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English(EN) Link Adaptation Using Joint-Thompson Sampling

新的联合汤普森采样算法改进通信链路自适应

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员推出了一种名为联合汤普森采样（Joint-TS）的新算法，用于通信系统的链路自适应。该算法将问题建模为多臂老虎机问题，其中每个调制和编码方案（MCS）都是一个臂。与传统的汤普森采样不同，Joint-TS 使用多元有序 Beta 分布来考虑 MCS 成功概率的固有排序，从而在各种场景下实现更稳健、一致的性能。 AI

影响 这项研究通过改进链路自适应策略，有望带来更高效、更可靠的通信系统。

排序理由 该集群描述了在提交给 arXiv 的研究论文中提出的一种新算法。[lever_c_demoted from research: ic=2 ai=0.4]

在 arXiv cs.LG 阅读 →

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

新的联合汤普森采样算法改进通信链路自适应

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该集群描述了在提交给 arXiv 的研究论文中提出的一种新算法。[lever_c_demoted from research: ic=2 ai=0.4]
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报道来源 [2]

  1. arXiv cs.LG TIER_1 English(EN) · Vignatha Vinjam, Manjunath Kolavennu, Myna Vajha, Karthik Periyapattana Narayanaprasad ·

    使用联合汤普森采样进行链路自适应

    arXiv:2607.11075v1 Announce Type: new Abstract: The choice of Modulation and Coding (MCS) type for a particular channel condition is made through link adaptation (LA) algorithms that operate at the MAC layer. These algorithms rely on the ACK/NACK statistics and the channel qualit…

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

    使用联合汤普森采样进行链路自适应

    The choice of Modulation and Coding (MCS) type for a particular channel condition is made through link adaptation (LA) algorithms that operate at the MAC layer. These algorithms rely on the ACK/NACK statistics and the channel quality index (CQI) feedback. Several existing works m…

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