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Policy Optimization as Predictable Online Learning Problems: Imitation Learning and Beyond

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Efficient policy optimization is fundamental to solving real-world reinforcement learning problems, where agent-environment interactions can be costly. In this talk, I will discuss my recent research toward improving policy optimization efficiency from the perspective of online learning. The use of online learning to analyze policy optimization ...

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