifiedb...