"Reinforcement"的相关文档 - 文库宝

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标签“Reinforcement”的相关文档，共211条

Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes
Model-freeReinforcementLearninginInﬁnite-horizonAverage-rewardMarkovDecisionProcessesChen-YuWei1MehdiJafarnia-Jahromi1HaipengLuo1HiteshiSharma1RahulJain1Abstractandmodel-free.Model-basedalgorithms...
Learning Reinforcement Markov in Model-Free
2023-11-14 21:45:121646417.41 KB26
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Leveraging Procedural Generation to Benchmark Reinforcement Learning
LeveragingProceduralGenerationtoBenchmarkReinforcementLearningKarlCobbe1ChristopherHesse1JacobHilton1JohnSchulman1Abstractoraretheyapproximatelymemorizingspeciﬁctrajectories?WeintroduceProcgenBenc...
Learning Generation Reinforcement to Leveraging
2023-11-14 21:45:0119732.12 MB2
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Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards
LearningFairPoliciesinMultiobjective(Deep)ReinforcementLearningwithAverageandDiscountedRewardsUmerSiddique1PaulWeng12MatthieuZimmer1AbstractcurrentAImethodsdonothandlewellsituationswheretheyimpactm...
Learning Reinforcement Deep in Multi-objective
2023-11-14 21:44:529401.73 MB12
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Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions
InterpretableOff-PolicyEvaluationinReinforcementLearningbyHighlightingInﬂuentialTransitionsOmerGottesman1JosephFutoma1YaoLiu2SonaliParbhoo1LeoAnthonyCeli3EmmaBrunskill2FinaleDoshi-Velez1Abstractan...
Learning Reinforcement by in Off-Policy
2023-11-14 21:44:4210851.78 MB29
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Inductive Bias-driven Reinforcement Learning For Efficient Schedules in Heterogeneous Clusters
Inductive-bias-drivenReinforcementLearningforEfﬁcientSchedulesinHeterogeneousClustersSubhoS.Banerjee1SaurabhJha1ZbigniewT.Kalbarczyk1RavishankarK.Iyer1Abstracthariaetal.(2010)).Suchheuristicsaredi...
Learning for Efficient Reinforcement Inductive
2023-11-14 21:44:371208931.25 KB6
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Generalization to New Actions in Reinforcement Learning
GeneralizationtoNewActionsinReinforcementLearningAyushJain1AndrewSzot1JosephJ.Lim1AbstractActionAfundamentaltraitofintelligenceistheabil-GoalGoalitytoachievegoalsinthefaceofnovelcircum-stances,such...
Learning Reinforcement in to generalization
2023-11-14 21:44:2117037.24 MB12
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Evaluating the Performance of Reinforcement Learning Algorithms
EvaluatingthePerformanceofReinforcementLearningAlgorithmsScottM.Jordan1YashChandak1DanielCohen1MengxueZhang1PhilipS.Thomas1AbstractusabilityofRLalgorithms,wesuggestthatitshouldhavefourproperties.Fi...
Learning of Algorithms Reinforcement the
2023-11-14 21:44:0613829.01 MB29
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Enhanced POET Open-ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions
EnhancedPOET:Open-endedReinforcementLearningthroughUnboundedInventionofLearningChallengesandtheirSolutionsRuiWang1JoelLehman1AdityaRawal1JialeZhi1YulunLi1JeffClune2KennethO.Stanley1Abstractphistica...
Learning Reinforcement through Unbounded Open-ended
2023-11-14 21:44:0315221.29 MB27
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Double Reinforcement Learning for Efficient and Robust Off-Policy Evaluation
DoubleReinforcementLearningforEfﬁcientandRobustOff-PolicyEvaluationNathanKallus1MasatoshiUehara2Abstracts0a0r0s1a1r1s2Off-policyevaluation(OPE)inReinforcementFigure1.Non-Markovdecisionprocess(NMDP...
Learning for Efficient and Reinforcement
2023-11-14 21:43:541275305.14 KB12
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Discount Factor as a Regularizer in Reinforcement Learning
DiscountFactorasaRegularizerinReinforcementLearningRonAmit1RonMeir1KamilCiosek2Abstractetal.,2019;Zhaoetal.,2019).Inparticular,generalizationiscriticalforsuccessfullydeployingRLagentsthatwereSpecif...
Learning Reinforcement in as Regularizer
2023-11-14 21:43:505351.16 MB30
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Designing Optimal Dynamic Treatment Regimes A Causal Reinforcement Learning Approach
DesigningOptimalDynamicTreatmentRegimes:ACausalReinforcementLearningApproachJunzheZhang1EliasBareinboim1Abstract1.IntroductionAdynamictreatmentregime(DTR)consistsofaInmedicalpractice,apatienttypica...
Reinforcement Dynamic Optimal Causal treatment
2023-11-14 21:43:47881688.61 KB25
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Description Based Text Classification with Reinforcement Learning
DescriptionBasedTextClassiﬁcationwithReinforcementLearningDuoChai1WeiWu1QinghongHan1WuFei2JiweiLi1AbstractStandardly,textclassiﬁcationisdividedintothefollowingtwosteps:(1)textfeatureextraction:as...
Learning Text with Reinforcement Classification
2023-11-14 21:43:47804283.83 KB24
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Deep Reinforcement Learning with Smooth Policy
DeepReinforcementLearningwithSmoothPolicyQianliShen1YanLi2HaomingJiang2ZhaoranWang3TuoZhao2Abstractquiresasigniﬁcantamountoftrainingdata,andsuffersfromnumeroustrainingdifﬁcultiessuchasoverﬁtting...
Learning with Reinforcement Deep Policy
2023-11-14 21:43:465354.4 MB24
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Data Valuation using Reinforcement Learning
DataValuationusingReinforcementLearningJinsungYoon1SercanO¨.Arık1TomasPﬁster1Abstracttainedbyremovingasigniﬁcantportionoftrainingsamples(Ferdowsietal.,2013;Frenay&Verleysen,2014).More-Quantifyi...
Learning Using Reinforcement Data Valuation
2023-11-14 21:43:421111958.55 KB7
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CURL Contrastive Unsupervised Representation Learning for Reinforcement Learning
CURL:ContrastiveUnsupervisedRepresentationsforReinforcementLearningMichaelLaskin⇤1AravindSrinivas⇤1PieterAbbeel1AbstractFigure1.ContrastiveUnsupervisedRepresentationsforReinforcementLearning(CURL...
Learning for Reinforcement Unsupervised Representation
2023-11-14 21:43:4015022.05 MB13
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Clinician-in-the-Loop Decision Making Reinforcement Learning with Near-Optimal Set-Valued Policies
Clinician-in-the-LoopDecisionMaking:ReinforcementLearningwithNear-OptimalSet-ValuedPoliciesShengpuTang1AdityaModi1MichaelW.Sjoding23JennaWiens1Abstractrewardsignalsviarewardshaping(Lizotteetal.,201...
Learning with Reinforcement Making Decision
2023-11-14 21:43:2611751.51 MB23
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Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings
CautiousAdaptationForReinforcementLearninginSafety-CriticalSettingsJesseZhang1BrianCheung1ChelseaFinn2SergeyLevine1DineshJayaraman3AbstractFigure1.TheSafety-CriticalAdaptation(SCA)taskframework.Ina...
Learning for Reinforcement Adaptation in
2023-11-14 21:43:249134.39 MB27
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Can Increasing Input Dimensionality Improve Deep Reinforcement Learning
CanIncreasingInputDimensionalityImproveDeepReinforcementLearning?KeiOta1TomoakiOiki1DeveshK.Jha2ToshisadaMariyama1DanielNikovski2Abstract1.IntroductionDeepReinforcementlearning(RL)algorithmsDeeprei...
Reinforcement Deep Can Input Dimensionality
2023-11-14 21:43:2213093.31 MB28
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Bootstrap Latent-Predictive Representations for Multitask Reinforcement Learning
BootstrapLatent-PredictiveRepresentationsforMultitaskReinforcementLearningDanielGuo1BernardoAvilaPires1BilalPiot1JeanBastienGrill2FlorentAltché2RémiMunos2MohammadGheshlaghiAzar1Abstracttitaskandp...
Learning for Representations Reinforcement Multitask
2023-11-14 21:43:19597517.94 KB11
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Batch Reinforcement Learning with Hyperparameter Gradients
BatchReinforcementLearningwithHyperparameterGradientsByung-JunLee1JongminLee1PeterVrancx2DonghoKim2Kee-EungKim23Abstractrealenvironment.However,thisapproachrequiresalotofhumaneffortincludingdomaine...
Learning with Reinforcement Gradients Batch
2023-11-14 21:43:115413.82 MB8
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