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标签“Analysis”的相关文档，共64条

A Distribution-dependent Analysis of Meta Learning
ADistribution-DependentAnalysisofMeta-LearningMikhailKonobeev1IljaKuzborskij2CsabaSzepesva´ri12Abstract“similar”tothepreviousones.Intheformalframeworkofstatisticalmeta-learningofBaxter(2000),the...
Learning of Analysis Meta Distribution-dependent
2023-11-16 17:52:02656673.98 KB8
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A Sharp Analysis of Model-based Reinforcement Learning with Self-Play
ASharpAnalysisofModel-basedReinforcementLearningwithSelf-PlayQinghuaLiu1TianchengYu2YuBai3ChiJin1Abstract1.IntroductionModel-basedalgorithms—algorithmsthatexploreThispaperisconcernedwiththeproblem...
Learning of with Reinforcement Analysis
2023-11-16 17:51:591965317.86 KB26
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A Precise Performance Analysis of Support Vector Regression
APrecisePerformanceAnalysisofSupportVectorRegressionHoussemSifaou1AblaKammoun1Mohamed-SlimAlouini1AbstractofNakkiranetal.(Nakkiranetal.,2020a;b)indicatesthatmoredatamayharmtheperformance.Onepotenti...
of Analysis Regression Vector Support
2023-11-16 17:51:571092522.01 KB19
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Simple and sharp Analysis of k-means
SimpleandSharpAnalysisofk-meansVa´clavRozhonˇ1AbstractIntheiralgorithmonepassesthroughthedatasetonlyfewtimestoextractasetofroughlyO(k)candidatecenters,WepresentasimpleAnalysisoffromwhichonelaterc...
of and Analysis simple k-Means
2023-11-14 21:46:251083304.9 KB22
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Self-concordant Analysis of Frank-Wolfe algorithm
Self-ConcordantAnalysisofFrank-WolfeAlgorithmsPavelDvurechensky12PetrOstroukhov3KamilSaﬁn3ShimritShtern4MathiasStaudigl5Abstractcondition(Bauschkeetal.,2017;Luetal.,2018),thecorner-stoneassumption...
of Algorithm Analysis Frank-Wolfe Self-concordant
2023-11-14 21:46:201894483.83 KB25
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Optimization and Analysis of the pAp@k Metric for Recommender Systems
OptimizationandAnalysisofthepAp@kMetricforRecommenderSystemsGaurushHiranandani1WarutVijitbenjaronk1OluwasanmiKoyejo1PrateekJain2Abstractafewitems(top-k)outofavastrepositoryofitems,andheterogeneityi...
of Optimization and Analysis the
2023-11-14 21:45:4315352.38 MB28
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On Unbalanced Optimal Transport An Analysis of Sinkhorn Algorithm
OnUnbalancedOptimalTransport:AnAnalysisofSinkhornAlgorithmKhiemPham1KhangLe1NhatHo2TungPham13HungBui1Abstractogy(Schiebingeretal.,2019),computationalimaging(Leeetal.,2019),deeplearning(Yang&Uhler,2...
of An Analysis on Optimal
2023-11-14 21:45:361263419.94 KB25
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Leveraging Frequency Analysis for Deep Fake Image Recognition
LeveragingFrequencyAnalysisforDeepFakeImageRecognitionJoelFrank1ThorstenEisenhofer1LeaScho¨nherr1AsjaFischer1DorotheaKolossa1ThorstenHolz1AbstracttheFlicker-Faces-HQdatasetandonegeneratedbyStyle-G...
for Analysis Deep Image Fake
2023-11-14 21:45:0217185.49 MB4
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Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent
Fine-GrainedAnalysisofStabilityandGeneralizationforStochasticGradientDescentYunwenLei12YimingYing3Abstractaniterativealgorithm,SGDupdatesthemodelsequentiallyuponreceivinganewdatumwithacheapper-iter...
of for and Stability Analysis
2023-11-14 21:44:15599368.85 KB22
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Amortized Finite Element Analysis for Fast PDE-Constrained Optimization
AmortizedFiniteElementAnalysisforFastPDE-ConstrainedOptimizationTianjuXue1AlexBeatson2SigridAdriaenssens1RyanP.Adams2AbstractbyPDEs.Commonexamplesincludeoptimaldesign,op-timalcontrol,andtheidentiﬁ...
for Analysis Fast Finite Amortized
2023-11-14 21:43:0414671001.9 KB12
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A new regret Analysis for Adam-type algorithms
AnewregretAnalysisforAdam-typealgorithmsAhmetAlacaoglu1YuraMalitsky1PanayotisMertikopoulos23VolkanCevher1AbstractOnecanwonderwhetherthereisaninherentobstacle–intheproposedmethodsorthesetting–whic...
for Algorithms Analysis Regret New
2023-11-14 21:42:521456259.28 KB2
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A Mean Field Analysis Of Deep ResNet And Beyond Towards Provably Optimization Via Overparameterization From Depth
AMean-ﬁeldAnalysisofDeepResNetandBeyond:TowardsProvableOptimizationViaOverparameterizationFromDepthYipingLu1ChaoMa2YulongLu3JianfengLu3LexingYing4Abstract1.IntroductionTrainingdeepneuralnetworkswi...
of and Analysis Deep Mean
2023-11-14 21:42:521780397.05 KB1
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A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation
AFinite-TimeAnalysisofQ-LearningwithNeuralNetworkFunctionApproximationPanXu1QuanquanGu1AbstractwhichtriggersalineofresearchondeepreinforcementlearningsuchasDoubleDeepQ-Learning(VanHasseltQ-learning...
of Neural with Analysis Network
2023-11-14 17:19:24841316.85 KB22
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Trimming the $ ell_1$ Regularizer Statistical Analysis, Optimization, and Applications to Deep Learning
Trimmingthe1Regularizer:StatisticalAnalysis,Optimization,andApplicationstoDeepLearningJihunYun1PengZheng2EunhoYang13Aure´lieC.Lozano4AleksandrAravkin2Abstractconstraintsontheestimationparameters.S...
Optimization ell Analysis the Statistical
2023-11-13 14:48:5215811.06 MB28
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Towards a Unified Analysis of Random Fourier Features
TowardsaUniﬁedAnalysisofRandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
of Analysis random Features Fourier
2023-11-13 14:48:491118673.39 KB11
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Topological Data Analysis of Decision Boundaries with Application to Model Selection
TopologicalDataAnalysisofDecisionBoundarieswithApplicationtoModelSelectionKarthikeyanNatesanRamamurthy1KushR.Varshney1KrishnanMody12Abstractofneuralnetworkdecisionboundaries.Persistenthomologyinvol...
of with Analysis Data Decision
2023-11-13 14:48:481371428.96 KB16
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SGD General Analysis and Improved Rates
SGD:GeneralAnalysisandImprovedRatesRobertM.Gower1NicolasLoizou2XunQian3AlibekSailanbayev3EgorShulgin4PeterRichta´rik324Abstractwhereeachfi:Rd→Rissmooth(butnotnecessarilyconvex).Further,weassumeth...
and Analysis General Improved Rates
2023-11-13 14:48:321676898.43 KB1
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Sensitivity Analysis of Linear Structural Causal Models
SensitivityAnalysisofLinearStructuralCausalModelsCarlosCinelli1DanielKumor2BryantChen3JudeaPearl1EliasBareinboim2Abstractdertoobtaincausalclaims.Theseassumptionsareusuallyencodedastheabsenceofcerta...
Structural of Models Analysis Causal
2023-11-13 14:48:321120352.18 KB23
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Online Adaptive Principal Component Analysis and Its extensions
OnlineAdaptivePrincipalComponentAnalysisandItsextensionsJianjunYuan1AndrewLamperski1AbstractThestandardperformancemetricforonlinelearningmea-suresthedifferencebetweenthedecisionmaker’scumula-Wepro...
Adaptive Online and Analysis Principal
2023-11-13 14:48:0612521.4 MB1
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On the Linear Speedup Analysis of Communication Efficient Momentum SGD for Distributed Non-Convex Optimization
OntheLinearSpeedupAnalysisofCommunicationEfﬁcientMomentumSGDforDistributedNon-ConvexOptimizationHaoYu1RongJin1SenYang1Abstractwherefi(x)=E⇠i⇠Di[Fi(x;⇠i)]aresmoothnon-convexfunctionswithpossibly...
of Analysis on the Communication
2023-11-13 14:48:051060839.39 KB27
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