QuantifyingtheBenefitofUsingDifferentiableLearningoverTangentKernelsEranMalach1PritishKamath2EmmanuelAbbe3NathanSrebro2AbstractCanallthesuccessofdeeplearningbeexplainedusingtheNTK?Thiswouldimplytha...
QuantifyingIgnoranceinIndividual-LevelCausal-EffectEstimatesunderHiddenConfoundingAndrewJesson1So¨renMindermann1YarinGal1UriShalit2Abstractfordiscoveringpopulation-levelcausaleffectsofsuchtreat-me...
QuantifyingAvailabilityandDiscoveryinRecommenderSystemsviaStochasticReachabilityMihaelaCurmei1SarahDean1BenjaminRecht1Abstractwhichhavebeenimplicatedinunintendedconsequenceslikepolarizationorradica...
QuantifyingandReducingBiasinMaximumLikelihoodEstimationofStructuredAnomaliesUthsavChitra1KimberlyDing1JasperC.H.Lee2BenjaminJ.Raphael1Abstract1.IntroductionAnomalyestimation,ortheproblemoffindingAn...
DiscriminativeJackknife:QuantifyingUncertaintyinDeepLearningviaHigher-OrderInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar12Abstractsupport(Alaa&vanderSchaar,2017),autonomousve-hicles,andfinancia...
QuantifyingGeneralizationinReinforcementLearningKarlCobbe1OlegKlimov1ChrisHesse1TaehoonKim1JohnSchulman1Abstract(Nicholetal.,2018),weseektobetterquantifyanagent’sabilitytogeneralize.Inthispaper,we...
POPQORN:QuantifyingRobustnessofRecurrentNeuralNetworksChing-YunKo1ZhaoyangLyu2Tsui-WeiWeng3LucaDaniel3NgaiWong1DahuaLin2Abstractlini&Wagner,2018).Asmallperturbationthathumansaremostlyimmunetocanbec...