CausalInferenceusingGaussianProcesseswithStructuredLatentConfoundersSamWitty1KentaTakatsu1DavidJensen1VikashMansinghka2Abstractwhileproducingdifferentestimatesoftheeffectsofanin-tervention.Thisobse...
Black-BoxVariationalInferenceasDistilledLangevinDynamicsMatthewHoffman1Yi-AnMa12AbstractrithmsareMarkovchainMonteCarlo(MCMC)andvaria-tionalInference(VI).VIchoosesafamilyoftractabledis-Variationalin...
AcceleratingLarge-ScaleInferencewithAnisotropicVectorQuantizationRuiqiGuo1PhilipSun1ErikLindgren1QuanGeng1DavidSimcha1FelixChern1SanjivKumar1Abstract(MIPS)problem,consideradatabaseX={xi}i=1,2,...,n...
AcceleratedMessagePassingforEntropy-RegularizedMAPInferenceJonathanN.Lee1AldoPacchiano2PeterBartlett23MichaelI.Jordan23AbstractInferenceinthesemodelshasmultipleapplications,rangingfromcomputervisio...
VariationalInferenceofSparseNetworkfromCountDataJulienChiquet1MahendraMariadassou2Ste´phaneRobin1Abstractoreticalgroundingsforcapturingconditionaldependencerelationshipsbetweennodes:iandjarelinked...
ValidatingCausalInferenceModelsviaInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar123AbstractFigure1.Pictorialrepresentationofourvalidationprocedure.Toestimatetheperformancesoftwocompetingmodels(m...
UnderstandingandAcceleratingParticle-BasedVariationalInferenceChangLiu1JingweiZhuo1PengyuCheng2RuiyiZhang2JunZhu1LawrenceCarin2Abstractmethods(Geman&Geman,1987;Nealetal.,2011;Welling&Teh,2011;Dinge...
SpectralApproximateInferenceSejunPark1EunhoYang234Se-YoungYun35JinwooShin134Abstract(Salakhutdinov&Larochelle,2010).MostInferenceprob-lemsarisinginGMs,e.g.,obtainingdesiredsamplesandGivenagraphical...
ScalableTrainingofInferenceNetworksforGaussian-ProcessModelsJiaxinShi1MohammadEmtiyazKhan2JunZhu1AbstractFigure1.InferencenetworksforGPsareanalternativewaytopredictoutputf∗giventestinputsx∗.Infer...
ScalableMetropolis–HastingsforExactBayesianInferencewithLargeDatasetsRobCornish1PaulVanetti1AlexandreBouchard-Coˆte´2GeorgeDeligiannidis13ArnaudDoucet13AbstractLikelihoodevaluationsperiteration1...
RobustInferenceviaGenerativeClassifiersforHandlingNoisyLabelsKiminLee1SukminYun1KibokLee2HonglakLee32BoLi4JinwooShin15Abstract2018)orwebdata(Krauseetal.,2016).Machine-generatedlabelsareoftenused;e....
RecurrentKalmanNetworks:FactorizedInferenceinHigh-DimensionalDeepFeatureSpacesPhilippBecker123HaritPandya4GregorGebhardt1ChengZhao5JamesTaylor6GerhardNeumann423Abstract1.IntroductionInordertointegr...
PredicateExchange:InferencewithDeclarativeKnowledgeZennaTavares1JavierBurroni2EdgarMinasyan3ArmandoSolarLezama1RajeshRanganath4Abstracttributionoverthreedimensionalscenes.Someformsofknowledge,sucha...
OrthogonalRandomForestforCausalInferenceMirunaOprescu1VasilisSyrgkanis1ZhiweiStevenWu2Abstractunknownnuisancefunctionthatalsoneedstobeestimatedfromdata.Examplesincludenon-parametricregression,Wepro...
Neurally-GuidedStructureInferenceSidiLu1JiayuanMao23JoshuaB.Tenenbaum245JiajunWu2AbstractAnemergingresearchtopicistodiscoverappropriatestruc-turesfromdataautomatically(Kemp&Tenenbaum,2008;Moststruc...
Multi-ObjectRepresentationLearningwithIterativeVariationalInferenceKlausGreff12RaphaëlLopezKaufman3RishabhKabra3NickWatters3ChrisBurgess3DanielZoran3LoicMatthey3MatthewBotvinick3AlexanderLerchner3...
Moment-BasedVariationalInferenceforMarkovJumpProcessesChristianWildner1HeinzKoeppl1Abstractalsoapplyacontinuousversionoftheclassicalforward-backwardalgorithmforhiddenMarkovmodels.Inthecon-Wepropose...
LR-GLM:High-DimensionalBayesianInferenceUsingLow-RankDataApproximationsBrianL.Trippe1JonathanH.Huggins2RajAgrawal1TamaraBroderick1Abstractpresenceofadiseaseoramedicalpractitionermaywishtounderstand...
LowLatencyPrivacyPreservingInferenceAlonBrutzkus1OrenElisha2RanGilad-Bachrach3Abstractdictionservice,whichshouldbecapableofoperatingontheencrypteddatawithouthavingaccesstotherawdata.Whenapplyingmac...
LocallyPrivateBayesianInferenceforCountModelsAaronSchein1ZhiweiStevenWu2AlexandraSchofield3MingyuanZhou4HannaWallach5AbstractTowardthatend,wepresentamethodforprivacy-preservingBayesianInferenceforP...