AdversarialRobustnessGuaranteesforRandomDeepNeuralNetworksGiacomoDePalma123BobakT.Kiani34SethLloyd23Abstractanextremelysmallperturbationcanchangethelabelofacorrectlyclassifedimage.Thispropertyposes...
AdversarialOption-AwareHierarchicalImitationLearningMingxuanJing1WenbingHuang1FuchunSun†12XiaojianMa3TaoKong4ChuangGan5LeiLi4AbstractlatedbyanOptionmodel(Suttonetal.,1999)orgoal-basedframework(Lee...
AdversarialPolicyLearninginTwo-playerCompetitiveGamesWenboGuo1XianWu1SuiHuang2XinyuXing1Abstract2020),wearguethatattacksdevelopedunderthisassump-tionarenotpractical.Forexample,givenamasteragentInat...
AdversarialPurificationwithScore-basedGenerativeModelsJongminYoon1SungJuHwang12JuhoLee12Abstract2019),inwhichaclassifieristrainedwithAdversarialexam-ples,isconsideredasastandarddefensemethodduetoit...
AdversarialMulticlassLearningunderWeakSupervisionwithPerformanceGuaranteesAlessioMazzetto1CyrusCousins1DylanSam1StephenH.Bach1EliUpfal1Abstractconflictwithoneanother.Weassumeaccesstoonlyasmallamoun...
AdversarialDuelingBanditsAadirupaSaha1TomerKoren2YishayMansour2Abstractregretwithrespecttothebestiteminhindsight,accordingtoacertainscorefunction.WeintroducetheproblemofregretminimizationinAdversar...
AdversarialCombinatorialBanditswithGeneralNon-linearRewardFunctionsXiChen1YanjunHan2YiningWang3Abstractchoosesarewardvectorvt=(vt1,···,vtN)∈[0,1]Nnotrevealedtothealgorithm.Thealgorithmchoosesas...
AdaptingtoDelaysandDatainAdversarialMulti-ArmedBanditsAndra´sGyo¨rgy1PooriaJoulani1Abstract1.IntroductionWeconsidertheAdversarialmulti-armedbanditThemulti-armedbanditproblemisacanonicalmodelforpr...
ACE:ExplainingclusterfromanAdversarialperspectiveYangYoungLu1TimothyC.Yu2GiancarloBonora1WilliamStaffordNoble13Abstractcorrespondtofeaturesofthosecells(geneexpressionval-ues,methylationevents,etc.)...
AUnifiedGenerativeAdversarialNetworkTrainingviaSelf-LabelingandSelf-AttentionTomokiWatanabe1PaoloFavaro2Abstractgeneratesamplesfromsomelatentrepresentation(typicallyasamplefromaGaussiandistribution...
TowardsUnderstandingtheRegularizationofAdversarialRobustnessonNeuralNetworksYuxinWen12ShuaiLi1KuiJia12Abstract(Szegedyetal.,2014).Moreintriguingly,theseAdversarialexamplesaregeneratedbyaddingimperc...
StrongerandFasterWassersteinAdversarialAttacksKaiwenWu12AllenHouzeWang12YaoliangYu12Abstract✏=0.05✏=0.10✏=0.20✏=0.40Deepmodels,whilebeingextremelyflexibleand`1accurate,aresurprisinglyvulnerable...
SimGANs:Simulator-BasedGenerativeAdversarialNetworksforECGSynthesistoImproveDeepECGClassificationTomerGolany1DanielFreedman2KiraRadinsky1Abstractonvarioustasks(Gabrilovich&Markovitch,2009;Zhangetal...
Second-OrderProvableDefensesagainstAdversarialAttacksSahilSingla1SoheilFeizi1Abstract1.IntroductionArobustnesscertificateagainstAdversarialexam-Modernneuralnetworksachievehighaccuracyontasksplesist...
ReliableEvaluationofAdversarialRobustnesswithanEnsembleofDiverseParameter-freeAttacksFrancescoCroce1MatthiasHein1Abstractvariationsareusingotherlosses(Zhangetal.,2019b)andboostrobustnessviagenerati...
RegularizedOptimalTransportisGroundCostAdversarialFrançois-PierrePaty1MarcoCuturi21Abstractandallowingforfastersolvers,butalsoaddsomestabilitywithrespecttotheinputmeasures,improvingnumericalRegula...
ProperNetworkInterpretabilityHelpsAdversarialRobustnessinClassificationAkhilanBoopathy1SijiaLiu2GaoyuanZhang2CynthiaLiu1Pin-YuChen2ShiyuChang2LucaDaniel1Abstractdefensivedistillation(Papernotetal.,...
PolicyTeachingviaEnvironmentPoisoning:Training-timeAdversarialAttacksagainstReinforcementLearningAminRakhsha1GoranRadanovic1RatiDevidze1XiaojinZhu2AdishSingla1Abstractcisions,poisoningattacksmanipu...
OntheSampleComplexityofAdversarialMulti-SourcePACLearningNikolaKonstantinov1EliasFrantar12DanAlistarh1ChristophH.Lampert1Abstractetal.,2019).Robustnessattrainingtime,however,isrepre-sentedlesspromi...
MinimallyDistortedAdversarialExampleswithaFastAdaptiveBoundaryAttackFrancescoCroce1MatthiasHein1AbstracttherobustnessisevaluatedapproximatingthesolutionoftheminimalAdversarialperturbationproblemthr...