TowardsDefendingagainstAdversarialExamplesviaAttack-InvariantFeatures455DaweiZhou12Ton8g9li1angLiu2BoHan3Nanna5nWang1†5ChunleiPeng4XinboGao55AbstractTruckAutomobilePGD??ShipAADeepneuralnetworks(...
MixedNashEquilibriaintheAdversarialExamplesGameLaurentMeunier12MeyerScetbon3RafaelPinot4JamalAtif1YannChevaleyre1AbstractAlongthisline,(Pinotetal.,2020)demonstrated,usinggametheory,thatrandomizedcl...
MinimallyDistortedAdversarialExampleswithaFastAdaptiveBoundaryAttackFrancescoCroce1MatthiasHein1Abstracttherobustnessisevaluatedapproximatingthesolutionoftheminimaladversarialperturbationproblemthr...
DetectingOut-of-DistributionExampleswithGramMatricesChandramouliS.Sastry1SageevOore1Abstracttion.SuchExamplesareoftenreferredtoasbeingout-of-distribution(OOD),andwhiletheirexistencehasbeenwell-When...
RobustDecisionTreesAgainstAdversarialExamplesHonggeChen1HuanZhang2DuaneBoning1Cho-JuiHsieh2Abstracttherobustnessoftree-basedmodelsarequitelimited(Paper-notetal.,2016a).AlthoughadversarialExamplesan...
NATTACK:LearningtheDistributionsofAdversarialExamplesforanImprovedBlack-BoxAttackonDeepNeuralNetworksYandongLi1LijunLi1LiqiangWang1TongZhang2BoqingGong3Abstracttacklingdifferentdefenses.Hence,itmay...
Imperceptible,Robust,andTargetedAdversarialExamplesforAutomaticSpeechRecognitionYaoQin1NicholasCarlini2IanGoodfellow2GarrisonCottrell1ColinRaffel2Abstractareknowntoexistondomainsrangingfromreinforc...
AdversarialExamplesAreaNaturalConsequenceofTestErrorinNoiseNicolasFord12JustinGilmer1NicholasCarlini1EkinD.Cubuk1Abstract(Rosenfeldetal.,2018).Atthesametime,theyarealsosensitivetosmall,worst-casepe...
AdversarialExamplesfromComputationalConstraintsSe´bastienBubeck1YinTatLee12EricPrice3IlyaRazenshteyn1AbstractfromsomedistributionD,onewishestoapproximatelyminimizePX∼D(h(X)=f(X)).Amorechallenging...
WassersteinAdversarialExamplesviaProjectedSinkhornIterationsEricWong1FrankR.Schmidt2J.ZicoKolter34Abstract+∆W=Arapidlygrowingareaofworkhasstudiedtheex-+∆∞=istenceofadversarialExamples,datapoints...
SynthesizingRobustAdversarialExamplesAnishAthalye12LoganEngstrom12AndrewIlyas12KevinKwok2AbstractclassifiedasturtleclassifiedasrifleStandardmethodsforgeneratingadversarialex-classifiedasotheramples...
SelectingRepresentativeExamplesforProgramSynthesisYewenPu1ZacheryMiranda1ArmandoSolar-Lezama1LesliePackKaelbling1Abstractdataset,suchthatitissufficienttospecifyacorrectprogram,yetsmallenoughtoencod...
ProvableDefensesagainstAdversarialExamplesviatheConvexOuterAdversarialPolytopeEricWong1J.ZicoKolter2Abstract1.IntroductionWeproposeamethodtolearndeepReLU-basedRecentworkindeeplearninghasdemonstrate...
LearningtoReweightExamplesforRobustDeepLearningMengyeRen12WenyuanZeng12BinYang12RaquelUrtasun12Abstractdifferentforms.Classimbalanceinthetrainingsetisaverycommonexample.Inapplicationssuchasobjectde...
ParsevalNetworks:ImprovingRobustnesstoAdversarialExamplesMoustaphaCisse1PiotrBojanowski1EdouardGrave1YannDauphin1NicolasUsunier1Abstractpernotetal.,2016a).Inpractice,forasignificantportionofinputs,...