[其他] 计算视觉Sample Complexity of Asynchronous Q-Learning Sharper Analysis and Varia ... [推广有奖]

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Barda-2025 发表于 2025-8-10 19:19:49 |AI写论文

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Sample Complexity of Asynchronous Q-Learning:
Sharper Analysis and Variance Reduction

Gen Li    Yuting Wei    Yuejie Chi    Yuantao Gu    Yuxin Chen
Tsinghua    CMU       CMU       Tsinghua    Princeton

                     Abstract
   Asynchronous Q-learning aims to learn the optimal action-value function (or Q-
   function) of a Markov decision process (MDP), based on a single trajectory of
   Markovian samples induced by a behavior policy. Focusing on a γ-dis ...