Meta-learningHyperparameterPerformancePredictionwithNeuralProcessesYingWei1PeilinZhao2JunzhouHuang2AbstractFreefromthelimitationsofexhaustivesearch(Bergstra&Bengio,2012)beingcomputationallyexpensiv...
ModelPerformanceScalingwithMultipleDataSourcesTatsunoriHashimoto1Abstractprovidespowerfultoolstoimproveandevaluatemodelbe-havior,butalsoposesanadditionalchallenge:whatistheReal-worldmachinelearning...
HowDoesLossFunctionAffectGeneralizationPerformanceofDeepLearning?ApplicationtoHumanAgeEstimationAliAkbari1MuhammadAwais1ManijehBashar2JosefKittler1Abstractconditions,cameraquality,headpose,makeupap...
EfficientPerformanceBoundsforPrimal-DualReinforcementLearningfromDemonstrationsAngelikiKamoutsi1GoranBanjac1JohnLygeros1AbstractInthestandardRLsettingacostsignalisgiventoinstructagentshowtocomplete...
CalibrateBeforeUse:ImprovingFew-ShotPerformanceofLanguageModelsTonyZ.Zhao1EricWallace1ShiFeng2DanKlein1SameerSingh3AbstractInput:Subparacting.Sentiment:NegativeGPT-3canperformnumeroustaskswhenpro-I...
APrecisePerformanceAnalysisofSupportVectorRegressionHoussemSifaou1AblaKammoun1Mohamed-SlimAlouini1AbstractofNakkiranetal.(Nakkiranetal.,2020a;b)indicatesthatmoredatamayharmthePerformance.Onepotenti...
StrivingforSimplicityandPerformanceinOff-PolicyDRL:OutputNormalizationandNon-UniformSamplingCheWang12YanqiuWu12QuanVuong3KeithRoss12Abstract(Lillicrapetal.,2015;Fujimotoetal.,2018).TD3,whichintrodu...
RevisitingTrainingStrategiesandGeneralizationPerformanceinDeepMetricLearningKarstenRoth12TimoMilbich2SamarthSinha13PrateekGupta14Bjo¨rnOmmer2JosephPaulCohen1AbstractFigure1.MeanrecallPerformancean...
EvaluatingthePerformanceofReinforcementLearningAlgorithmsScottM.Jordan1YashChandak1DanielCohen1MengxueZhang1PhilipS.Thomas1AbstractusabilityofRLalgorithms,wesuggestthatitshouldhavefourproperties.Fi...
EmpiricalAnalysisofBeamSearchPerformanceDegradationinNeuralSequenceModelsEldanCohen1J.ChristopherBeck1Abstractinferencealgorithmfordecodingneuralsequencemodelsisbeamsearch,asearchalgorithmthatgener...
AUCµ:APerformanceMetricforMulti-ClassMachineLearningModelsRossS.Kleiman1DavidPage12Abstractmulti-classAUCanalog.However,inourworkweshowthatMcanfailtoreturnascoreof1(perfectPerformance),Theareaunde...
ImprovingRegressionPerformancewithDistributionalLossesEhsanImani1MarthaWhite1Abstractorabsoluteerrorforregression—butthoselossesarenotnecessarilydirectlyminimized.Thereisgrowingevidencethatconvert...
HighPerformanceZero-MemoryOverheadDirectConvolutionsJiyuanZhang1FranzFranchetti1TzeMengLow1AbstractPerformancenormalizedtoOpenBLASGEMMonAMDPileDriverThecomputationofconvolutionlayersindeep4.0GHz,4/...
AUnifiedViewofMulti-LabelPerformanceMeasuresXi-ZhuWu1Zhi-HuaZhou1Abstracteachinstancecanbeassociatedwithmultiplelabelssimul-taneously.Forexample,itisdifficulttotellwhichmistakeMulti-labelclassifica...