OptimalCounterfactualExplanationsinTreeEnsemblesAxelParmentier1ThibautVidal23AbstracttriggeredextensiveresearchonalgorithmicrecourseandCounterfactualexplanations(see,e.g.,Wachteretal.,2018;Counterf...
CounterfactualCreditAssignmentinModel-FreeReinforcementLearningThomasMesnard1ThéophaneWeber1FabioViola1ShantanuThakoor1AlaaSaade1AnnaHarutyunyan1WillDabney1TomStepleton1NicolasHeess1ArthurGuez1Ér...
Causality-awareCounterfactualconfoundingadjustmentasanalternativetolinearresidualizationinanticausalpredictiontasksbasedonlinearlearnersEliasChaibubNeto1Abstractinneuroimagestudies1.Linearresiduali...
ALanguageforCounterfactualGenerativeModelsZennaTavares1JamesKoppel1XinZhang2RiaDas1ArmandoSolar-Lezama1AbstractFigure1:Aspeedingdriver(Left:driver’sview)crashesintoapedestrian(yellow)emergingfromb...
CounterfactualCross-Validation:StableModelSelectionProcedureforCausalInferenceModelsYutaSaito1ShotaYasui2Abstractaslabeltotrainpredictionmodels.MostpreviousstudiesrelatedtotheCATEpredictionfocusedo...
Stable-PredictiveOptimisticCounterfactualRegretMinimizationGabrieleFarina1ChristianKroer2NoamBrown1TuomasSandholm1345Abstractwereusedasanessentialingredientforallrecentmilestonesinthebenchmarkdomai...
DeepCounterfactualRegretMinimizationNoamBrown12AdamLerer1SamGross1TuomasSandholm23Abstractintwo-playerzero-sumgames.FormsoftabularCFRhavebeenusedinallrecentmilestonesinthebenchmarkdomainCounterfact...
CounterfactualVisualExplanationsYashGoyal1ZiyanWu2JanErnst2DhruvBatra1DeviParikh1StefanLee1AbstractFigure1.OurapproachgeneratesCounterfactualvisualexplana-tionsforaqueryimageI(left)–explainingwhyt...
CounterfactualOff-PolicyEvaluationwithGumbel-MaxStructuralCausalModelsMichaelOberst1DavidSontag1Abstractoptimistically,arethereliveswhichcouldhavebeensaved?Thisquestionbecomesincreasinglyrelevant,w...
BayesianCounterfactualRiskMinimizationBenLondon1TedSandler1AbstractThegoalofCRMistolearnapolicyfromdatathatwasloggedbyapreviouspolicysoastomaximizeexpectedWepresentaBayesianviewofCounterfactualrewa...
DeepIV:AFlexibleApproachforCounterfactualPredictionJasonHartford1GregLewis2KevinLeyton-Brown1MattTaddy2Abstractdatatooptimizethepricesitchargesitscustomers:inthiscase,priceisthetreatmentvariableand...
CounterfactualData-FusionforOnlineReinforcementLearnersAndrewForney1JudeaPearl1EliasBareinboim2AbstractInthiswork,westudytheconditionsunderwhichdatacol-lectedunderheterogeneousconditions(tobedefine...