"Policy"的相关文档

标签“Policy”的相关文档，共83条

Hessian Aided Policy Gradient
HessianAidedPolicyGradientZebangShen1HamedHassani2ChaoMi1HuiQian1AlejandroRibeiro2AbstractBartlett,2001).Suchmethodsdirectlyﬁndtheoptimalpol-icythroughtheuseofstochasticﬁrst-orderdifferentialsofR...
Gradient Policy Hessian Aided
2023-11-13 14:47:2420002.53 MB11
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Fingerprint Policy Optimisation for Robust Reinforcement Learning
FingerprintPolicyOptimisationforRobustReinforcementLearningSupratikPaul1MichaelA.Osborne2ShimonWhiteson1Abstractacrossallpossiblesettings.Fortunately,policiescanoftenbetrainedandtestedinasimulatort...
Learning for Reinforcement Robust Policy
2023-11-13 14:47:121701574.04 KB14
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Distributional Multivariate Policy Evaluation and Exploration with the Bellman GAN
DistributionalMultivariatePolicyEvaluationandExplorationwiththeBellmanGANDrorFreirich1TzahiShimkin1RonMeir1AvivTamar2Abstracting(DiRL)approach,wherethevaluedistribution,ratherthantheexpectationarel...
and with Evaluation Policy Exploration
2023-11-13 14:46:57579788.75 KB17
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CAB Continuous Adaptive Blending for Policy Evaluation and Learning
CAB:ContinuousAdaptiveBlendingforPolicyEvaluationandLearningYiSu1LequnWang1MicheleSantacatterina2ThorstenJoachims1Abstracthighlydesirabletousethishistoricdataforofﬂineevalu-ationandlearning.Whatma...
Adaptive for Evaluation Policy Continuous
2023-11-13 14:46:3517461.12 MB29
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Batch Policy Learning under Constraints
BatchPolicyLearningunderConstraintsHoangM.Le1CameronVoloshin1YisongYue1Abstractdeed,manysuchreal-worldapplicationsrequiretheprimaryobjectivefunctionbeaugmentedwithanappropriatesetofWhenlearningpoli...
Learning Policy under Batch Constraints
2023-11-13 14:46:2916381.11 MB11
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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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Recurrent Predictive State Policy Networks
RecurrentPredictiveStatePolicyNetworksAhmedHefny1ZitaMarinho23WenSun2SiddharthaS.Srinivasa4GeoffreyGordon1Abstract1.IntroductionWeintroduceRecurrentPredictiveStatePolicyRecently,therehasbeensigniﬁ...
Networks Recurrent Policy Predictive State
2023-11-13 12:00:3316792.11 MB22
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Policy Optimization with Demonstrations
PolicyOptimizationwithDemonstrationsBingyiKang1ZequnJie2JiashiFeng1Abstractonheuristicexplorationstrategies,e.g.,-greedyforvaluebasedmethods(VanHasseltetal.,2016)andnoise-basedExplorationremainsasi...
Optimization with Policy Demonstrations
2023-11-13 12:00:2611751.44 MB3
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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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Policy and Value Transfer in Lifelong Reinforcement Learning
PolicyandValueTransferinLifelongReinforcementLearningDavidAbel†1YuuJinnai†1YueGuo1GeorgeKonidaris1MichaelL.Littman1Abstractcomputedpoliciesfromrelatedtasks(Ferna´ndez&Veloso,2006;Taylor&Stone,20...
and Reinforcement in Policy Transfer
2023-11-13 12:00:2515441.92 MB12
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PIPPS Flexible Model-Based Policy Search Robust to the Curse of Chaos
PIPPS:FlexibleModel-BasedPolicySearchRobusttotheCurseofChaosPaavoParmas1CarlEdwardRasmussen2JanPeters34KenjiDoya1AbstractVelocityPreviously,theexplodinggradientproblemhasPositionPositionbeenexplain...
Robust Model-Based Policy to Search
2023-11-13 12:00:2510962.78 MB15
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Learning Policy Representations in Multiagent Systems
LearningPolicyRepresentationsinMultiagentSystemsAdityaGrover1MaruanAl-Shedivat2JayeshK.Gupta1YuraBurda3HarrisonEdwards3AbstractInthiswork,weproposeanunsupervisedencoder-decoderframeworkforlearningc...
Learning Representations in Policy Systems
2023-11-13 11:59:5816741.7 MB6
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Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator
GlobalConvergenceofPolicyGradientMethodsfortheLinearQuadraticRegulatorMaryamFazel1RongGe2ShamM.Kakade1MehranMesbahi1Abstract2016)andAtarigameplaying(Mnihetal.,2015).Deepreinforcementlearning(DeepRL...
of for Gradient Methods Convergence
2023-11-13 11:59:40817418.69 KB19
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Fourier Policy Gradients
FourierPolicyGradientsMatthewFellows1KamilCiosek1ShimonWhiteson1AbstractUntilrecently,Policygradientmethodswereeitherrestrictedtodeterministicpolicies(Silveretal.,2014)orsufferedfromWeproposeanewwa...
Policy Gradients Fourier
2023-11-13 11:59:37852679.45 KB15
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Efficient Gradient-Free Variational Inference using Policy Search
EfﬁcientGradient-FreeVariationalInferenceusingPolicySearchOlegArenz1MingjunZhong2GerhardNeumann13Abstractuseitforinference,acommonapproachistouseVaria-tionalInference(VI)toapproximatethetargetdist...
Using Efficient Inference Variational Policy
2023-11-13 11:59:305103.23 MB30
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Clipped Action Policy Gradient
ClippedActionPolicyGradientYasuhiroFujita1Shin-ichiMaeda1Abstractuouscontroltasksoftenhaveboundedactionsetsthattheycanexecute(Duanetal.,2016;Brockmanetal.,2016;TassaManycontinuouscontroltaskshavebo...
Gradient Policy Clipped Action
2023-11-13 11:59:149141.13 MB20
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An Inference-Based Policy Gradient Method for Learning Options
AnInference-BasedPolicyGradientMethodforLearningOptionsMatthewJ.A.Smith1HerkeVanHoof2JoellePineau1Abstractatvariouslevelsofabstraction,itispossibletoinfer,learnandplanmuchmoreefﬁciently.Further,ab...
Learning for An Gradient Policy
2023-11-13 11:59:02585701.32 KB26
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Variational Policy for Guiding Point Processes
VariationalPolicyforGuidingPointProcessesYichenWang1GradyWilliams2EvangelosTheodorou2LeSong1AbstractOurworkTemporalpointprocesseshavebeenwidelyap-Findoptimalmeasure6∗6∗inclosedformVariationalInfe...
for Variational Policy Processes Point
2023-11-12 20:45:296191.02 MB20
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Stochastic Variance Reduction Methods for Policy Evaluation
StochasticVarianceReductionMethodsforPolicyEvaluationSimonS.Du1JianshuChen2LihongLi2LinXiao2DengyongZhou2AbstractimportantinformationfortheagenttooptimizeitsPolicy.Forexample,Policy-iterationalgori...
for Methods Stochastic Variance Reduction
2023-11-12 20:45:2115731.34 MB22
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Modular Multitask Reinforcement Learning with Policy Sketches
ModularMultitaskReinforcementLearningwithPolicySketchesJacobAndreas1DanKlein1SergeyLevine1Abstractτ1:makeplanksΠ1τ2:makesticksΠ2b1:getwoodK1π1Wedescribeaframeworkformultitaskdeepre-b2:useworkb...
Learning with Reinforcement Policy Multitask
2023-11-12 20:44:4918732.48 MB28
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