CollaborativeMachineLearningwithIncentive-AwareModelRewardsRachaelHweeLingSim1YehongZhang1MunChoonChan1BryanKianHsiangLow1Abstractfromotherhospitalsandfirmstoimprovethepredictionofsomediseaseprogre...
ActiveWorldModelLearninginAgent-richEnvironmentswithProgressCuriosityKunoKim1MegumiSano1JulianDeFreitas2NickHaber3DanielYamins14Abstractmotionlessball,yougrowbored.Youconsiderthemerry-go-roundabitm...
UsingPre-TrainingCanImproveModelRobustnessandUncertaintyDanHendrycks1KiminLee2MantasMazeika3AbstractSurprisingly,pre-trainingprovidesnoperformancebene-fitonvarioustasksandarchitecturesovertrainingf...
TowardsAccurateModelSelectioninDeepUnsupervisedDomainAdaptationKaichaoYou12XimeiWang12MingshengLong12MichaelI.Jordan3AbstractnaturalinrecognitiontaskswheredeepModelshaveshowntheirsuperiority(Longet...
TibGM:ATransferableandInformation-BasedGraphicalModelApproachforReinforcementLearningTameemAdel1AdrianWeller12Abstractdently,thereuseoflearntrepresentationsamongsubtasks,improvedefficiencyduetothet...
RateDistortionForModelCompression:FromTheoryToPracticeWeihaoGao1Yu-HanLiu2ChongWang3SewoongOh4Abstracttationalpower,thenumberofweightsinpracticalneuralnetworkModelalsogrowsrapidly.Forexample,inthea...
ModelComparisonforSemanticGroupingFranciscoVargas1KamenBrestnichki1NilsHammerla1Abstractdeeplearningarchitectures(Kirosetal.,2015),bothofwhichsummariseasentencethroughasingleembedding.Weintroduceap...
ModelBasedConditionalGradientMethodwithArmijo-likeLineSearchYuraMalitsky1PeterOchs2Abstractlargestsingularvalueofthegradientthatdefinesthelinearfunction.Incontrast,relatedproximalminimizationalgo-T...
MeanSum:ANeuralModelforUnsupervisedMulti-DocumentAbstractiveSummarizationEricChu†1PeterJ.Liu2Abstractorrecognitionofshortutterances,forwhichthereisanabun-danceofparalleldata.Theapplicationofsuchmo...
LIT:LearnedIntermediateRepresentationTrainingforModelCompressionAnimeshKoratana1DanielKang1PeterBailis1MateiZaharia1Abstracttonetal.,2014)andfurtherextended(Romeroetal.,2015;Kim&Rush,2016;Furlanell...
ImprovingModelSelectionbyEmployingtheTestDataMaxWestphal1WernerBrannath1AbstractThisisinparticulartruewhenlabelleddataisexpensivetoacquireanddatasetsarethusonlyofmodestsizeortheem-Modelselectionand...
HyperGAN:AGenerativeModelforDiverse,PerformantNeuralNetworksNealeRatzlaff1LiFuxin1Abstractlearningapproximateposteriordistributionsovernetworkparameters.Pastapproachesmostlyleveragevariationalin-St...
HeterogeneousModelReuseviaOptimizingMultipartyMulticlassMarginXi-ZhuWu1SongLiu23Zhi-HuaZhou1Abstracttheylearnparametersofthesamedimension,likeneuralnet-workwiththesamestructure(Shokri&Shmatikov,201...
GenerativeAdversarialUserModelforReinforcementLearningBasedRecommendationSystemXinshiChen1†ShuangLi2HuiLi4ShaohuaJiang4YuanQi4LeSong34Abstractexplicitlytakeintoaccountthelong-termuserinterest.How-...
EfficientNet:RethinkingModelScalingforConvolutionalNeuralNetworksMingxingTan1QuocV.Le1Abstract84EfficientNet-B7ConvolutionalNeuralNetworks(ConvNets)areB6AmoebaNet-Ccommonlydevelopedatafixedresource...
DP-GP-LVM:ABayesianNon-ParametricModelforLearningMultivariateDependencyStructuresAndrewR.Lawrence1CarlHenrikEk2NeillD.F.Campbell1Abstractdimensionsco-vary.Forahumanwalking,eachlimbsharesavariationf...
CollectiveModelFusionforMultipleBlack-BoxExpertsQuangMinhHoang1TrongNghiaHoang2BryanKianHsiangLow3CarlKingsford1Abstractfusion,localexpertsarefurtherexpectedtohaveemployedahomogeneousdesignwithlimi...
CognitiveModelPriorsforPredictingHumanDecisionsDavidD.Bourgin1JoshuaC.Peterson2DanielReichman2StuartJ.Russell1ThomasL.Griffiths2Abstract1.IntroductionHumandecision-makingunderliesalleconomicWhichga...
AutomatedModelSelectionwithBayesianQuadratureHenryChai1Jean-Franc¸oisTon2MichaelA.Osborne34RomanGarnett1AbstractformZ=f(Dθ)π(θ)dθ,whereθisavectorofModelparameters,f(Dθ)isalikelihood,andπ(θ...
ARecurrentNeuralCascade-basedModelforContinuous-TimeDiffusionSylvainLamprier1Abstractprocesstoextractthemaindynamicsofthenetworkfromobserveddiffusionepisodes.Manyworkshavebeenproposedintheliteratur...