ValidCausalInferencewith(Some)InvalidInstrumentsJasonHartford1VictorVeitch2DhanyaSridhar3KevinLeyton-Brown1Abstract&Powell,2003;Darollesetal.,2011;Hartfordetal.,2017;Singhetal.,2019;Bennettetal.,20...
RegularizingtowardsCausalInvariance:LinearModelswithProxiesMichaelOberst1NikolajThams2JonasPeters2DavidSontag1AbstractβxAβyWeproposeamethodforlearninglinearmod-XαYelswhosepredictiveperformanceis...
ProximalCausalLearningwithKernels:Two-StageEstimationandMomentRestrictionAfsanehMastouri1YuchenZhu1LimorGultchin23AnnaKorba4RicardoSilva1MattJ.Kusner1ArthurGretton†1KrikamolMuandet†5AbstractGoalA...
NecessaryandSufficientConditionsforCausalFeatureSelectioninTimeSerieswithLatentCommonCausesAtalantiA.Mastakouri1Bernhard,Schölkopf12Dominik,Janzing1AbstractdiscoveryoftheCausalgraphfromdataislarge...
IntegerProgrammingforCausalStructureLearninginthePresenceofLatentVariablesRuiChen1SanjeebDash2TianGao2Abstractscore-basedandconstraint-basedapproaches.Score-basedmethodsuseascore–suchasBayesiansco...
GenerativeCausalExplanationsforGraphNeuralNetworksWanyuLin12HaoLan2BaochunLi2AbstractDespitetheirpracticalsuccess,mostGNNsaredeployedasblackboxes,lackingexplicitdeclarativeknowledgerepre-Thispaperp...
EstimatingIdentifiableCausalEffectsonMarkovEquivalenceClassthroughDoubleMachineLearningYonghanJung1JinTian2EliasBareinboim3Abstracttigateswhether,givenaCausalgraphGencodingqualitativeknowledgeabout...
DomainGeneralizationusingCausalMatchingDivyatMahajan1ShrutiTople2AmitSharma1Abstractthedifferentdomainssharesome“stable”featureswhoserelationshipwiththeoutputisinvariantacrossdomains(Pi-Inthedoma...
CausalCuriosity:RLAgentsDiscoveringSelf-supervisedExperimentsforCausalRepresentationLearningSumedhASontakke1ArashMehrjou2LaurentItti1BernhardSchölkopf2Abstractform.Thus,therehasbeenrecentinteresti...
StrategicClassificationisCausalModelinginDisguiseJohnMiller1SmithaMilli1MoritzHardt1Abstractthatexplicitlyincentiveimprovementonsometargetmea-sure(Kleinberg&Raghavan,2019;Alonetal.,2020;Kha-Consequ...
DistinguishingCausefromEffectUsingQuantiles:BivariateQuantileCausalDiscoveryNatasaTagasovska12Vale´rieChavez-Demoulin1ThibaultVatter3Abstract(a)Additive(b)Multiplicative(c)Location−ScaleCausalinf...
InvariantCausalPredictionforBlockMDPsAmyZhang123ClareLyle4ShagunSodhani3AngelosFilos4MartaKwiatkowska4JoellePineau123YarinGal4DoinaPrecup125Abstractditionsinaroommaychange,butthephysicaldynamicsoft...
Few-shotDomainAdaptationbyCausalMechanismTransferTakeshiTeshima12IsseiSato12MasashiSugiyama21AbstractFigure1:Nonparametricgen-erativemodelofnonlinearin-Westudyfew-shotsuperviseddomainadaptationdepe...
EfficientInterventionDesignforCausalDiscoverywithLatentsRaghavendraAddanki1ShivaPrasadKasiviswanathan2AndrewMcGregor1CameronMusco1Abstractmorethanthreedecades,forthesereasonsithasreceivedincreasing...
EfficientIdentificationinLinearStructuralCausalModelswithAuxiliaryCutsetsDanielKumor1CarlosCinelli2EliasBareinboim3Abstractysisinthefirstplace.Forinstance,ahealthscientistmaybeinterestedinknowingth...
DesigningOptimalDynamicTreatmentRegimes:ACausalReinforcementLearningApproachJunzheZhang1EliasBareinboim1Abstract1.IntroductionAdynamictreatmentregime(DTR)consistsofaInmedicalpractice,apatienttypica...
DeepMatch:BalancingDeepCovariateRepresentationsforCausalInferenceUsingAdversarialTrainingNathanKallus1Abstract(NNs)holdspromiseinenablingustocontrolforpotentiallycomplexrelationshipsandrichcovariat...
Cost-effectivelyIdentifyingCausalEffectsWhenOnlyResponseVariableisObservableTian-ZuoWang1Xi-ZhuWu1Sheng-JunHuang2Zhi-HuaZhou1AbstractPearlcontributedaseriesofseminalworks(Pearl,2009)inidentifyingca...
CausalStructureDiscoveryfromDistributionsArisingfromMixturesofDAGsBasilSaeed1SnigdhaPanigrahi2CarolineUhler13AbstractseparationstatementsintheDAG(knownasd-separation)throughtheMarkovproperty(Laurit...
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
