"Optimization"的相关文档 - 文库宝

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标签“Optimization”的相关文档，共171条

Online Convex Optimization in Adversarial Markov Decision Processes
OnlineConvexOptimizationinAdversarialMarkovDecisionProcessesAvivRosenberg1YishayMansour12AbstractWeproposeanovelalgorithmfortheadversarialMDPmodelwherethetransitionfunctionisunknowntotheWeconsidero...
Online Optimization Adversarial Markov in
2023-11-13 14:48:07884250.64 KB9
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Nonconvex Variance Reduced Optimization with Arbitrary Sampling
NonconvexVarianceReducedOptimizationwithArbitrarySamplingSamuelHorváth1PeterRichtárik123Abstractwherexcorrespondstotheparametersdeﬁningamodel,fi(x)isthelossofthemodelxassociatedwithdatapointWepr...
Optimization Sampling with Variance Nonconvex
2023-11-13 14:47:591114925.74 KB12
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Multivariate Submodular Optimization
MultivariateSubmodularOptimizationRichardSantiago1F.BruceShepherd2AbstractOptimizingsubmodularfunctionsisacentralsubjectinop-erationsresearchandcombinatorialOptimization(Lova´sz,Submodularfunction...
Submodular Optimization Multivariate
2023-11-13 14:47:551817354.33 KB17
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Multiplicative Weights Updates as a distributed constrained Optimization algorithm Convergence to second-order stationary points almost always
MultiplicativeWeightsUpdateasaDistributedConstrainedOptimizationAlgorithm:ConvergencetoSecond-orderStationaryPointsAlmostAlwaysIoannisPanageas1GeorgiosPiliouras1XiaoWang1Abstracttion).Moreoverbyadd...
Distributed Optimization Updates Constrained Multiplicative
2023-11-13 14:47:551032533.64 KB25
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Lower Bounds for Smooth Nonconvex Finite-Sum Optimization
LowerBoundsforSmoothNonconvexFinite-SumOptimizationDongruoZhou1QuanquanGu1Abstractofﬁrst-orderalgorithmsforsolving(1.1),whichhaveac-cessestotheIncrementalFirst-orderOracle(IFO)(AgarwalSmoothﬁnite...
for Optimization bounds Nonconvex Smooth
2023-11-13 14:47:471753337.02 KB25
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Game Theoretic Optimization via Gradient-based Nikaido-Isoda Function
GameTheoreticOptimizationviaGradient-basedNikaido-IsodaFunctionArvindU.Raghunathan1AnoopCherian1DeveshK.Jha1Abstract(NE).WedenotebySNEthesetofallNEpoints,i.e.,SNE={x(1)holds}.Intheabsenceofconvexit...
Optimization via Gradient-Based Function Theoretic
2023-11-13 14:47:167221.13 MB26
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Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks
Fine-GrainedAnalysisofOptimizationandGeneralizationforOverparameterizedTwo-LayerNeuralNetworksSanjeevArora12SimonS.Du3WeiHu1ZhiyuanLi1RuosongWang3Abstractthatsufﬁcientlypowerfulnets(withvastlymore...
of for Optimization and Analysis
2023-11-13 14:47:135791.11 MB9
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Estimate Sequences for Variance-Reduced Stochastic Composite Optimization
EstimateSequencesforVariance-ReducedStochasticCompositeOptimizationAndreiKulunchakov1JulienMairal1AbstractWhiletheﬁnite-sumsettingisaparticularcaseofexpecta-tion,thedeterministicnatureoftheresulti...
for Optimization Stochastic Variance-Reduced Composite
2023-11-13 14:47:041497422.05 KB13
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Efficient Optimization of loops and limits with randomized telescoping sums
EfﬁcientOptimizationofLoopsandLimitswithRandomizedTelescopingSumsAlexBeatson1RyanP.Adams1Abstractovertime,eachlearningsteprequiresloopingovertimesteps.Morebroadly,inmanyscientiﬁcandengineeringWec...
of Efficient Optimization and with
2023-11-13 14:47:029191.95 MB2
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Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication
DecentralizedStochasticOptimizationandGossipAlgorithmswithCompressedCommunicationAnastasiaKoloskova1SebastianU.Stich1MartinJaggi1Abstracttionwithneighboringdevices.Thiscoversforinstancetheclassicse...
Optimization and Algorithms with Stochastic
2023-11-13 14:46:4913213.16 MB29
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Cautious Regret Minimization Online Optimization with Long-Term Budget Constraints
CautiousRegretMinimization:OnlineOptimizationwithLong-TermBudgetConstraintsNikolaosLiakopoulos12ApostolosDestounis1GeorgiosPaschos1ThrasyvoulosSpyropoulos2PanayotisMertikopoulos3Abstractafunctionof...
Online Optimization with Regret Minimization
2023-11-13 14:46:36735708.05 KB12
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Categorical Feature Compression via Submodular Optimization
CategoricalFeatureCompressionviaSubmodularOptimizationMohammadHosseinBateni1LinChen12HosseinEsfandiari1ThomasFu1VahabS.Mirrokni1AfshinRostamizadeh1Abstractisastandardoccurrence.Forexample,intaskssu...
Submodular Feature Optimization via Compression
2023-11-13 14:46:351255351.62 KB6
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Bayesian Optimization of Composite Functions
BayesianOptimizationofCompositeFunctionsRaulAstudillo1PeterI.Frazier12AbstractSokolov,2018);inmaterialsanddrugdesign(Kapetanovic,2008;Frazier&Wang,2016)whenseekingtodesignaWeconsiderOptimizationofc...
of Optimization Bayesian Functions Composite
2023-11-13 14:46:3014714.35 MB2
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Bayesian Optimization Meets Bayesian Optimal Stopping
BayesianOptimizationMeetsBayesianOptimalStoppingZhongxiangDai1HaibinYu1BryanKianHsiangLow1PatrickJaillet2AbstractSilveretal.,2016).However,amajordifﬁcultyfacedbyMLpractitionersisthechoiceofmodelhy...
Optimization Bayesian Optimal Meets Stopping
2023-11-13 14:46:301769889.27 KB30
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An Investigation into Neural Net Optimization via Hessian Eigenvalue Density
AnInvestigationintoNeuralNetOptimizationviaHessianEigenvalueDensityBehroozGhorbani12ShankarKrishnan2YingXiao2Abstractetal.,2016;2017;Yaoetal.,2018).Intheabsenceofsuchconcreteinformationabouttheeige...
Neural Optimization An via Investigation
2023-11-13 14:46:2319871.22 MB13
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Almost surely constrained convex Optimization
AlmostsurelyconstrainedconvexOptimizationOlivierFercoq1AhmetAlacaoglu2IonNecoara3VolkanCevher2AbstractWeseektosatisfythestochasticlinearinclusionconstraintsin(1)almostsurely.Notethatthisgoalisdiffe...
Optimization Constrained Convex Almost surely
2023-11-13 14:46:221466399.94 KB8
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Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces
AdaptiveandSafeBayesianOptimizationinHighDimensionsviaOne-DimensionalSubspacesJohannesKirschner1Mojm´ırMutny´1NicoleHiller2RasmusIschebeck2AndreasKrause1Abstract5ﬁnalvalueBayesianOptimizationis...
Adaptive Optimization and Bayesian in
2023-11-13 14:46:196971.03 MB22
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A Framework for Bayesian Optimization in Embedded Subspaces
AFrameworkforBayesianOptimizationinEmbeddedSubspacesAlexanderMunteanu1AminNayebi2MatthiasPoloczek32Abstracttheobjectivefunction.Thus,itisnotsurprisingthatex-pandingBOtohigher-dimensionalsearchspace...
for Optimization Bayesian in Framework
2023-11-13 14:46:121194703.25 KB15
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Width Provably Matters in Optimization for Deep Linear Neural Networks
WidthProvablyMattersinOptimizationforDeepLinearNeuralNetworksSimonS.Du1WeiHu2Abstractconvergestoglobalminimumunderfurtherassumptionsonbothdataandglobalminimum.TheseresultsrequireWeprovethatforanL-l...
for Optimization Deep in Provably
2023-11-13 14:46:091739725.1 KB28
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Tight Regret Bounds for Bayesian Optimization in One Dimension
TightRegretBoundsforBayesianOptimizationinOneDimensionJonathanScarlett1Abstract2010),whoconsiderthecumulativeregret:WeconsidertheproblemofBayesianoptimiza-Ttion(BO)inonedimension,underaGaussianproc...
for Optimization Bayesian in Regret
2023-11-13 12:00:52516626.12 KB6
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