GlobalOptimizationofLipschitzfunctionsCe´dricMalherbe1NicolasVayatis1AbstractglobalOptimization(Pinte´r,1991),black-boxOptimization(Jonesetal.,1998)orderivative-freeOptimization(Rios&Thegoalofthe...
ForwardandReverseGradient-BasedHyperparameterOptimizationLucaFranceschi12MicheleDonini1PaoloFrasconi3MassimilianoPontil12Abstractresponsefunction,BayesianOptimizationapproachespro-videanaturalframe...
EmulatingtheExpert:InverseOptimizationthroughOnlineLearningAndreasBärmann1SebastianPokutta2OskarSchneider1Abstractmakingrecommendationsbasedonuserhistoryandstrate-gicplanningproblems,wheretheagent...
DistributedBatchGaussianProcessOptimizationErikA.Daxberger1BryanKianHsiangLow2Abstractfunctionwithalimitedbudgetof(oftencostly)functionevaluations,consequentlywitnessingitsuseinanincreas-Thispaperp...
DevicePlacementOptimizationwithReinforcementLearningAzaliaMirhoseini12HieuPham12QuocV.Le1BenoitSteiner1RasmusLarsen1YuefengZhou1NaveenKumar3MohammadNorouzi1SamyBengio1JeffDean1Abstractetal.,2015;Wu...
ConstrainedPolicyOptimizationJoshuaAchiam1DavidHeld1AvivTamar1PieterAbbeel12AbstractInreinforcementlearning(RL),agentslearntoactbytrialanderror,graduallyimprovingtheirperformanceattheFormanyapplica...
BayesianOptimizationwithTree-structuredDependenciesRodolpheJenatton1CedricArchambeau1JavierGonzalez2MatthiasSeeger1Abstractwithcomplexmachinelearningmodels,suchasdeepneuralnetworks.Historically,thi...
BatchedHigh-dimensionalBayesianOptimizationviaStructuralKernelLearningZiWang1ChengtaoLi1StefanieJegelka1PushmeetKohli2AbstracteffectiveforconvexOptimizationproblemsdefinedovercontinuousdomains,thes...
AnalysisandOptimizationofGraphDecompositionsbyLiftedMulticutsAndreaHornˇa´kova´1Jan-HendrikLange1BjoernAndres1AbstractFigure1.Adecompositionofagraphisapartitionofthenodesetintoconnectedsubsets.A...
AdaptiveSamplingProbabilitiesforNon-SmoothOptimizationHongseokNamkoong1AmanSinha2SteveYadlowsky2JohnC.Duchi23Abstractcertainfeaturesareinfrequent—wewishtoleveragethisduringOptimization.Likewise,wh...
AdaptiveConsensusADMMforDistributedOptimizationZhengXu1GavinTaylor2HaoLi1Ma´rioA.T.Figueiredo3XiaomingYuan4TomGoldstein1Abstracteachworker,andthenapplyADMMtosolveThealternatingdirectionmethodofmul...