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Block Optimism for Nonstationary Bandits with Latent Linear Dynamics

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2026-10-02,arXiv 发表统计学/机器学习论文《Block Optimism for Nonstationary Bandits with Latent Linear Dynamics》。该研究针对非平稳随机 bandit 问题,提出 Block Optimism 方法,处理动作同时影响即时奖励与未观测潜在状态演化的场景。目前仅有一手报道,无早期版本可供对比。

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Oct 2, 2026
  1. arXiv · Statistics Machine Learning
    Block Optimism for Nonstationary Bandits with Latent Linear Dynamics

    论文研究具有潜在线性动力学的非平稳随机 bandit 问题,其中动作同时影响即时奖励与未观测潜在状态的演化。

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