TestingDNN-basedAutonomousDrivingSystemsunderCriticalEnvironmentalConditionsZhongLi12MinxuePan13TianZhang12XuandongLi12AbstractFigure1.TestingdrivingscenesgeneratedbyDeepXplore(Peietal.,2017),DeepT...
TestingGroupFairnessviaOptimalTransportProjectionsNianSi1KarthyekMurthy2JoseBlanchet1VietAnhNguyen13AbstractAnaturalfirstexplanationforthereportedalgorithmicbi-asesisthatthedatausedtotrainthealgori...
RobustTestingandEstimationunderManipulationAttacksJayadevAcharya1ZitengSun1HuanyuZhang1Abstractchallengesaboveexistsimultaneously.Motivatedbytheirwork,wefurtherstudymanipulationattacksforinferenceW...
OnRecoveringfromModelingErrorsUsingTestingBayesianNetworksHaiyingHuang1AdnanDarwiche1Abstracttoprovideguaranteesonthelearnedfunctions.Yet,model-basedsupervisedlearninghasbeenoutperformedbytheWecons...
ActiveTesting:Sample–EfficientModelEvaluationJannikKossen1SebastianFarquhar1YarinGal1TomRainforth2AbstractDifferencetoFullTestLoss×10−2I.I.D.Acquisition5ActiveTestingWeintroduceanewframeworkfors...
ConfidenceSetsandHypothesisTestinginaLikelihood-FreeInferenceSettingNiccolo`Dalmasso1RafaelIzbicki2AnnB.Lee1Abstract1.IntroductionParameterestimation,statisticaltestsandconfi-Parameterestimation,st...
ConditionalIndependenceinTestingBayesianNetworksYujiaShen1HaiyingHuang1ArthurChoi1AdnanDarwiche1Abstractusedforreasoning.Asaresult,inaTBN,ajointmarginalquerycorrespondstoapiecewisemulti-linearfunct...
AdaptiveMonteCarloMultipleTestingviaMulti-ArmedBanditsMartinJ.Zhang1JamesZou123DavidTse1Abstractwhosegoalistoidentifyassociationsbetweenthegeno-types(singlenucleotidepolymorphismsorSNPs)andtheMonte...
TestingSparsityoverKnownandUnknownBasesSiddharthBarman1ArnabBhattacharyya1SuprovatGhoshal1AbstractAsevidentfromthesesurveys,researchinpropertyTestinghaslargelyfocusedonpropertiesofcombinatorialanda...
NetworkGlobalTestingbyCountingGraphletsJiashunJin1ZhengTracyKe2ShengmingLuo1AbstractForeachnode,weassignaProbabilityMassFunctionConsideralargesocialnetworkwithpossi-(PMF)πi=(πi(1),πi(2),···,...
LocallyPrivateHypothesisTestingOrSheffet1AbstractIncontrast,thesubjectofthisworkisprivatehypothe-sisTestinginthelocal-model(orthedistributedmodel),Weinitiatethestudyofdifferentiallyprivatehy-wherea...
LocalPrivateHypothesisTesting:Chi-SquareTestsMarcoGaboardi1RyanRogers2Abstractthatcanbeusedinplaceofthestandard,non-privatehypoth-esistests(Uhleretal.,2013;Yuetal.,2014;Sheffet,2015;Thelocalmodelfo...
InterpretabilityBeyondFeatureAttribution:QuantitativeTestingwithConceptActivationVectors(TCAV)BeenKimMartinWattenbergJustinGilmerCarrieCaiJamesWexlerFernandaViegasRorySayresAbstractcoefficientweigh...
Goodness-of-FitTestingforDiscreteDistributionsviaSteinDiscrepancyJiasenYang1QiangLiu2VinayakRao1JenniferNeville13Abstractfornetworkdata.Whileavarietyofapproximateinferencetechniquessuchaspseudo-lik...
DifferentiallyPrivateIdentityandEquivalenceTestingofDiscreteDistributionsMaryamAliakbarpour1IliasDiakonikolas2RonittRubinfeld13Abstractequivalenceoftwodistributions(twosampleTesting),andindependenc...
ActiveTesting:AnEfficientandRobustFrameworkforEstimatingAccuracy.PhucNguyen1DevaRamanan2CharlessFowlkes1AbstractnoisyvettedSampleOracledatabaseSelectionMuchrecentworkonvisualrecognitionaimstoSystem...
MultilabelClassificationwithGroupTestingandCodesShashankaUbaru1AryaMazumdar2Abstractarevectorsindicatingthecorrespondinglabels(classes)thedatainstancesbelongto.ThevectoryihasaoneinthejthInrecentyea...
IdentificationandModelTestinginLinearStructuralEquationModelsusingAuxiliaryVariablesBryantChen1DanielKumor2EliasBareinboim2Abstracteffectisidentifiedrequiresmodelingtheunderlyingcausalstructure,whi...