发明公开
- 专利标题: METHODS FOR TRAINING AN ARTIFICIAL INTELLIGENT AGENT WITH CURRICULUM AND SKILLS
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申请号: US17650295申请日: 2022-02-08
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公开(公告)号: US20230237370A1公开(公告)日: 2023-07-27
- 发明人: Thomas J. Walsh , Varun Kompella , Samuel Barrett , Michael D. Thomure , Patrick MacAlpine , Peter Wurman
- 申请人: Sony Group Corporation , Sony Corporation of America
- 申请人地址: JP NY Tokyo
- 专利权人: Sony Group Corporation,Sony Corporation of America
- 当前专利权人: Sony Group Corporation,Sony Corporation of America
- 当前专利权人地址: JP NY Tokyo
- 主分类号: G06N20/00
- IPC分类号: G06N20/00
摘要:
A method for training an agent uses a mixture of scenarios designed to teach specific skills helpful in a larger domain, such as mixing general racing and very specific tactical racing scenarios. Aspects of the methods can include one or more of the following: (1) training the agent to be very good at time trials by having one or more cars spread out on the track; (2) running the agent in various racing scenarios with a variable number of opponents starting in different configurations around the track; (3) varying the opponents by using game-provided agents, agents trained according to aspects of the present invention, or agents controlled to follow specific driving lines; (4) setting up specific short scenarios with opponents in various racing situations with specific success criteria; and (5) having a dynamic curriculum based on how the agent performs on a variety of evaluation scenarios.
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