WassersteinDistributionalNormalizationForRobustDistributionalCertificationofNoisyLabeledDataSungWooPark1JunseokKwon1AbstractWhilethereareseveralmethodsthatcandealwithnoisy-labeleddata,recentmethods...
VersatileVerificationofTreeEnsemblesLaurensDevos1WannesMeert1JesseDavis1Abstractpropertyholds.Examplesofverificationquestionsinclude:Machinelearnedmodelsoftenmustabidebycer-•Adversarialexamplegene...
Variational(Gradient)EstimateoftheScoreFunctioninEnergy-basedLatentVariableModelsFanBao12KunXu1ChongxuanLi1LanqingHong2JunZhu1BoZhang1Abstractsivepower(Salakhutdinov&Hinton,2009;Baoetal.,2020)andto...
UnsupervisedLearningofVisual3DKeypointsforControlBoyuanChen1PieterAbbeel1DeepakPathak2AbstractFigure1.Weproposeanend-to-endframeworkforunsupervisedlearningof3Dkeypointsfrommulti-viewimages.Thesekey...
UnderstandingtheDynamicsofGradientFlowinOverparameterizedLinearModelsSalmaTarmoun12GuilhermeFranc¸a13BenjaminHaeffele14Rene´Vidal14Abstractathoroughanalysisofthedynamicsofoptimizationmeth-ods,suc...
UnderstandingInvarianceviaFeedforwardInversionofDiscriminativelyTrainedClassifiersPiotrTeterwak1ChiyuanZhang2DilipKrishnan2MichaelC.Mozer23Abstract1.IntroductionAdiscriminativelytrainedneuralnetcla...
UncertaintyPrinciplesofEncodingGANsRuiliFeng1ZhouchenLin‡23JiapengZhu4DeliZhao5JinrenZhou5Zheng-JunZha†1Abstract1.IntroductionThecompellingsynthesisresultsofGenerativeGenerativeAdversarialNetwork...
Trainsimultaneously,generalizebetter:Stabilityofgradient-basedminimaxlearnersFarzanFarnia1AsumanOzdaglar1Abstract2014)andadversarialtraining(Madryetal.,2017)haveachievedgreatsuccessoverawidearrayof...
TowardstheUnificationandRobustnessofPerturbationandGradientBasedExplanationsSushantAgarwal1ShahinJabbari2ChiragAgarwal2SohiniUpadhyay2ZhiweiStevenWu3HimabinduLakkaraju2Abstractcanunderstandandconse...
TowardsRigorousInterpretations:aFormalisationofFeatureAttributionDariusAfchar12RomainHennequin1VincentGuigue2Abstractcontrollinganddisentanglingeveryaspectofamodelpre-diction,rangingfromhowthedatai...
TowardUnderstandingtheFeatureLearningProcessofSelf-supervisedContrastiveLearningZixinWen1YuanzhiLi2Abstractcanevenoutperformthoselearnedbysupervisedlearninginseveraldownstreamtasks.Theremakablepote...
TightBoundsontheSmallestEigenvalueoftheNeuralTangentKernelforDeepReLUNetworksQuynhNguyen1MarcoMondelli2GuidoMontufar13AbstractWeassumethatthenetworkhasasingleoutput,namelynL=1andWL∈RnL−1.Forconsi...
TheoryofSpectralMethodforUnionofSubspaces-BasedRandomGeometryGraphGenLi1YuantaoGu1AbstracttaskinprocessingdatapointsinUoSistoclusterthesedatapoints,whichisknownasSubspaceClustering(SC).Appli-Spectr...
ThePowerofAdaptivityforStochasticSubmodularCoverRohanGhuge1AnupamGupta2ViswanathNagarajan1Abstractsoleimanetal.,2015;Batenietal.,2018):herearetwoexamplesfromsensordeploymentandmedicaldiagnosis.Inth...
ThePowerofLog-Sum-Exp:SequentialDensityRatioMatrixEstimationforSpeed-AccuracyOptimizationTaikiMiyagawa1AkinoriF.Ebihara1AbstractMorietal.,2018).Earlyclassificationoftimeseriesisamulti-objectiveopti...
TheLipschitzConstantofSelf-AttentionHyunjikKim1GeorgePapamakarios1AndriyMnih1Abstractconstraintforneuralnetworks,tocontrolhowmuchanet-work’soutputcanchangerelativetoitsinput.SuchLips-Lipschitzcons...
TheLimitsofMin-MaxOptimizationAlgorithms:ConvergencetoSpuriousNon-CriticalSetsYa-PingHsieh1PanayotisMertikopoulos23VolkanCevher4AbstractGivenanalgorithmforsolving(SP),itisthennaturaltoComparedtoord...
TheImpactofRecordLinkageonLearningfromFeaturePartitionedDataRichardNock1StephenHardy2WilkoHenecka2HamishIvey-Law3JakubNabaglo3GiorgioPatrini4GuillaumeSmith2BrianThorne5Abstract"whenisaglobaltrained...
TheEmergenceofIndividualityJiechuanJiang1ZongqingLu1Abstractmulti-cameramulti-objecttracking(Liuetal.,2017),wherecameraagentslearntocooperativelytrackmultipleobjects,Individualityisessentialinhuman...
TensorProgramsIIb:ArchitecturalUniversalityofNeuralTangentKernelTrainingDynamicsGregYang1EtaiLittwin2AbstractIn(Yang,2020a),theNTKINITpropertywasproventoholdforstandardarchitectures,meaninganycompo...