English

Exact $\ell^\infty$-separation radius of Sobol' sequences in dimension 2

Numerical Analysis 2025-12-24 v2 Numerical Analysis

Abstract

Quasi-uniformity is a fundamental geometric property of point sets, crucial for applications such as kernel interpolation, Gaussian process regression, and space-filling experimental designs. While quasi-Monte Carlo methods are widely recognized for their low-discrepancy characteristics, understanding their quasi-uniformity remains important for practical applications. For the two-dimensional Sobol' sequence, Sobol' and Shukhman (2007) conjectured that the separation radius of the first NN points achieves the optimal rate N1/2N^{-1/2}, which would imply quasi-uniformity. This conjecture was disproved by Goda (2024), who computed exact values of the 2\ell^2-separation radius for a sparse subsequence N=22v1N = 2^{2^v-1}. However, the general behavior of the Sobol' sequence for arbitrary NN remained unclear. In this paper, we derive exact expressions for the \ell^\infty-separation radius of the first N=2mN = 2^m points of the two-dimensional Sobol' sequence for all mNm \in \mathbb{N}. As an immediate consequence, we show that the separation radius of Sobol' points is O(N3/4)O(N^{-3/4}), which is strictly worse than the optimal rate N1/2N^{-1/2}, revealing that the two-dimensional Sobol' sequence has a suboptimal mesh ratio that grows at least as N1/4N^{1/4}.

Keywords

Cite

@article{arxiv.2508.14803,
  title  = {Exact $\ell^\infty$-separation radius of Sobol' sequences in dimension 2},
  author = {Kosuke Suzuki},
  journal= {arXiv preprint arXiv:2508.14803},
  year   = {2025}
}