English(EN) SMaRT: Online Reusable Resource Assignment and an Application to Mediation in the Kenyan Judiciary

新的SMaRT算法优化肯尼亚司法系统的调解员分配

作者 PulseAugur 编辑部 · [1 个来源] · 2026-06-30 04:00

研究人员开发了SMaRT，一种专为在线资源分配设计的新算法，特别适用于肯尼亚司法系统的案件调解。该算法解决了调解员质量未知、软容量限制以及涉及2000多名调解员和多种案件类型及地理位置的高维状态空间等挑战。SMaRT采用二次规划方法进行分配，并使用多智能体老虎机框架进行学习，在模拟和真实世界数据上均表现优于基线方法。 AI

影响这项研究通过优化调解服务的资源分配，有望提高司法系统的效率。

排序理由该集群包含一篇详细介绍新算法及其应用的学术论文。[lever_c_demoted from research: ic=1 ai=0.4]

在 arXiv cs.LG 阅读 →

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Newsworthiness bucket: Tool; 该集群包含一篇详细介绍新算法及其应用的学术论文。[lever_c_demoted from research: ic=1 ai=0.4]
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报道来源 [1]

arXiv cs.LG TIER_1 English(EN) · Shafkat Farabi, Didac Marti Pinto, Wei Lu, Manuel Ramos-Maqueda, Sanmay Das, Antoine Deeb, Anja Sautmann · 2026-06-30 04:00

SMaRT：在线可复用资源分配及其在肯尼亚司法调解中的应用

arXiv:2602.18431v2 Announce Type: replace-cross Abstract: Motivated by the problem of assigning mediators to cases in the Kenyan judicial system, we study an online resource allocation problem where incoming tasks (cases) must be immediately assigned to available, capacity-constr…

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报道来源 [1]

SMaRT：在线可复用资源分配及其在肯尼亚司法调解中的应用

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