VarianceReductionviaPrimal-DualAcceleratedDualAveragingforNonsmoothConvexFinite-SumsChaobingSong1StephenJ.Wright1JelenaDiakonikolas1Abstractvectorswithntypicallylarge;gi:R!R,i=1,2,...,n,bepossiblyn...
UnsupervisedRepresentationLearningviaNeuralActivationCodingYookoonPark1SanghoLee2GunheeKim2DavidM.Blei1Abstract(a)Atinitialization(b)AfterNACtrainingWepresentneuralactivationcoding(NAC)asaFigure1.D...
UnsupervisedEmbeddingAdaptationviaEarly-StageFeatureReconstructionforFew-ShotClassifcationDongHoonLee1Sae-YoungChung1Abstractsetting.Theco-existenceoflabeled-andunlabeled-datainthissettingmotivates...
UnifyingVision-and-LanguageTasksviaTextGenerationJaeminCho1JieLeiHaoTanMohitBansalUNCChapelHill{jmincho,jielei,haotan,mbansal}@cs.unc.eduAbstract21Existingmethodsforvision-and-languagelearn-ingtypi...
UnderstandingInvarianceviaFeedforwardInversionofDiscriminativelyTrainedClassifiersPiotrTeterwak1ChiyuanZhang2DilipKrishnan2MichaelC.Mozer23Abstract1.IntroductionAdiscriminativelytrainedneuralnetcla...
TrainingRecurrentNeuralNetworksviaForwardPropagationThroughTimeAnilKag1VenkateshSaligrama1Abstractempiricalriskfunction:Back-propagationthroughtime(BPTT)hasbeen[W∗,v∗]=argminL(W,v)=1NT(yi,yˆti)w...
TrainingAdversariallyRobustSparseNetworksviaBayesianConnectivitySamplingOzanO¨zdenizci12RobertLegenstein1AbstractSeminalworkby(Szegedyetal.,2013)showedthatsuchadversarialexamplescanbecreatedviaper...
TowardsDefendingagainstAdversarialExamplesviaAttack-InvariantFeatures455DaweiZhou12Ton8g9li1angLiu2BoHan3Nanna5nWang1†5ChunleiPeng4XinboGao55AbstractTruckAutomobilePGD𝒙𝒙ShipAADeepneuralnetworks(...
TestingGroupFairnessviaOptimalTransportProjectionsNianSi1KarthyekMurthy2JoseBlanchet1VietAnhNguyen13AbstractAnaturalfirstexplanationforthereportedalgorithmicbi-asesisthatthedatausedtotrainthealgori...
SparsifyingNetworksviaSubdifferentialInclusionSagarVerma1Jean-ChristophePesquet1Abstracthumancapabilities,neuralnetworksmayremaindifficulttoapplyinreal-worldscenarios.DeepneuralnetworksSparsifyingd...
SparseBayesianLearningviaStepwiseRegressionSebastianAment1CarlaGomes1Abstractvariouslyreferredtoasafeatureoranatom.Thisproblemhasbeenstudiedextensively,resultinginmyriadexistingSparseBayesianLearni...
SparseandImperceptibleAdversarialAttackviaaHomotopyAlgorithmMingkangZhu1TianlongChen1ZhangyangWang1AbstractSparseadversarialattackscanfooldeepneural(a)otterhound(b)stingray(c)0=1803(d)0=12264networ...
SinkhornLabelAllocation:Semi-SupervisedClassificationviaAnnealedSelf-TrainingKaiShengTai1PeterBailis1GregoryValiant1Abstractsificationtasks.Self-training,alsoknownasself-labeling,isanSSLmethodwhere...
ScalableVariationalGaussianProcessesviaHarmonicKernelDecompositionShengyangSun12JiaxinShi3AndrewGordonWilson4RogerGrosse12Abstract2t=0t=1t=2t=3WeintroduceanewscalablevariationalGaus-1sianprocessapp...
ScalableComputationsofWassersteinBarycenterviaInputConvexNeuralNetworksJiaojiaoFan1AmirhosseinTaghvaei2YongxinChen1Abstractthepastfewyears,ithasfoundapplicationsinseveralma-chinelearningproblems.Fo...
ScalableCertifiedSegmentationviaRandomizedSmoothingMarcFischer1MaximilianBaader1MartinVechev1Abstract(a)Attackedimage(b)GroundtruthsegmentationWepresentanewcertificationmethodforimage(c)Attackedseg...
RobustUnsupervisedLearningviaL-StatisticMinimizationAndreasMaurer1DanielaA.Parletta12AndreaPaudice13MassimilanoPontil14Abstractrestrictattentionto“asufficientportionofthedataingoodagreementwithone...
RobustRepresentationLearningviaPerceptualSimilarityMetricsSaeidAsgariTaghanaki1KristyChoi2AmirKhasahmadi1AnirudhGoyal3Abstractofdeepneuralnetworks(Deanetal.,2012;LeCunetal.,2015)havebeenpivotaltowa...
RobustInferenceforHigh-DimensionalLinearModelsviaResidualRandomizationY.SamuelWang1SiKaiLee1PanosToulis1MladenKolar1Abstractsamplesplittingprocedurestoformvalidp-values.Zhang&Zhang(2014),VandeGeere...
RNNRepair:AutomaticRNNRepairviaModel-basedAnalysisXiaofeiXie12WenboGuo3LeiMa452WeiLe6JianWang1LingjunZhou7XinyuXing3YangLiu1Abstractthewrongprediction(Koh&Liang,2017).Oncetherootcauseisidentified,u...