TeraPipe:Token-LevelPipelineParallelismforTrainingLarge-ScaleLanguageModelsZhuohanLi1SiyuanZhuang1ShiyuanGuo1DanyangZhuo2HaoZhang1DawnSong1IonStoica1Abstractbitfloating-pointnumbers.Thissignificant...
ObjectSegmentationWithoutLabelswithLarge-ScaleGenerativeModelsAndreyVoynov1StanislavMorozov1ArtemBabenko1Abstractmodelstoperformlabel-freeobjectsegmentation,wheregroundtruthpixel-levellabelsareexpe...
High-PerformanceLarge-ScaleImageRecognitionWithoutNormalizationAndrewBrock1SohamDe1SamuelL.Smith1KarenSimonyan1AbstractFigure1.ImageNetValidationAccuracyvsTrainingLatency.Allnumbersaresingle-model,...
Large-ScaleMeta-LearningwithContinualTrajectoryShiftingJaeWoongShin1HaeBeomLee1BoqingGong21SungJuHwang13Abstractexamples(Lakeetal.,2015;Vinyalsetal.,2016;Santoroetal.,2016;Snelletal.,2017;Finnetal....
Large-ScaleMulti-AgentDeepFBSDEsTianrongChen1ZiyiWang2IoannisExarchos3EvangelosA.Theodorou24AbstractAttheequilibrium,eachplayercannotgainanybenefitbymodifyinghis/herownstrategygivenopponents’strat...
ALarge-Scalebenchmarkforfew-shotprograminductionandsynthesisFerranAlet1JavierLopez-Contreras1JamesKoppel1MaxwellNye1ArmandoSolar-Lezama1TomásLozano-Pérez1LesliePackKaelbling1JoshuaB.Tenenbaum1Abs...
1-bitAdam:CommunicationEfficientLarge-ScaleTrainingwithAdam’sConvergenceSpeedHanlinTang12ShaoduoGan3AmmarAhmadAwan1SamyamRajbhandari1ConglongLi1XiangruLian2JiLiu2CeZhang3YuxiongHe1Abstract1.Introd...
AcceleratingLarge-ScaleInferencewithAnisotropicVectorQuantizationRuiqiGuo1PhilipSun1ErikLindgren1QuanGeng1DavidSimcha1FelixChern1SanjivKumar1Abstract(MIPS)problem,consideradatabaseX={xi}i=1,2,...,n...
Large-ScaleSparseKernelCanonicalCorrelationAnalysisViiviUurtio12SahelyBhadra3JuhoRousu12Abstract&Livescu,2016;Uurtioetal.,2018a)anddeeplearning(Andrewetal.,2013).TheadvantagesofkernelizingtheThispa...
ALarge-ScaleStudyonRegularizationandNormalizationinGANsKarolKurach1MarioLucic1XiaohuaZhai1MarcinMichalski1SylvainGelly1Abstractfromthetruedistributionorweresynthesizedbythegenera-tor.Thesolutiontot...
MISSION:UltraLarge-ScaleFeatureSelectionusingCount-SketchesAmiraliAghazadeh1RyanSpring2DanielLeJeune3GautamDasarathy3AnshumaliShrivastava2RichardG.Baraniuk3Abstractderedpairs(Xi,yi)i∈[n],whereXi∈...
Large-ScaleSparseInverseCovarianceEstimationviaThresholdingandMax-DetMatrixCompletionRichardY.Zhang1SalarFattahi1SomayehSojoudi2Abstractzero.ForGaussiandistributions,thestatisticalinterpre-tationof...
Large-ScaleCoxProcessInferenceusingVariationalFourierFeaturesSTJohn1JamesHensman1Abstractspatiotemporaldomain,whichcannotbecomputedingen-eral.Therearethreepotentialremediestothisissue.First,Gaussia...
ImprovedLarge-ScaleGraphLearningthroughRidgeSpectralSparsificationDanieleCalandriello12IoannisKoutis3AlessandroLazaric4MichalValko1Abstractclustering(SC,VonLuxburg2007).Theintuitionbehindgraph-base...
GraduallyUpdatedNeuralNetworksforLarge-ScaleImageRecognitionSiyuanQiao1ZhishuaiZhang1WeiShen12BoWang3AlanYuille1AbstractSoftMaxSoftMaxBlock3×?3GUNN3×1Depthisoneofthekeysthatmakeneuralnet-Pooling...
GeneralizedRobustBayesianCommitteeMachineforLarge-ScaleGaussianProcessRegressionHaitaoLiu1JianfeiCai2YiWang3Yew-SoonOng24Abstractpredictivedistributionsattestpoints.InordertoscalestandardGaussianpr...
ParallelandDistributedThompsonSamplingforLarge-ScaleAcceleratedExplorationofChemicalSpaceJose´MiguelHerna´ndez-Lobato1JamesRequeima12EdwardO.Pyzer-Knapp34Ala´nAspuru-Guzik3Abstractcompoundsandpo...
Large-ScaleEvolutionofImageClassifiersEstebanReal1SherryMoore1AndrewSelle1SaurabhSaxena1YutakaLeonSuematsu2JieTan1QuocV.Le1AlexeyKurakin1AbstractItisthereforenotsurprisingthatinrecentyears,tech-niq...
GradientProjectionIterativeSketchforLarge-ScaleConstrainedLeast-SquaresJunqiTang1MohammadGolbabaee1MikeE.Davies1Abstractgorithms,thefirststreamisthestochasticgradientde-scent(SGD)anditsvariance-red...