Reverse-EngineeringDeepReLUNetworksDavidRolnick1KonradP.Ko¨rding1Abstractconstructadversarialattacks.TheoutputofaneuralnetworkdependsonitsarTherelatedquestionofreverse-engineeringbiologicalneu...
RandomMatrixTheoryProvesthatDeepLearningRepresentationsofGAN-dataBehaveasGaussianMixturesMohamedElAmineSeddik12CosmeLouart13MohamedTamaazousti1RomainCouillet23Abstractontopofitthatareaccurateforthe...
Q-valuePathDecompositionforDeepMultiagentReinforcementLearningYaodongYang1JianyeHao12GuangyongChen3HongyaoTang1YingfengChen4YujingHu4ChangjieFan4ZhongyuWei5Abstract1.IntroductionRecently,Deepmultia...
OverfittinginadversariallyrobustDeeplearningLeslieRice1EricWong2J.ZicoKolter1AbstractTestrobustTeststandardTrainrobustTrainstandardItiscommonpracticeinDeeplearningtouseover-parameterizednetworksand...
OnBreakingDeepGenerativeModel-basedDefensesandBeyondYanzhiChen1RenjieXie2ZhanxingZhu3Abstract2018),featuredenoising(Liaoetal.,2018;Xieetal.,2019),randomizedsmoothing(Salmanetal.,2019;Cohenetal.,Dee...
NormalizedLossFunctionsforDeepLearningwithNoisyLabelsXingjunMa1HanxunHuang1YisenWang2SimoneRomanoSarahErfani1JamesBailey1Abstract2018;Hanetal.,2018b);and4)robustlossfunctionsthatareinherentlytolera...
MoreInformationSupervisedProbabilisticDeepFaceEmbeddingLearningYingHuang1ShangfengQiu1WenweiZhang1XianghuiLuo1JinzhuoWang2AbstractFigure1.Examplesofgeneratedfrontalfacefromdifferentiden-tity.Inrows...
LeveragingFrequencyAnalysisforDeepFakeImageRecognitionJoelFrank1ThorstenEisenhofer1LeaScho¨nherr1AsjaFischer1DorotheaKolossa1ThorstenHolz1AbstracttheFlicker-Faces-HQdatasetandonegeneratedbyStyle-G...
LearningFairPoliciesinMultiobjective(Deep)ReinforcementLearningwithAverageandDiscountedRewardsUmerSiddique1PaulWeng12MatthieuZimmer1AbstractcurrentAImethodsdonothandlewellsituationswheretheyimpactm...
LearningDeepKernelsforNon-ParametricTwo-SampleTestsFengLiu12WenkaiXu2JieLu1GuangquanZhang1ArthurGretton2D.J.Sutherland3Abstracttremelylow-dimensionalspaces.Abroadsetofrecentworkinstatisticsandmachi...
Inter-domainDeepGaussianProcessesTimG.J.Rudner1DinoSejdinovic2YarinGal1Abstractpoints-basedinferenceforGPsreliesonpointevaluationsandthus,byconstruction,createslocalapproximationstoInter-domainGaus...
InterferometricGraphTransform:aDeepUnsupervisedGraphRepresentationEdouardOyallon1Abstract(Defferrardetal.,2016),whichheavilyrelyonspectralrepresentationsestimatedfromagivenLaplacianoperator.Wepropo...
Infiniteattention:NNGPandNTKforDeepattentionnetworksJiriHron1YasamanBahri2JaschaSohl-Dickstein2RomanNovak2Abstractetal.,2019;Novaketal.,2019;Li&Liang,2018;Allen-Zhuetal.,2019;Duetal.,2019;Aroraetal...
IncidenceNetworksforGeometricDeepLearningMarjanAlbooyeh1DanieleBertoliniSiamakRavanbakhsh23Abstracttwo(edges).Moreovereachedge(column)isincidenttoexactlytwonodes(rows).Thesparsitypatternoftheinci-S...
ExtrapolationforLarge-batchTraininginDeepLearningTaoLin1LingjingKong1SebastianU.Stich1MartinJaggi1Abstract2017)isusedtoreducethegradientcomputationroundssoastoacceleratethetraining.However,inpracti...
EvaluatingLossyCompressionRatesofDeepGenerativeModelsSicongHuang123AlirezaMakhzani12YanshuaiCao3RogerGrosse12Abstracttance(FID)(Heuseletal.,2017),whichdonothavenearlythesamedegreeoftheoreticalunder...
EmergenceofSeparableManifoldsinDeepLanguageRepresentationsJonathanMamou1HangLe2MiguelADelRio2CoryStephenson1HanlinTang1YoonKim3SueYeonChung24Abstract1.IntroductionandRelatedWorkDeepneuralnetworks(D...
DynamicsofDeepNeuralNetworksandNeuralTangentHierarchyJiaoyangHuang1Horng-TzerYau2Abstractproblems,thereisnoguaranteethatagradientbasedalgo-rithmwillbeabletofindtheoptimalparametersefficientlyTheevo...
DessiLBI:ExploringStructuralSparsityofDeepNetworksviaDifferentialInclusionPathsYanweiFu1ChenLiu1DonghaoLi12XinweiSun3JinshanZeng24YuanYao2Abstract1IntroductionOver-parameterizationisubiquitousnowad...
DROCC:DeepRobustOne-ClassClassificationSachinGoyal1AditiRaghunathan2MokshJain3HarshaSimhadri1PrateekJain1Abstractthatdonotbelongtothetypicaldata(specialclass).Anotherrelatedsettingunderthisframewor...