English(EN) Covering-Space Normalizing Flows: Approximating Pushforwards on Lens Spaces

作者撤回关于覆盖空间归一化流的论文

作者 PulseAugur 编辑部 · [1 个来源] · 2026-05-08 04:00

这篇题为“覆盖空间归一化流：在透镜空间上近似推前”的论文介绍了一种使用通用覆盖映射构建推前分布的方法。该方法旨在用透镜空间上的流来近似这些分布，其优点包括删除对称分布的冗余。作者通过近似冯·米塞斯-费舍尔诱导的目标密度和模拟苯的 Z_12 对称玻尔兹曼分布的推前来展示了其应用。 AI

影响引入了一个近似复杂分布的新数学框架，可能有助于生成模型和数据分析。

排序理由这是一篇在 arXiv 上发表的研究论文，详细介绍了一种机器学习的新方法。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

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Newsworthiness bucket: Tool; 这是一篇在 arXiv 上发表的研究论文，详细介绍了一种机器学习的新方法。[lever_c_demoted from research: ic=1 ai=1.0]
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arXiv cs.LG TIER_1 English(EN) · William Ghanem · 2026-05-08 04:00

覆盖空间归一化流：在镜面空间上近似前推

arXiv:2511.22882v2 Announce Type: replace Abstract: We construct pushforward distributions via the universal covering map rho: S^3 -> L(p;q) with the goal of approximating these distributions using flows on L(p;q). We highlight that our method deletes redundancies in the case of …