ParametricGraphforUnimodalRankingBanditCamille-SovannearyGauthier12RomaricGaudel3ElisaFromont452BoammaniAserLompo6Abstractuserattention.Typicalexamplesofsuchdisplaysare(i)alistofnews,visibleonebyon...
ParametricGaussianProcessRegressorsMartinJankowiak1GeoffPleiss2JacobR.Gardner3AbstractFigure1.WedepictGPregressorsfittoaheteroscedasticdatasetusingtwodifferentinferencealgorithms.Solidlinesdepictme...
Black-BoxVariationalInferenceasDistilledLangevinDynamicsMatthewHoffman1Yi-AnMa12AbstractrithmsareMarkovchainMonteCarlo(MCMC)andvaria-tionalinference(VI).VIchoosesafamilyoftractabledis-Variationalin...
Sample-OptimalParametricQ-LearningUsingLinearlyAdditiveFeaturesLinF.Yang1MengdiWang1Abstractthistheoretical-sharpresultdoesnotgeneralizetopracticalproblemswhereS,Acanbearbitrarilylargeorinfinite.Co...
CombiningParametricandNonParametricModelsforOff-PolicyEvaluationOmerGottesman1YaoLiu2ScottSussex1EmmaBrunskill2FinaleDoshi-Velez1Abstractjectoriesundertheevaluationpolicyviastitchingtogetheractualt...
InductiveTwo-layerModelingwithParametricBregmanTransferVigneshGanapathiraman1ZhanShi1XinhuaZhang1YaoliangYu2AbstractThefocusofthispaperisconditionalmodelingforsuper-visedlearning,wherelatentvariabl...
FastParametricLearningwithActivationMemorizationJackWRae12ChrisDyer1PeterDayan3TimothyPLillicrap12Abstractspondtoagivenclass.Whentrainedwithasupervisedloss,suchascross-entropy,eachstepofgradientdes...