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English(EN) [R] The Hive Mind is a Single Reinforcement Learning Agent: Deriving the Exact Equivalence Between Swarm Dynamics and Multi-Armed Bandits

群体智能在数学上等同于单一代理RL

作者 PulseAugur 编辑部 · [1 个来源] ·

研究人员在多臂老虎机设置中，确立了通过模仿进行的集体决策与单一代理强化学习（RL）之间的数学等价性。该研究表明，即使群体中的个体仅仅复制同伴而不进行学习，群体的集体行为也会根据一种称为Maynard-Cross Learning（MCL）的宏观RL算法进行更新。在此框架下，每个个体充当并行环境的推出，它们对群体的影响类似于与群体大小的倒数成正比的学习率的RL。 AI

影响 为理解集体智能如何从简单的模仿中涌现提供了理论框架，可能为去中心化AI系统的设计提供信息。

排序理由 该集群包含一篇研究论文，详细介绍了群体动力学与强化学习之间的理论等价性。[lever_c_demoted from research: ic=1 ai=1.0]

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群体智能在数学上等同于单一代理RL

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该集群包含一篇研究论文，详细介绍了群体动力学与强化学习之间的理论等价性。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. r/MachineLearning TIER_1 English(EN) · /u/mistlab ·

    [R] The Hive Mind is a Single Reinforcement Learning Agent: Deriving the Exact Equivalence Between Swarm Dynamics and Multi-Armed Bandits

    <table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1xdhf7r/r_the_hive_mind_is_a_single_reinforcement/"> <img alt="[R] The Hive Mind is a Single Reinforcement Learning Agent: Deriving the Exact Equivalence Between Swarm Dynamics and Multi-Armed Bandits" sr…

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