REINFORCEMENT LEARNING BASED CONTROL OF IMITATIVE POLICIES FOR AUTONOMOUS DRIVING

A method for controlling an ego agent includes periodically receiving policy information comprising a spatial environment observation and a current state of the ego agent. The method also includes selecting, for each received policy information, a low-level policy from a number of low-level policies...

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Bibliographische Detailangaben
Hauptverfasser: GAIDON, Adrien, WANG, Woodrow Zhouyuan, BIYIK, Erdem, CAO, Zhangjie, SADIGH, Dorsa, RAVENTOS, Allan, ROSMAN, Guy
Format: Patent
Sprache:eng
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Zusammenfassung:A method for controlling an ego agent includes periodically receiving policy information comprising a spatial environment observation and a current state of the ego agent. The method also includes selecting, for each received policy information, a low-level policy from a number of low-level policies. The low-level policy may be selected based on a high-level policy. The method further includes controlling an action of the ego agent based on the selected low-level policy.