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English(EN) RideSkill: A Hierarchical Algorithm for Generalized Ride Sharing with LLM-Driven Automatic Evolution

RideSkill 算法使用 LLM 优化共享出行

研究人员开发了 RideSkill,这是一种新颖的分层算法,旨在优化通用共享出行操作。该方法解决了现有多种智能体强化学习方法的局限性,例如泛化能力差和训练困难,尤其是在车辆共享场景中。RideSkill 利用 LLM 辅助的自动算法设计来创建技能库、组合器和重新定位器,从而实现自适应调度和高效的车辆重新定位,而无需在实时部署期间调用 LLM。 AI

影响 这种 LLM 驱动的方法可以显著提高共享出行平台的效率和可扩展性。

排序理由 该集群描述了一篇详细介绍共享出行新算法的研究论文。

在 arXiv cs.MA (Multiagent) 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

RideSkill 算法使用 LLM 优化共享出行

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该集群描述了一篇详细介绍共享出行新算法的研究论文。
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报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Zijian Zhao, Sen Li, Xialiang Tong, Mingxuan Yuan ·

    RideSkill:一种用于通用共享出行的分层算法,具有LLM驱动的自动演进

    arXiv:2609.02250v1 Announce Type: cross Abstract: Ride-sharing, which allows multiple passengers with different origin-destination (OD) pairs to share a single vehicle, is a challenging operational problem, as it requires orders with different OD pairs to be efficiently bundled a…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Mingxuan Yuan ·

    RideSkill:一种用于通用共享出行的分层算法,具有LLM驱动的自动演进

    Ride-sharing, which allows multiple passengers with different origin-destination (OD) pairs to share a single vehicle, is a challenging operational problem, as it requires orders with different OD pairs to be efficiently bundled and assigned to vehicles under uncertain and varyin…