Weight-CovarianceAlignmentforAdversariallyRobustNeuralNetworksPanagiotisEustratiadis1HenryGouk1DaLi12TimothyHospedales12Abstract2013).Inordertotacklethisproblem,manyadversarialdefensealgorithmshave...
TrainingAdversariallyRobustSparseNetworksviaBayesianConnectivitySamplingOzanO¨zdenizci12RobertLegenstein1AbstractSeminalworkby(Szegedyetal.,2013)showedthatsuchadversarialexamplescanbecreatedviaper...
OverfittinginAdversariallyrobustdeeplearningLeslieRice1EricWong2J.ZicoKolter1AbstractTestrobustTeststandardTrainrobustTrainstandardItiscommonpracticeindeeplearningtouseover-parameterizednetworksand...
SharpStatisticalGuaranteesforAdversariallyRobustGaussianClassificationChenDan1YutingWei1PradeepRavikumar1Abstractfarlessunderstood.Inthispaper,wetakeasteptowardsthisend.Adversarialrobustnesshasbeco...
LearningDiscreteStructuredRepresentationsbyAdversariallyMaximizingMutualInformationKarlStratos1SamWiseman2Abstractoverlatentvariableswithoutmodelingrawsignalsbymax-imizingthemutualinformationbetwee...
LearningAdversariallyRobustRepresentationsviaWorst-CaseMutualInformationMaximizationSichengZhu1XiaoZhang1DavidEvans1Abstractfailtoproducerobustmodels,evenforsimpleclassificationtasksonCIFAR-10(Kriz...
EfficientlyLearningAdversariallyRobustHalfspaceswithNoiseOmarMontasser1SurbhiGoel2IliasDiakonikolas3NathanSrebro1AbstractTheinformation-theoreticaspectsofAdversariallyrobustlearninghavebeenstudiedi...
RademacherComplexityforAdversariallyRobustGeneralizationDongYin1KannanRamchandran1PeterBartlett12Abstractdanauetal.,2014),gameplaying(Silveretal.,2016),etc.However,althoughthesemodelsachievethestat...
InterpretingAdversariallyTrainedConvolutionalNeuralNetworksTianyuanZhang1ZhanxingZhu234AbstractAlongthisline,somerecentworksshowedthatstandardCNNstrainedonImageNetmaketheirpredictionsrelyonWeattemp...
CompetingAgainstEquilibriainZero-SumGameswithEvolvingPayoffsAdrianRiveraCardoso1JacobAbernethy2HeWang1HuanXu1Abstractsumgames,wheretheunderlyingpayoffmatrixisoftenassumedtobefixedori.i.d.Incontrast...
AdversariallyLearnedRepresentationsforInformationObfuscationandInferenceMartinBertran1NataliaMartinez1AfroditiPapadaki2QiangQiu1MiguelRodrigues2GalenReeves1GuillermoSapiro1Abstractaparticularinfere...
LearningAdversariallyFairandTransferableRepresentationsDavidMadras12ElliotCreager12ToniannPitassi12RichardZemel12Abstractthatincludepatternsofpreviousdiscriminationandsocietalbias.Thustherehasbeena...
AdversariallyRegularizedAutoencodersJake(Junbo)Zhao12YoonKim3KellyZhang1AlexanderM.Rush3YannLeCun12Abstractdiscretestructures,suchastextsequencesordiscretizedimages,remainsachallengingproblem.Initi...