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arXiv 1801.06503stat.MLcs.LG
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模仿学习的全球概览

Global overview of Imitation Learning

ENS Paris-Saclay(巴黎萨克雷高等师范学校)

Alexandre Attia, Sharone Dayan

摘要:

模仿学习是一个连续的任务,学习者试图模仿专家的动作,以达到最佳的表现。最近已经提出了几种算法,这项任务。在这个项目中,我们的目标是提出一个广泛的审查这些算法,提出他们的主要特点,并比较他们的性能和他们的遗憾界限。

英文摘要:

Imitation Learning is a sequential task where the learner tries to mimic an expert's action in order to achieve the best performance. Several algorithms have been proposed recently for this task. In this project, we aim at proposing a wide review of these algorithms, presenting their main features and comparing them on their performance and their regret bounds.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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