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• W3202114911 abstract "Off-policy Actor-Critic algorithms have demonstrated phenomenal experimental performance but still require better explanations. To this end, we show its policy evaluation error on the distribution of transitions decomposes into: a Bellman error, a bias from policy mismatch, and a variance term from sampling. By comparing the magnitude of bias and variance, we explain the success of the Emphasizing Recent Experience sampling and 1/age weighted sampling. Both sampling strategies yield smaller bias and variance and are hence preferable to uniform sampling." @default.
• W3202114911 created "2021-10-11" @default.
• W3202114911 creator A5041274293 @default.
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• W3202114911 date "2021-10-05" @default.
• W3202114911 modified "2023-09-27" @default.
• W3202114911 title "Explaining Off-Policy Actor-Critic From A Bias-Variance Perspective" @default.
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• W3202114911 doi "https://doi.org/10.48550/arxiv.2110.02421" @default.
• W3202114911 hasPublicationYear "2021" @default.
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