NeuralRelationalInferenceforInteractingSystemsThomasKipf1EthanFetaya23Kuan-ChiehWang23MaxWelling14RichardZemel234AbstractObserveddynamicsInteractiongraphInteractingsystemsareprevalentinnature,fromF...
Large-ScaleCoxProcessInferenceusingVariationalFourierFeaturesSTJohn1JamesHensman1Abstractspatiotemporaldomain,whichcannotbecomputedingen-eral.Therearethreepotentialremediestothisissue.First,Gaussia...
IterativeAmortizedInferenceJosephMarino1YisongYue1StephanMandt2Abstractareamortizedacrossexamples.Intuitively,theInferencemodelencodesobservationsintolatentrepresentations,andInferencemodelsareakey...
InferenceSuboptimalityinVariationalAutoencodersChrisCremer1XuechenLi1DavidDuvenaud1AbstractFig.1forasimpleillustrationofthegaps.InFig.1,L[q]referstotheELBOevaluatedusinganamortizeddistribu-Amortize...
EfficientGradient-FreeVariationalInferenceusingPolicySearchOlegArenz1MingjunZhong2GerhardNeumann13AbstractuseitforInference,acommonapproachistouseVaria-tionalInference(VI)toapproximatethetargetdist...
CRVI:ConvexRelaxationforVariationalInferenceGhazalFazelnia1JohnPaisley1AbstractconvexitiesinvariationalInference(VI)optimizationforconjugatemodelsthatachieveneargloballyoptimalso-Wepresentanewtechn...
Continuous-TimeFlowsforEfficientInferenceandDensityEstimationChangyouChen1ChunyuanLi2LiqunChen2WenlinWang2YunchenPu2LawrenceCarin2Abstractlearnastochasticproceduretodirectlygeneratesamplesfromtheun...
CausalBanditswithPropagatingInferenceAkihiroYabe1DaisukeHatano2HannaSumita3ShinjiIto1NaonoriKakimura4TakuroFukunaga2Ken-ichiKawarabayashi5AbstractexploringtheoptimalarmA∗∈A.Theefficiencyofthestra...
BucketRenormalizationforApproximateInferenceSungsooAhn1MichaelChertkov23AdrianWeller45JinwooShin16Abstractiterative(dynamicprogramming)algorithmeliminating,i.e.summingup,variablessequentially.Inpri...
Black-BoxVariationalInferenceforStochasticDifferentialEquationsThomasRyder12AndrewGolightly1A.StephenMcGough2DennisPrangle1Abstracterrorinvolvedconvergestozeroasthegridbecomesfiner.Parameterinferen...
AugmentandReduce:StochasticInferenceforLargeCategoricalDistributionsFranciscoJ.R.Ruiz12MichalisK.Titsias3AdjiB.Dieng2DavidM.Blei2Abstractwithmanyclasses,recommendationsystemswithmanyitems,andlangua...
AccurateInferenceforAdaptiveLinearModelsYashDeshpande1LesterMackey2VasilisSyrgkanis2MattTaddy23Abstractthesample(yi,xi)i≤nisnotcompletelyrandomizedbutratheradaptivelychosen.Byadaptive,wemeanthatth...
VariationalInferenceforSparseandUndirectedModelsJohnIngraham1DeboraMarks1AbstractL0norm,L1regularizationcannotmodelthehypothesisofsparsityaswellassomeBayesianalternatives(Tipping,Undirectedgraphica...
StatisticalInferenceforIncompleteRankingData:TheCaseofRank-DependentCoarseningMohsenAhmadiFahandar1EykeHu¨llermeier1Ine´sCouso2Abstract“items”),whereasnopreferencesarerevealedaboutthere-maining...
SelectiveInferenceforSparseHigh-OrderInteractionModelsShinyaSuzumura1KazuyaNakagawa1YutaUmezu1KojiTsuda23IchiroTakeuchi13AbstractFigure1.Exampleofthetreestructureamonghigh-orderinterac-tionfeatures...
FasterGreedyMAPInferenceforDeterminantalPointProcessesInsuHan1PrabhanjanKambadur2KyoungsooPark1JinwooShin1Abstractposedetection(Kuleszaetal.,2012),clustering(Kang,2013)andtweettime-linegeneration(Y...
ExactInferenceforIntegerLatent-VariableModelsKevinWinner1DeboraSujono1DanSheldon12Abstractever,thissituationisrareandconsequently,muchresearchtodayisdevotedtogeneral-purposeapproximateInferenceGrap...
ExactMAPInferencebyAvoidingFractionalVerticesErikM.Lindgren1AlexandrosG.Dimakis1AdamKlivans2AbstracttionisgivenbyGivenagraphicalmodel,oneessentialprob-lemisMAPInference,thatis,findingthemostlik...
DropoutInferenceinBayesianNeuralNetworkswithAlpha-divergencesYingzhenLi1YarinGal12Abstractinformationcanbeused,forexample,toidentifywhenavi-sionmodelisgivenanadversarialimage(studiedbelow),Toobtain...
BayesianInferenceonrandomsimplegraphswithpowerlawdegreedistributionsJuhoLee1CreightonHeaukulani2ZoubinGhahramani23LancelotF.James4SeungjinChoi1Abstractabsenceoflinksbetweenobjectsinthenetwork.Forex...