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English(EN) Frequency-Domain Multi-Modality Transportation Modeling

新的FreMo模型利用频域分析增强多模态交通预测

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了一种名为FreMo（频域多模态建模）的新型建模方法，以改进多模态交通预测。该方法明确利用频域来实现自适应和选择性的跨模态协同，解决了现有时域或粗粒度特征融合技术的局限性。FreMo包括一个用于各模态内频谱精炼的模态内频域滤波器（MFF）和一个用于选择性信息聚合的频域引导协同集成器（FSI）。实验表明，与最先进的基线相比，FreMo具有更优越的性能和泛化能力。 AI

影响 通过改进对复杂交通动态的预测，这项研究可能带来更准确的城市规划和交通管理系统。

排序理由 该集群包含一篇详细介绍特定领域新建模方法的学术论文。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

新的FreMo模型利用频域分析增强多模态交通预测

报道来源 [3]

  1. arXiv cs.LG TIER_1 English(EN) · Jiewen Deng, Hangchen Liu, Junchen Li, Boyuan Zhang, Renhe Jiang ·

    Frequency-Domain Multi-Modality Transportation Modeling

    arXiv:2607.08475v1 Announce Type: new Abstract: Multi-modality transportation refers to urban systems composed of multiple transportation modes, such as traffic flow and public transit, whose dynamics are coupled by shared temporal patterns. Accurate multi-modality transportation…

  2. arXiv cs.LG TIER_1 English(EN) · Renhe Jiang ·

    Frequency-Domain Multi-Modality Transportation Modeling

    Multi-modality transportation refers to urban systems composed of multiple transportation modes, such as traffic flow and public transit, whose dynamics are coupled by shared temporal patterns. Accurate multi-modality transportation forecasting remains challenging because (1) dif…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    Frequency-Domain Multi-Modality Transportation Modeling

    Multi-modality transportation refers to urban systems composed of multiple transportation modes, such as traffic flow and public transit, whose dynamics are coupled by shared temporal patterns. Accurate multi-modality transportation forecasting remains challenging because (1) dif…

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