ConditionalDistributionalTreatmenteffectwithKernelConditionalMeanEmbeddingsandU-StatisticRegressionJunhyungPark1UriShalit2BernhardScho¨lkopf1KrikamolMuandet1Abstractontheanalysisoftheaveragetreatm...
BudgetedHeterogeneousTreatmenteffectEstimationTianQin1Tian-ZuoWang1Zhi-HuaZhou1Abstractmentassignmentisrandomized,sotheestimatescanbereadilyobtained.However,RCTsareoftencostlytorun,Heterogeneoustre...
TheeffectofNaturalDistributionShiftonQuestionAnsweringModelsJohnMiller1KarlKrauth1BenjaminRecht1LudwigSchmidt1AbstractmerelytoobtainhighscoresontheSQuADleaderboard,butrathertogeneralizetonewexample...
SearchingtoExploitMemorizationeffectinLearningwithNoisyLabelsQuanmingYao1HansiYang2BoHan34GangNiu4JamesT.Kwok5Abstractgeneralizationperformance(Zhangetal.,2016;Arpitetal.,2017;Jiangetal.,2018).Samp...
EstimatingtheNumberandeffectSizesofNon-nullHypothesesJenniferBrennan1RamyaKorlakaiVinayak1KevinJamieson1AbstractForexample,supposeascientistwouldliketotest10,000Westudytheproblemofestimatingthedist...
Cost-effectivelyIdentifyingCausaleffectsWhenOnlyResponseVariableisObservableTian-ZuoWang1Xi-ZhuWu1Sheng-JunHuang2Zhi-HuaZhou1AbstractPearlcontributedaseriesofseminalworks(Pearl,2009)inidentifyingca...
CausaleffectEstimationandOptimalDoseSuggestionsinMobileHealthInternationalConferenceonMachineLearning(ICML2020)LiangyuZhu1WenbinLu1RuiSong1Abstract1990;Liangetal.,1992;Schafer,2006).GEEenhancetheef...
CausaleffectIdentifiabilityunderPartial-ObservabilitySanghackLee1EliasBareinboim1AbstractCausalinferenceprovidesacollectionofprinciplesandtoolstohelpunderstandtheconditionsunderwhichtheseex-Causale...
TheImpactofNeuralNetworkOverparameterizationonGradientConfusionandStochasticGradientDescentKarthikA.Sankararaman12SohamDe3ZhengXu2W.RonnyHuang2TomGoldstein2AbstractClassicalstochasticoptimizationth...
TheeffectofNetworkWidthonStochasticGradientDescentandGeneralization:anEmpiricalStudyDanielS.Park12JaschaSohl-Dickstein1QuocV.Le1SamuelL.Smith3AbstractWilsonetal.,2017;Sagunetal.,2017;Mandtetal.,201...
ClassifyingTreatmentRespondersUnderCausaleffectMonotonicityNathanKallus1Abstractfectofapharmaceuticaldrugontheirmortalityorofanadvertisementonwhethertheypurchasetheproduct.Com-Inthecontextofindivid...
AQuantitativeAnalysisoftheeffectofBatchNormalizationonGradientDescentYongqiangCai1QianxiaoLi12ZuoweiShen1AbstracteffectsofBNareattributedtotheso-called“reductionofcovariateshift”.However,itisuncl...
WhatistheeffectofImportanceWeightinginDeepLearning?JonathonByrd1ZacharyC.Lipton1AbstractEq[f(x)],importancesamplingproducesanunbiasedesti-matebyweightingeachsamplexaccordingtothelikelihoodImportanc...
Estimatingindividualtreatmenteffect:generalizationboundsandalgorithmsUriShalit1FredrikD.Johansson2DavidSontag23Abstractdatawhichcontainspastactions,theiroutcomes,andpos-siblymorecontext,butwithoutd...