English(EN) CityDeploy-Bench: Benchmarking Physics-Grounded Spatial Set Planning for Multi-Transmitter Network Deployment

新基准测试以基于物理的规划方法应对城市规模无线部署

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-09 04:00

研究人员推出 CityDeploy-Bench，一个旨在应对城市规模无线发射器部署复杂性的新基准测试。该基准测试将问题构建为基于物理的空間集规划，并利用统一的射线追踪验证器来评估部署质量。实验表明，捕捉发射器之间的集体交互对于有效部署至关重要，其重要性超过了单纯增强搜索能力。研究团队已发布 CityDeploy-Data 和该基准测试框架，以促进决策学习与无线网络设计交叉领域的研究。 AI

影响该基准测试有望推动将人工智能应用于无线网络部署等复杂基础设施规划问题的研究。

排序理由该集群包含一篇介绍新基准测试和数据集的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.LG TIER_1 English(EN) · Chenyang Yuan, Xiaoyuan Cheng · 2026-10-09 04:00

CityDeploy-Bench：为多发射器网络部署进行基于物理的二维空间集规划基准测试

arXiv:2610.11065v1 Announce Type: new Abstract: Automating city-scale wireless deployment remains challenging under complex urban propagation and network-wide interference. We introduce \textbf{CityDeploy-Bench}, a benchmark that reframes multi-transmitter deployment as \emph{phy…

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CityDeploy-Bench：为多发射器网络部署进行基于物理的二维空间集规划基准测试

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