ExponentialReductioninSampleComplexitywithLearningofIsingModelDynamicsArkopalDutt1AndreyY.Lokhov2MarcVuffray2SidhantMisra2Abstractmeasurementsandexperiments.Asthesesamplesaretime-consumingorcostlyt...
ExponentialLowerBoundsforBatchReinforcementLearning:BatchRLcanbeExponentiallyHarderthanOnlineRLAndreaZanette1AbstractweconsidertwoclassicalbatchRLproblems:1)theoff-policyevaluation(OPE)problem,wher...
DisambiguationofWeakSupervisionleadingtoExponentialConvergenceratesVivienCabannes1FrancisBach1AlessandroRudi1Abstractsupervisedlearningareusuallybasedoncleverheuristics,andtheoreticalfoundationsofl...
ASecondlookatExponentialandCosineStepSizes:Simplicity,Adaptivity,andPerformanceXiaoyuLi∗1ZhenxunZhuang∗2FrancescoOrabona123Abstracttypicallybetterscalewiththecomplexityofthepredic-torsandtheamoun...
TheContinuousCategorical:ANovelSimplex-ValuedExponentialFamilyElliottGordon-Rodriguez1GabrielLoaiza-Ganem2JohnP.Cunningham1Abstractcalrelevanceacrossthenaturalandsocialsciences(seePawlowsky-Glahn&E...
OptimalDifferentialPrivacyCompositionforExponentialMechanismsJinshuoDong12DavidDurfee2RyanRogers2Abstractsuchashyperparameterselection(LiuandTalwar,2019),privatePCA(Chaudhurietal.,2013),syntheticda...
GenerativeFlowswithMatrixExponentialChangyiXiao1LigangLiu1Abstractflowsmodels.Therearetwoprinciplesthatshouldbefol-lowed.First,theJacobiandeterminantshouldbecomputedGenerativeflowsmodelsenjoythepro...
AllintheExponentialFamily:BregmanDualityinThermodynamicVariationalInferenceRobBrekelmans1VadenMasrani2FrankWood2GregVerSteeg1AramGalstyan1AbstractFigure1.TheoriginalTVOpaperrecommendedusingtwoparti...
SupervisedHierarchicalClusteringwithExponentialLinkageNishantYadav1AriKobren1NicholasMonath1AndrewMcCallum1Abstractlabeleddataandthenusedbyaclusteringalgorithmtoparti-tionunlabeleddata(Finley&Joach...
LearningDeepKernelsforExponentialFamilyDensitiesLiK.Wenliang1DougalJ.Sutherland1HeikoStrathmann1ArthurGretton1AbstractducingkernelHilbertspace.Choosingafinite-dimensionalkernelrecoversanyclassicale...
BenefitsandPitfallsoftheExponentialMechanismwithApplicationstoHilbertSpacesandFunctionalPCAJordanAwan1AnaKenney1MatthewReimherr1AleksandraSlavkovic´1AbstractGaboardietal.,2016;Awan&Slavkovic´,201...
FastGradient-BasedMethodswithExponentialRate:AHybridControlFrameworkArmanSharifiKolarijani1PeymanMohajerinEsfahani1Tama´sKeciczky1Abstracttheanalysisanddesignofoptimizationalgorithms.Con-sideranit...
Zero-InflatedExponentialFamilyEmbeddingsLi-PingLiu12DavidM.Blei1AbstractInarecentpaper,Rudolphetal.(2016)developedexpo-nentialfamilyembeddings.TheirworkcastsembeddingsWordembeddingsareawidely-usedt...