Meta-learningHyperparameterPerformancePredictionwithNeuralProcessesYingWei1PeilinZhao2JunzhouHuang2AbstractFreefromthelimitationsofexhaustivesearch(Bergstra&Bengio,2012)beingcomputationallyexpensiv...
HyperparameterSelectionforImitationLearningLe´onardHussenot12MarcinAndrychowicz1DamienVincent1RobertDadashi1AntonRaichuk1LukaszStafiniak1SertanGirgin1RaphaelMarinier1NikolaMomchev1SabelaRamos1Manu...
ExplainableAutomatedGraphRepresentationLearningwithHyperparameterImportanceXinWang1ShuyiFan1KunKuang2WenwuZhu1Abstract1.IntroductionCurrentgraphrepresentation(GR)algorithmsre-Graphrepresentation(GR...
OptimizerBenchmarkingNeedstoAccountforHyperparameterTuningPrabhuTejaS12FlorianMai12ThijsVogels2MartinJaggi2FrançoisFleuret12AbstractchoiceofHyperparametervaluessuchasthelearningrate.Inthemachinele...
OnHyperparametertuningingeneralclusteringproblemsXinjieFan1YuguangYue1PurnamritaSarkar1Y.X.RachelWang2AbstractsibleHyperparametervaluesandoftenhastorelyongoodheuristicsanddomainknowledgefromtheuser...
ImplicitdifferentiationofLasso-typemodelsforHyperparameteroptimizationQuentinBertrand1QuentinKlopfenstein2MathieuBlondel3SamuelVaiter4AlexandreGramfort1JosephSalmon5Abstract1.IntroductionSettingreg...
FullyParallelHyperparameterSearch:ReshapedSpace-FillingM.-L.Cauwet1C.Couprie2J.Dehos3P.Luc2J.Rapin2M.Riviere2F.Teytaud3O.Teytaud2N.Usunier2Abstractsuchrandomsamplingisrobustandoutperformsgridsam-pl...
BatchReinforcementLearningwithHyperparameterGradientsByung-JunLee1JongminLee1PeterVrancx2DonghoKim2Kee-EungKim23Abstractrealenvironment.However,thisapproachrequiresalotofhumaneffortincludingdomaine...
AQuantile-basedApproachforHyperparameterTransferLearningDavidSalinas1HuibinShen2ValerioPerrone2Abstractproblembyplacingaprobabilisticmodel,typicallyaGaus-sianprocess(GP),onthefunctiontominimize;the...
BOHB:RobustandEfficientHyperparameterOptimizationatScaleStefanFalkner1AaronKlein1FrankHutter1AbstractforapracticalsolutiontotheHyperparameteroptimization(HPO)problemthatfulfillsmanydesiderata:Moder...
BilevelProgrammingforHyperparameterOptimizationandMeta-LearningLucaFranceschi12PaoloFrasconi3SaverioSalzo1RiccardoGrazzi1MassimilianoPontil12Abstracthypothesis(asinstandardsupervisedlearning)whilea...
ForwardandReverseGradient-BasedHyperparameterOptimizationLucaFranceschi12MicheleDonini1PaoloFrasconi3MassimilianoPontil12Abstractresponsefunction,Bayesianoptimizationapproachespro-videanaturalframe...