Population-BasedBlack-boxOptimizationforBiologicalSequenceDesignChristofAngermueller1DavidBelanger1AndreeaGane1ZeldaMariet1DavidDohan1KevinMurphy1LucyColwell12DSculley1Abstractproposedsequencesrequ...
PrivateOutsourcedBayesianOptimizationDmitriiKharkovskii1ZhongxiangDai1BryanKianHsiangLow1Abstractwithsensitivedatasetssuchashealthcare(Yuetal.,2013),insurance(Chongetal.,2005)andfrauddetection(Ngai...
OracleEfficientPrivateNon-ConvexOptimizationSethNeel1AaronRoth2GiuseppeVietri3ZhiweiStevenWu3Abstractandaparameterw∈W:argminwL(D,w).Thisgeneralclassofproblemsincludesclassicalempiricalriskminimiza...
OptimizationTheoryforReLUNeuralNetworksTrainedwithNormalizationLayersYonatanDukler1QuanquanGu2GuidoMontúfar134AbstractofadditionalnormalizationmethodsfollowedBN,notablyincludingLayerNormalization(...
OptimizationfromStructuredSamplesforCoverageFunctionsWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstracteters.Thecomputationaltaskistooptimizeanobjectivefunctiongivenparametersofthemodel.Onesuc...
OptimizationandAnalysisofthepAp@kMetricforRecommenderSystemsGaurushHiranandani1WarutVijitbenjaronk1OluwasanmiKoyejo1PrateekJain2Abstractafewitems(top-k)outofavastrepositoryofitems,andheterogeneityi...
OptimisticPolicyOptimizationwithBanditFeedbackYonathanEfroni1LiorShani1AvivRosenberg2ShieMannor1AbstractDuetotheirpopularity,thereisarichliteraturethatpro-videsdifferenttypesoftheoreticalguarantees...
OnlineConvexOptimizationintheRandomOrderModelDanGarber1GalKorcia2KfirY.Levy2Abstractpowerfulandpopularparadigmformodelingsequentialpre-dictionproblemsinfaceofuncertainty.ItsmainstrengthOnlineConvex...
OnDifferentiallyPrivateStochasticConvexOptimizationwithHeavy-tailedDataDiWang12HanshenXiao3SriniDevadas3JinhuiXu1Abstractarethemostfundamentalproblemsinsupervisedlearningandstatistics.Theyfindnumer...
Near-lineartimeGaussianprocessOptimizationwithadaptivebatchingandresparsificationDanieleCalandriello1LuigiCarratino2AlessandroLazaric3MichalValko4LorenzoRosasco256Abstractsequentiallearningproblem,...
Multi-objectiveBayesianOptimizationusingPareto-frontierEntropyShinyaSuzuki1ShionTakeno12TomoyukiTamura34KazukiShitara56MasayukiKarasuyama147AbstractcanbeformulatedasjointlymaximizingLunknownfunc-ti...
Multi-fidelityBayesianOptimizationwithMax-valueEntropySearchanditsParallelizationShionTakeno12HitoshiFukuoka3YuhkiTsukada34ToshiyukiKoyama3MotokiShiga245IchiroTakeuchi12MasayukiKarasuyama146Abstrac...
Monte-CarlotreesearchasregularizedpolicyOptimizationJean-BastienGrill1FlorentAltche´1YunhaoTang12ThomasHubert3MichalValko1IoannisAntonoglou3Re´miMunos1AbstractAlphaZeroemploysanalternativehandcra...
ModulatingSurrogatesforBayesianOptimizationErikBodin1MarkusKaiser23IevaKazlauskaite4ZhenwenDai5NeillD.F.Campbell4CarlHenrikEk1AbstractsequentialdecisionmakingtaskssuchasBO,wherethemodelisusednotonl...
Min-MaxOptimizationwithoutGradients:ConvergenceandApplicationstoBlack-BoxEvasionandPoisoningAttacksSijiaLiu1SongtaoLu2XiangyiChen3YaoFeng4KaidiXu5AbdullahAl-Dujaili6MingyiHong3Una-MayO’Reilly71Abs...
ManifoldIdentificationforUltimatelyCommunication-EfficientDistributedOptimizationYu-ShengLi1Wei-LinChiang1Ching-peiLee2Abstractinrecentyears.IndistributedOptimization,theadditionalcomputingpowerand...
LP-SparseMAP:DifferentiableRelaxedOptimizationforSparseStructuredPredictionVladNiculae1AndréF.T.Martins123AbstractsleeptheclockaroundBUDGETfactorTREEfactorStructuredpredictorsrequiresolvingacombin...
LayeredSamplingforRobustOptimizationProblemsHuDing1ZixiuWang1Abstract2011;Huangetal.,2018),logisticregression(Hugginsetal.,2016;Munteanuetal.,2018),linearregression(DasguptaInrealworld,ourdatasetso...
InterpretingRobustOptimizationviaAdversarialInfluenceFunctionsZhunDeng1CynthiaDwork1JialiangWang1LinjunZhang2AbstracttionforamodelMisformulatedasRobustOptimizationhasbeenwidelyusedinminEx,ymaxl(θM...
ImprovingTransformerOptimizationThroughBetterInitializationXiaoShiHuang12FelipePe´rez1JimmyBa32MaksimsVolkovs1Abstractetal.,2019;Sunetal.,2019).Despitethebroadapplications,OptimizationintheTransfo...