Implicit-PDF:Non-ParametricRepresentationofProbabilityDistributionsontheRotationManifoldKieranMurphy1CarlosEsteves1VarunJampani1SrikumarRamalingam1AmeeshMakadia1Abstract2018).Aquintessentialexample...
DatasetDynamicsviaGradientFlowsinProbabilitySpaceDavidAlvarez-Melis1Nicolo`Fusi1Abstract2019),datasetpooling,orinstancemixing(Zhangetal.,2018).Ontheotherhand—andourprincipalmotivationinVariousmach...
OptimalBoundsbetweenf-DivergencesandIntegralProbabilityMetricsRohitAgrawal1ThibautHorel2Abstractdivergencebetweentwodistributionsµandνasanav-eragecostofthelikelihoodratio,thatis,Iφ(µν):=Thefam...
BeingBayesianaboutCategoricalProbabilityTaejongJoo1UijungChung1Min-GwanSeo1AbstractBayesianNNs(BNNs;MacKay,1992)canaddresstheaforementionedissuesofsoftmax.BNNsprovidequan-Neuralnetworksutilizetheso...
AdaptiveSamplingforEstimatingProbabilityDistributionsShubhanshuShekhar1TaraJavidi1MohammadGhavamzadeh2Abstractsomesuchapplications.(1)OpinionPolling:SupposethereareKgroupsofvoterswhohavedifferentpr...
ProbabilityFunctionalDescent:AUnifyingPerspectiveonGANs,VariationalInference,andReinforcementLearningCaseyChu1JoseBlanchet2PeterGlynn2Abstractreinforcementlearning.Thegoalofthispaperistoprovideauni...
EfficientlearningofsmoothProbabilityfunctionsfromBernoullitestswithguaranteesPaulRolland1AliKavis1AlexImmer1AdishSingla2VolkanCevher1Abstractgrowscubiclywiththenumberoftests,andcanthusbeinapplicabl...
AcceleratedFlowforProbabilityDistributionsAmirhosseinTaghvaei1PrashantG.Mehta1AbstractInthispaper,weproposeamethodologyandnumericalalgorithmsthatachieveacceleratedgradientflowsontheThispaperpresent...
UnimodalProbabilityDistributionsforDeepOrdinalClassificationChristopherBeckham1ChristopherPal1Abstractotherclassesmaynotnecessarilymakesenseincontext.WepresentanexampleofthisinFigure1,showingthreeP...