Prescribed Safety Performance Imitation Learning From a Single Expert Dataset

Existing safe imitation learning (safe IL) methods mainly focus on learning safe policies that are similar to expert ones, but may fail in applications requiring different safety constraints. In this paper, we propose the Lagrangian Generative Adversarial Imitation Learning (LGAIL) algorithm, which...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 10 vom: 20. Okt., Seite 12236-12249
1. Verfasser: Cheng, Zhihao (VerfasserIn)
Weitere Verfasser: Shen, Li, Zhu, Miaoxi, Guo, Jiaxian, Fang, Meng, Liu, Liu, Du, Bo, Tao, Dacheng
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article