UniformConvergence,AdversarialSpheresandasimpleRemedyGregorBachmann1Seyed-MohsenMoosavi-Dezfooli1ThomasHofmann1Abstractofuniformconvergenceasatooltoboundthecapacityofthemodel(Aroraetal.,2018;Bartle...
SUNRISE:AsimpleUnifiedFrameworkforEnsembleLearninginDeepReinforcementLearningKiminLee1MichaelLaskin1AravindSrinivas1PieterAbbeel1Abstractefficientmodel-freeRLalgorithmsthroughimprovementsinoff-poli...
simpleandEffectiveVAETrainingwithCalibratedDecodersOlehRybkin1KostasDaniilidis1SergeyLevine2AbstractHowever,inpractice,manyoftheseapproachesrequirecarefulmanualtuningofthebalancebetweentwotermsthat...
SimAM:Asimple,Parameter-FreeAttentionModuleforConvolutionalNeuralNetworksLingxiaoYang123Ru-YuanZhang45LidaLi6XiaohuaXie123AbstractResNet-50Inthispaper,weproposeaconceptuallysimple+SEbutveryeffectiv...
RevisitingPointCloudShapeClassificationwithasimpleandEffectiveBaselineAnkitGoyal1HeiLaw1BoweiLiu1AlejandroNewell1JiaDeng1AbstractFigure1.PerformanceofdifferentmodelsonModelNet40.Thoseusing>1024poin...
PredictthenInterpolate:AsimpleAlgorithmtoLearnStableClassifiersYujiaBao1ShiyuChang2ReginaBarzilay3Abstractthelabelmayvary.Insteadofhandcraftingenvironmentsbasedonexplicit,task-dependentbiases,these...
PAGE:AsimpleandOptimalProbabilisticGradientEstimatorforNonconvexOptimizationZhizeLi1HongyanBao1XiangliangZhang1PeterRichta´rik1Abstract(Jain&Kar,2017).Drivenbytheappliedsuccessofdeepneuralnetworks...
EMaQ:Expected-MaxQ-LearningOperatorforsimpleYetEffectiveOfflineandOnlineRLSeyedKamyarSeyedGhasemipour12DaleSchuurmans3ShixiangShaneGu3Abstract1.IntroductionOff-policyreinforcementlearning(RL)holdst...
TwosimpleWaystoLearnIndividualFairnessMetricsfromDataDebarghyaMukherjee1MikhailYurochkin2MoulinathBanerjee1YuekaiSun1Abstractfeaturespaceinto(non-overlapping)protectedsubsetsandimposesinvarianceoft...
UncertaintyEstimationUsingaSingleDeepDeterministicNeuralNetworkJoostvanAmersfoort1LewisSmith1YeeWhyeTeh2YarinGal1Abstract(a)DeepEnsembles(b)Ourmodel-DUQWeproposeamethodfortrainingadeterminis-Figure...
simpleandDeepGraphConvolutionalNetworksMingChen1ZheweiWei234ZengfengHuang5BolinDing6YaliangLi6AbstractDespitetheirenormoussuccess,mostofthecurrentGCNmodelsareshallow.Mostoftherecentmodels,suchasGra...
FrustratinglysimpleFew-ShotObjectDetectionXinWang1ThomasE.Huang2TrevorDarrell1JosephE.Gonzalez1FisherYu1Abstract2017;Gidaris&Komodakis,2018;Wangetal.,2019a)haveexploredtechniquestotransferknowledge...
EnhancingsimpleModelsbyExploitingWhatTheyAlreadyKnowAmitDhurandhar1KarthikeyanShanmugam1RonnyLuss1Abstract1.IntroductionTherehasbeenrecentinterestinimprovingper-simplemodelssuchasdecisiontreesorrul...
AsimpleFrameworkforContrastiveLearningofVisualRepresentationsTingChen1SimonKornblith1MohammadNorouzi1GeoffreyHinton1AbstractFigure1.ImageNetTop-1accuracyoflinearclassifierstrainedonrepresentationsl...
simpleBlack-boxAdversarialAttacksChuanGuo1JacobR.Gardner2YurongYou1AndrewGordonWilson1KilianQ.Weinberger1Abstractwhereasblack-boxattacksrequireonlyqueriestothetargetmodelthatmayreturncompleteorpart...
simpleStochasticGradientMethodsforNon-SmoothNon-ConvexRegularizedOptimizationMichaelR.Metel1AkikoTakeda12Abstractwherefj(w)=F(w,ξj)andhasaLipschitzcontinuousgradient.Ourworkfocusesonstochasticgrad...
FastandsimpleNatural-GradientVariationalInferencewithMixtureofExponential-familyApproximationsWuLin1MohammadEmtiyazKhan2MarkSchmidt1AbstractMinimalMixtureofEFExamplesofMCEFsConditionallyCurvedEFFin...
ComposableCore-setsforDeterminantMaximization:AsimpleNear-OptimalAlgorithmPiotrIndyk1SepidehMahabadi2ShayanOveisGharan3AlirezaRezaei3AbstracttheparallelepipedspannedbythepointsinS.Thisproblemandits...
CheapOrthogonalConstraintsinNeuralNetworks:AsimpleParametrizationoftheOrthogonalandUnitaryGroupMarioLezcano-Casado1DavidMart´ınez-Rubio2Abstractexponentiallyfastwiththenumberoftime-stepswhenevert...