ValidCausalInferencewith(Some)InvalidInstrumentsJasonHartford1VictorVeitch2DhanyaSridhar3KevinLeyton-Brown1Abstract&Powell,2003;Darollesetal.,2011;Hartfordetal.,2017;Singhetal.,2019;Bennettetal.,20...
T-SCI:ATwo-StageConformalInferenceAlgorithmwithGuaranteedCoverageforCox-MLPJiayeTeng1ZerenTan1YangYuan12AbstractFigure1.Biasincensoring.Ignoringordeletingcensoreddata(lightgreenpoints)causesbiascom...
RobustInferenceforHigh-DimensionalLinearModelsviaResidualRandomizationY.SamuelWang1SiKaiLee1PanosToulis1MladenKolar1Abstractsamplesplittingprocedurestoformvalidp-values.Zhang&Zhang(2014),VandeGeere...
Post-SelectionInferencewithHSIC-LassoTobiasFreidling1BenjaminPoignard23He´ctorClimente-Gonza´lez3MakotoYamada34AbstractThemoststraightforwardremedyissamplesplitting,whichusesonepartofthedataformo...
On-the-FlyRectificationforRobustLarge-VocabularyTopicInferenceMoontaeLee1SungjunCho2KunDong3DavidMimno4DavidBindel5Abstractbetweenthelatentvariables(Bleietal.,2003;Airoldietal.,2008;A.Erosheva,2003...
OnSignal-to-NoiseRatioIssuesinVariationalInferenceforDeepGaussianProcessesTimG.J.Rudner1OscarKey2YarinGal1TomRainforth1Abstract.42WeshowthatthegradientestimatesusedinregtrainingDeepGaussianProcesse...
NetworkInferenceandInfluenceMaximizationfromSamplesWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstractnodescalledseedstakessomepieceofinformation(news,ideasoropinions,etc.),andtheinformationspr...
MorePowerfulandGeneralSelectiveInferenceforStepwiseFeatureSelectionUsingHomotopyMethodKazuyaSugiyama1VoNguyenLeDuy12IchiroTakeuchi12Abstractfeatureselection.Notably,Leeetal.(2016)andTibshiranietal....
OnVariationalInferenceinBiclusteringModelsGuanhuaFang,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{guanhuafang,liping11}@baidu.comAbstractstudies(Prelic´etal.,2006;GuandL...
InferenceforNetworkRegressionModelswithCommunityStructureMengjiePan1TylerH.McCormick2BaileyK.Fosdick3AbstractInthiswork,wefocusonacasewherecontinuousrelationsbetweenpairsofactorsaremodeledasalinear...
High-DimensionalGaussianProcessInferencewithDerivativesFilipdeRoos12AlexandraGessner12PhilippHennig12AbstractwhichhascausedconsiderableinterestinGPmodelingduetothewidevarietyofapplicationsinwhichde...
GenerativeParticleVariationalInferenceviaEstimationofFunctionalGradientsNealeRatzlaff1QinxunBai2LiFuxin1WeiXu2Abstractnetworktraininginordertoprovideaprincipledwaytoas-sessmodeluncertainty.Thegoali...
Label-OnlyMembershipInferenceAttacksChristopherA.Choquette-Choo1FlorianTrame`r2NicholasCarlini3NicolasPapernot1Abstractcauseharm—itleaksinformationaboutspecificindividualsinsteadoftheentirepopulat...
LabelInferenceAttacksfromLog-lossScoresAbhinavAggarwal1ShivaPrasadKasiviswanathan1ZekunXu1OluwaseyiFeyisetan1NathanaelTeissier1AbstractthatPNi=1ui,k=1.Let2[K]Nbealabeling.Then,theK-arylog-loss(or,c...
EnvironmentInferenceforInvariantLearningElliotCreager12Jo¨rn-HenrikJacobsen12RichardZemel12Abstract(a)Inferredenvironment1(b)Inferredenvironment2(mostly)landbirdsonland,and(mostly)landbirdsonwater...
EfficientIterativeAmortizedInferenceforLearningSymmetricandDisentangledMulti-ObjectRepresentationsPatrickEmami1PanHe1SanjayRanka1AnandRangarajan1Abstractforamulti-objectscene.Mosthumanscanobserveas...
DifferentiallyPrivateBayesianInferenceforGeneralizedLinearModelsTejasKulkarni1JoonasJa¨lko¨1AnttiKoskela2SamuelKaski13AnttiHonkela2Abstractontheregressioncoefficients,suchasdeterminingwhichcoeffi...
DeepReDuce:ReLUReductionforFastPrivateInferenceNandanKumarJha1ZahraGhodsi1SiddharthGarg1BrandonReagen1AbstractTest(top-1)accuracy(%)80DeepReDuceTherecentriseofprivacyconcernshasledre-75SAFENetsearc...
Context-AwareOnlineCollectiveInferenceforTemplatedGraphicalModelsCharlesDickens1ConnorPryor1EriqAugustine1AlexMiller1LiseGetoor1Abstractbyapredictor.Thesearetwoofmanyexamplesofproblemsthatarebothon...
BayesianDeepLearningviaSubnetworkInferenceErikDaxberger12EricNalisnick3JamesUrquhartAllingham1JavierAntora´n1Jose´MiguelHerna´ndez-Lobato145Abstractpresentsaprincipledwaytocaptureuncertaintyviat...