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• W2106008664 abstract "Policy gradient algorithms have shown considerable recent success in solving high-dimensional sequential decision making tasks, particularly in robotics. However, these methods often require extensive experience in a domain to achieve high performance. To make agents more sample-efficient, we developed a multi-task policy gradient method to learn decision making tasks consecutively, transferring knowledge between tasks to accelerate learning. Our approach provides robust theoretical guarantees, and we show empirically that it dramatically accelerates learning on a variety of dynamical systems, including an application to quadrotor control." @default.
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• W2106008664 date "2014-06-21" @default.
• W2106008664 modified "2023-09-23" @default.
• W2106008664 title "Online Multi-Task Learning for Policy Gradient Methods" @default.
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