图 书 馆
在线发现问题及其在终身强化学习中的应用The Online Discovery Problem and Its Application to Lifelong Reinforcement Learning |
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| 课程网址: | http://videolectures.net/rldm2015_li_discovery_problem/ |
| 主讲教师: | Lihong Li |
| 开课单位: | 微软公司 |
| 开课时间: | 2015-07-28 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | We study lifelong reinforcement learning where the agent extracts knowledge from solving a sequence of tasks to speed learning in future ones. We first formulate and study a related online discovery problem, which can be of independent interest, and propose an optimal algorithm with matching upper and lower bounds. These results are then applied to create a robust, continuous lifelong reinforcement learning algorithm with formal learning guarantees, applicable to a much wider scenarios, as verified in simulations. |
| 关 键 词: | 强化学习; 算法; 学习速度 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2020-11-22：yxd |
| 最后编审: | 2020-12-25：chenxin |
| 阅读次数: | 54 |