UniformConvergence,AdversarialSpheresandaSimpleRemedyGregorBachmann1Seyed-MohsenMoosavi-Dezfooli1ThomasHofmann1Abstractofuniformconvergenceasatooltoboundthecapacityofthemodel(Aroraetal.,2018;Bartle...
UncoveringtheConnectionsBetweenAdversarialTransferabilityandKnowledgeTransferabilityKaizhaoLiang1JackyY.Zhang1BoxinWang1ZhuolinYang1OluwasanmiKoyejo1BoLi1Abstractmulti-lingualmachinetranslation(Don...
TowardsDefendingagainstAdversarialExamplesviaAttack-InvariantFeatures455DaweiZhou12Ton8g9li1angLiu2BoHan3Nanna5nWang1†5ChunleiPeng4XinboGao55AbstractTruckAutomobilePGD??ShipAADeepneuralnetworks(...
SparseandImperceptibleAdversarialAttackviaaHomotopyAlgorithmMingkangZhu1TianlongChen1ZhangyangWang1AbstractSparseAdversarialattackscanfooldeepneural(a)otterhound(b)stingray(c)0=1803(d)0=12264networ...
SPADE:ASpectralMethodforBlack-BoxAdversarialRobustnessEvaluationWuxinlinCheng1ChenhuiDeng2ZhiqiangZhao1YaohuiCai2ZhiruZhang2ZhuoFeng1AbstractForinstance,studyin(Szegedyetal.,2013)proposedalayer-wis...
QueryComplexityofAdversarialAttacksGrzegorzGłuch1Ru¨digerUrbanke1Abstract2018;Hayes&Danezis,2017)canonlyobservetheinput-outputbehaviorofthemodel.ManydefenseshavebeenTherearetwomainattackmodelscon...
ProvableRobustnessofAdversarialTrainingforLearningHalfspaceswithNoiseDifanZou1SpencerFrei2QuanquanGu1AbstractToformalizetheabovecomment,letusdefinethero-WeanalyzethepropertiesofAdversarialtrain-bus...
OnReinforcementLearningwithAdversarialCorruptionandItsApplicationtoBlockMDPTianhaoWu12YunchangYang3SimonS.Du4LiweiWang35Abstractisvulnerabletocorrupteddatastemmingfrommaliciousentities(Huangetal.,2...
Markpainting:AdversarialMachineLearningmeetsInpaintingDavidKhachaturov1IliaShumailov12YirenZhao1NicolasPapernot2RossAnderson1Abstractareainwithartificiallygeneratedcontent.Inpaintingisalearnedinter...
LearningDiverse-StructuredNetworksforAdversarialRobustnessXuefengDu12JingfengZhang3BoHan1TongliangLiu4YuRong5GangNiu3JunzhouHuang5MasashiSugiyama36AbstractTable1.Performancemisalignmentfordifferent...
MindtheBox:l1-APGDforSparseAdversarialAttacksonImageClassifiersFrancescoCroce1MatthiasHein1Abstractexistasetofl1-basedattacks(Chenetal.,2018;Modasetal.,2019;Brendeletal.,2019;Croce&Hein,2020a;Wesho...
MixedNashEquilibriaintheAdversarialExamplesGameLaurentMeunier12MeyerScetbon3RafaelPinot4JamalAtif1YannChevaleyre1AbstractAlongthisline,(Pinotetal.,2020)demonstrated,usinggametheory,thatrandomizedcl...
ImprovedOODGeneralizationviaAdversarialTrainingandPre-trainingMingyangYi12†LuHou3JiachengSun3LifengShang3XinJiang3QunLiu3Zhi-MingMa12Abstractmanceofthemodelonthedatafromashifteddistributionaroundt...
GenerativeAdversarialNetworksforMarkovianTemporalDynamics:StochasticContinuousDataGenerationSungWooPark1DongWookShu1JunseokKwon1AbstractprobabilitydistributionXt∼pt,whichhasthefollowingformulation...
GenerativeAdversarialTransformersDrewA.Hudson§1C.LawrenceZitnick2AbstractFigure1.SampleimagesgeneratedbytheGANsformer,alongwithavisualizationofthemodelattentionmaps.WeintroducetheGANsformer,anovel...
f-Domain-AdversarialLearning:TheoryandAlgorithmsDavidAcuna123GuojunZhang43MarcT.Law1SanjaFidler123Abstractlabeledandunlabeleddatasets,anditisexpectedtogen-eralizewelltothetargetdatasetifthegapbetwe...
FundamentalTradeoffsinDistributionallyAdversarialTrainingMohammadMehrabi1AdelJavanmard1RyanA.Rossi2AnupB.Rao2TungMai2Abstractperformance,andhavebeendeployedinamultitudeofap-plicationsdomainsranging...
ConditionalVariationalAutoencoderwithAdversarialLearningforEnd-to-EndText-to-SpeechJaehyeonKim1JungilKong1JuheeSon12Abstractetal.,2016)fromthepreprocessedtext,1andthesecondstageistogeneraterawwavef...
CIFS:ImprovingAdversarialRobustnessofCNNsviaChannel-wiseImportance-basedFeatureSelectionHanshuYan1JingfengZhang2GangNiu2JiashiFeng1VincentY.F.Tan13MasashiSugiyama24Abstracttonomousvehicles(Grigores...
AnAlgorithmforStochasticandAdversarialBanditswithSwitchingCostsChloe´Rouyer1YevgenySeldin1Nicolo`Cesa-Bianchi2Abstractanarmdifferentfromtheoneplayedinthepreviousround.Suchswitchingcostmayoccurinth...