AI帮你理解科学

AI 生成解读视频

AI抽取解析论文重点内容自动生成视频


pub
生成解读视频

AI 溯源

AI解析本论文相关学术脉络


Master Reading Tree
生成 溯源树

Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches

conference on learning theory, (2019)

被引用36|浏览133
EI
下载 PDF 全文
引用

摘要

We study the sample complexity of model-based reinforcement learning (henceforth RL) in general contextual decision processes. We design new algorithms for RL with a generic model class and analyze their statistical properties. Our algorithms have sample complexity governed by a new structural parameter called the witness rank, which we s...更多

代码

数据

您的评分 :
0

 

标签
评论
数据免责声明
页面数据均来自互联网公开来源、合作出版商和通过AI技术自动分析结果,我们不对页面数据的有效性、准确性、正确性、可靠性、完整性和及时性做出任何承诺和保证。若有疑问,可以通过电子邮件方式联系我们:report@aminer.cn
小科