BOCK:BayesianOptimizationwithCylindricalKernelsChangYongOh1EfstratiosGavves1MaxWelling12Abstractx1T(x1)AmajorchallengeinBayesianOptimizationisthex1xT(x1)T(x2)boundaryissue(Swersky,2017)whereanalgo-...
BOHB:RobustandEfficientHyperparameterOptimizationatScaleStefanFalkner1AaronKlein1FrankHutter1AbstractforapracticalsolutiontothehyperparameterOptimization(HPO)problemthatfulfillsmanydesiderata:Moder...
BilevelProgrammingforHyperparameterOptimizationandMeta-LearningLucaFranceschi12PaoloFrasconi3SaverioSalzo1RiccardoGrazzi1MassimilianoPontil12Abstracthypothesis(asinstandardsupervisedlearning)whilea...
BayesianOptimizationofCombinatorialStructuresRicardoBaptista1MatthiasPoloczek2AbstractWepresentanovelalgorithmforthisproblem,BayesianOptimizationofCombinatorialStructures(BOCS),thatisTheoptimizatio...
BatchBayesianOptimizationviaMulti-objectiveAcquisitionEnsembleforAutomatedAnalogCircuitDesignWenlongLyu1FanYang1ChanghaoYan1DianZhou12XuanZeng1AbstractofICmanufacturetechnologyforecastedbyMoore’sl...
AsynchronousStochasticQuasi-NewtonMCMCforNon-ConvexOptimizationUmutS¸ims¸ekli1C¸ag˘atayYıldız2ThanhHuyNguyen1Gae¨lRichard1A.TaylanCemgil3AbstractwhereUisatwicecontinuouslydifferentiablefunct...
ApproximatemessagepassingforamplitudebasedOptimizationJunjieMa1JiXu2ArianMaleki3AbstractPhaseCut(Waldspurgeretal.,2015),arebasedonsemidef-initerelaxations.ForrandomGaussianmeasurements,aWeconsidera...
ARicherTheoryofConvexConstrainedOptimizationwithReducedProjectionsandImprovedRatesTianbaoYang1QihangLin1LijunZhang2Abstract1.IntroductionThispaperfocusesonconvexconstrainedopti-Inthispaper,weaimats...
Sub-sampledCubicRegularizationforNon-convexOptimizationJonasMoritzKohler1AurelienLucchi1Abstractlearningwhennisverylarge.Itsconvergenceproper-tiesarewellunderstoodforconvexfunctions,whichariseWecon...
StrongNP-HardnessforSparseOptimizationwithConcavePenaltyFunctionsYichenChen1DongdongGe2MengdiWang1ZizhuoWang3YinyuYe4HaoYin4AbstractWeareinterestedinthecomputationalcomplexityofProb-lem1undergenera...
StochasticConvexOptimization:FasterLocalGrowthImpliesFasterGlobalConvergenceYiXu1QihangLin2TianbaoYang1Abstract1.IntroductionInthispaper,anewtheoryisdevelopedforfirst-Inthispaper,weareinterestedins...
SketchedRidgeRegression:OptimizationPerspective,StatisticalPerspective,andModelAveragingShusenWang1AlexGittens2MichaelW.Mahoney1Abstractlemwhilegreatlymitigatingthestatisticalrisksincurredbysketchi...
Second-OrderKernelOnlineConvexOptimizationwithAdaptiveSketchingDanieleCalandriello1AlessandroLazaric1MichalValko1Abstractminimizetheregret,definedasthedifferencebetweenthelossesofthepredictionsobta...
PreferentialBayesianOptimizationJavierGonza´lez1ZhenwenDai1AndreasDamianou1NeilD.Lawrence12AbstractX×Xfromwhichweobtainbinaryfeedback{0,1}thatrepresentswhetherornotxispreferredoverx(haslowerBayes...
OptNet:DifferentiableOptimizationasaLayerinNeuralNetworksBrandonAmos1J.ZicoKolter1Abstracttalcanreducetheoveralldepthofthenetworkwhilepre-servingrichnessofrepresentation.Specifically,webuildaThispa...
OnlinePartialLeastSquareOptimization:DroppingConvexityforBetterEfficiencyandScalabilityZhehuiChen1LinF.Yang2ChrisJ.Li3TuoZhao1Abstract2011).Althoughthesedataareusuallyunlabeled,thereex-Multiviewrep...
Natasha:FasterNon-ConvexStochasticOptimizationviaStronglyNon-ConvexParameterZeyuanAllen-Zhu1Abstractrandom∇fi(x).Givenanon-convexfunctionf(x)thatisanav-•Theso-calledproximaltermψ(x)addsmoregener...
Max-valueEntropySearchforEfficientBayesianOptimizationZiWang1StefanieJegelka1AbstractAmongthemostpopularonesrangetheGaussianprocessupperconfidencebound(GP-UCB)(Auer,2002;SrinivasEntropySearch(ES)an...
LocalBayesianOptimizationofMotorSkillsRiadAkrour1DmitrySorokin1JanPeters12GerhardNeumann13AbstractcarryanadditionalOptimizationphaseonthephysicalsys-tem.BayesianOptimizationisrenownedforitssam-plee...
HighDimensionalBayesianOptimizationwithElasticGaussianProcessSantuRana1ChengLi1SunilGupta1VuNguyen1SvethaVenkatesh1Abstract1998)whicharealsoexpensivetoevaluate.Examplesin-cludeexperimentaldesigntoo...