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  • title: Sample-efficient Adversarial Imitation Learning
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            Sample-efficient Adversarial Imitation Learning
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            Sample-efficient Adversarial Imitation Learning

            Dec 2, 2022

            Speakers

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            Dahuin Jung

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            Hyungyu Lee

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            SY

            Sungroh Yoon

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            About

            Imitation learning, wherein learning is performed by demonstration, has been studied and advanced for sequential decision-making tasks in which a reward function is not predefined. However, imitation learning methods still require numerous expert demonstration samples to successfully imitate an expert's behavior. To improve sample efficiency, we utilize self-supervised representation learning, which can generate vast training signals from the given data. In this study, we propose a self-supervis…

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            NeurIPS 2022

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