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English(EN) Oracle Complexity of Stochastic Fixed-Point Equations with Nonexpansive Maps

新算法解决了数学研究中的随机不动点方程

研究人员开发了一种新的算法来求解涉及非扩张映射的随机不动点方程。该算法基于递归锚定技术,在 $\ell_p$-空间(对于 $p \in [2, \infty]$)中实现了特定的Oracle复杂度。该研究还为高维 $\ell_{\infty}$-范数实例建立了近乎匹配的下界,适用于随机算法和稀疏噪声设置。 AI

排序理由 学术论文发布在arXiv上,详细介绍了一种求解数学方程的新算法。[lever_c_demoted from research: ic=1 ai=0.1]

在 arXiv stat.ML 阅读 →

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新算法解决了数学研究中的随机不动点方程

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学术论文发布在arXiv上,详细介绍了一种求解数学方程的新算法。[lever_c_demoted from research: ic=1 ai=0.1]
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报道来源 [1]

  1. arXiv stat.ML TIER_1 English(EN) · Jelena Diakonikolas, Crist\'obal Guzm\'an, David Mart\'inez-Rubio ·

    具有非扩张映射的随机不动点方程的Oracle复杂度

    arXiv:2609.09524v1 Announce Type: cross Abstract: We study the oracle complexity of computing a point with small fixed-point residual $\|T(x)-x\| \leq \epsilon$, for a general norm $\|\cdot\|$ and a self-map $T$ of a compact convex set. We study this problem in the setting where …