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标签“Gradient”的相关文档，共136条

Deep Generative Learning via Variational Gradient Flow
DeepGenerativeLearningviaVariationalGradientFlowYuanGao1YulingJiao2YangWang3YaoWang4CanYang3ShunkangZhang3Abstract1.IntroductionWeproposeaframeworktolearndeepgenerativeLearningthegenerativemodel,i....
Learning Variational Generative Gradient Deep
2023-11-13 14:46:5014681.84 MB8
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Conditional Gradient Methods via Stochastic Path-Integrated Differential Estimator
ConditionalGradientMethodsviaStochasticPath-IntegratedDifferentialEstimatorAlpYurtsever1SuvritSra2VolkanCevher1AbstractarelatedworkbyHazan&Luo(2016)),constraineddeeplearningproblems(e.g.,Ravietal.(...
Gradient Methods Stochastic via Conditional
2023-11-13 14:46:431394271.86 KB27
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Compressing Gradient Optimizers via Count-Sketches
CompressingGradientOptimizersviaCount-SketchesRyanSpring1AnastasiosKyrillidis1VijaiMohan2AnshumaliShrivastava12AbstractTraininglarge-scalemodelsefﬁcientlyisachallengingtask.Therearenumerouspublica...
Gradient via Optimizers Compressing Count-Sketches
2023-11-13 14:46:421849617.79 KB5
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ARSM Augment-REINFORCE-Swap-Merge Estimator for Gradient Backpropagation Through Categorical Variables
ARSM:Augment-REINFORCE-Swap-MergeEstimatorforGradientBackpropagationThroughCategoricalVariablesMingzhangYin1YuguangYue1MingyuanZhou2Abstractzk∈{1,2,...,C}asaunivariateC-waycategoricalvari-able,and...
for Gradient through Backpropagation Estimator
2023-11-13 14:46:2615921.85 MB4
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Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search
AdaptiveStochasticNaturalGradientMethodforOne-ShotNeuralArchitectureSearchYouheiAkimoto1ShinichiShirakawa2NozomuYoshinari2KentoUchida2ShotaSaito23KouheiNishida4AbstractWorkpublishedbefore2017oftenf...
Adaptive for Gradient Stochastic Natural
2023-11-13 14:46:201465575.82 KB1
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A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks
ATail-IndexAnalysisofStochasticGradientNoiseinDeepNeuralNetworksUmutS¸ims¸ekli1LeventSagun2MertGu¨rbu¨zbalaban3Abstractmanyapplicationdomains(LeCunetal.,2015;Krizhevskyetal.,2012;Hintonetal.,20...
of Gradient Analysis Stochastic in
2023-11-13 14:46:156231.69 MB19
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A Composite Randomized Incremental Gradient Method
ACompositeRandomizedIncrementalGradientMethodJunyuZhang1LinXiao2Abstractwhereeachfj:Rp→Rissmoothandcanbenonconvex.SuchproblemsoftenariseasﬁnitesampleapproximationsWeconsidertheproblemofminimizing...
Gradient Incremental Method Randomized Composite
2023-11-13 14:46:11614301.89 KB8
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Zeno Distributed Stochastic Gradient Descent with Suspicion-based Fault-tolerance
Zeno:DistributedStochasticGradientDescentwithSuspicion-basedFault-toleranceCongXie1OluwasanmiKoyejo1IndranilGupta1Abstractvarianceandmagnitude,makingthemhardtodistinguish.Itisalsopossiblethatindiff...
Distributed with Gradient Descent Stochastic
2023-11-13 14:46:091100442.55 KB23
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A Baseline for Any Order Gradient Estimation in Stochastic Computation Graphs
ABaselineforAnyOrderGradientEstimationinStochasticComputationGraphsJingkaiMao1JakobFoerster2TimRockta¨schel3MaruanAl-Shedivat4GregoryFarquhar2ShimonWhiteson2Abstract1.IntroductionByenablingcorrect...
for Gradient in Estimation Order
2023-11-13 13:58:411858656.13 KB26
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Stochastic Variance-Reduced Policy Gradient
StochasticVariance-ReducedPolicyGradientMatteoPapini1DamianoBinaghi1GiuseppeCanonaco1MatteoPirotta2MarcelloRestelli1Abstractavaluefunction,ordirectlyapolicydeﬁningtheagent’sbehaviour.Furthermore,...
Gradient Stochastic Policy Variance-Reduced
2023-11-13 12:00:461337513.95 KB12
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Stein Variational Gradient Descent Without Gradient
SteinVariationalGradientDescentWithoutGradientJunHan1QiangLiu2AbstractMCMCandVI.Byleveraginganewtypeoffunctionalgra-dientdescentofKLdivergenceonthespaceofdistributions,SteinvariationalGradientdecen...
Variational Gradient Descent without Stein
2023-11-13 12:00:44959581.3 KB6
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SADAGRAD Strongly Adaptive Stochastic Gradient Methods
SADAGRAD:StronglyAdaptiveStochasticGradientMethodsZaiyiChen12YiXu2EnhongChen1TianbaoYang2Abstractiterations.Ithasreceivedtremendousinterestsforsolvingbigdatalearningproblems(e.g.,see(Deanetal.,2012...
Adaptive Gradient Methods Stochastic Strongly
2023-11-13 12:00:351972685.78 KB22
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Riemannian Stochastic Recursive Gradient Algorithm
RiemannianStochasticRecursiveGradientAlgorithmHiroyukiKasai1HiroyukiSato2BamdevMishra3AbstractmannianGradientdescentmethod,whichcalculatestheR1ie∑mnannianfullGradientestimation,i.e.,gradf(w)=Stoch...
Gradient Algorithm Stochastic Recursive Riemannian
2023-11-13 12:00:341816200.03 KB23
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Projection-Free Online Optimization with Stochastic Gradient From Convexity to Submodularity
Projection-FreeOnlineOptimizationwithStochasticGradient:FromConvexitytoSubmodularityLinChen12ChristopherHarshaw13HamedHassani4AminKarbasi12Abstract1.IntroductionOnlineoptimizationhasbeenasuccessful...
from Online Optimization with Gradient
2023-11-13 12:00:281778538.9 KB12
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Policy Optimization as Wasserstein Gradient Flows
PolicyOptimizationasWassersteinGradientFlowsRuiyiZhang1ChangyouChen2ChunyuanLi1LawrenceCarin1Abstractwiththeenvironment.Policyoptimizationisacorecomponentofrein-Astandardtechniqueforpolicylearningi...
Optimization Gradient Policy Wasserstein Flows
2023-11-13 12:00:2619751.66 MB14
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Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods
OptimalDistributedLearningwithMulti-passStochasticGradientMethodsJunhongLin1VolkanCevher1AbstractTheclassicalalgorithmstoperformlearningtaskareregular-izedalgorithms,suchasKRR,kernelprincipalcompon...
Learning Distributed with Gradient Stochastic
2023-11-13 12:00:221812436.84 KB5
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Noisy Natural Gradient as Variational Inference
NoisyNaturalGradientasVariationalInferenceGuodongZhang12ShengyangSun12DavidDuvenaud12RogerGrosse12Abstract&Welling,2017),butﬁttingsuchmodelscanbeexpensivewithoutfurtherapproximations.VariationalBa...
Inference Variational Gradient Natural Noisy
2023-11-13 12:00:1613002.77 MB30
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Non-convex Conditional Gradient Sliding
Non-convexConditionalGradientSlidingChaoQu1YanLi2HuanXu2AbstractBesidesthisgeneralform,wealsoconsiderastochasticWeinvestigateaprojectionfreeoptimizationsettingandaﬁnite-sumsetting.Inthestochastics...
Gradient Conditional Non-convex Sliding
2023-11-13 12:00:161615411.14 KB11
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Message Passing Stein Variational Gradient Descent
MessagePassingSteinVariationalGradientDescentJingweiZhuo1ChangLiu1JiaxinShi1JunZhu1NingChen1BoZhang1Abstractparametricfamiliesascommonlydoneintraditionalvari-ationalinference(VI)methods.Besides,SVG...
Variational Gradient Descent Message Passing
2023-11-13 12:00:0819391.62 MB12
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Learning to Explore via Meta-Policy Gradient
LearningtoExploreviaMeta-PolicyGradientTianbingXu1QiangLiu2LiangZhao1JianPeng3Abstractalgorithmtothecontinuousactionspaces,exploitspreviousexperienceoroff-policydatafromareplaybufferandoftenTheperf...
Learning Gradient via to Explore
2023-11-13 12:00:00973769.05 KB1
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