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OP-00389 Open

Optimal star-discrepancy lower bound for infinite sequences

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Fix an integer $d \ge 2$ and a sequence $x_1, x_2, \ldots$ in $[0,1)^d$. The star discrepancy of its first $N$ points is $$D_N^* = \sup_{t \in [0,1]^d} \left| \frac{1}{N} \#\{ n \le N : x_n \in [0,t) \} - \prod_{j=1}^d t_j \right|, \qquad [0,t) = \prod_{j=1}^d [0, t_j).$$ By Roth's theorem, every such sequence has $\limsup_{N \to \infty} N D_N^* / (\log N)^{d/2} > 0$; from the work of Bilyk, Lacey and Vagharshakyan, the exponent $d/2$ can be raised to $d/2 + \eta_d$ for some $\eta_d > 0$. Schmidt proved the inequality below for sequences in $[0,1)$. Halton's sequences (with pairwise coprime bases) have $D_N^* = O\bigl((\log N)^d / N\bigr)$, and Levin proved that they attain this order: $\limsup_{N \to \infty} N D_N^* / (\log N)^d > 0$.

Problem. Does every such sequence satisfy $$\limsup_{N \to \infty} \frac{N D_N^*}{(\log N)^d} > 0,$$ that is, is there a constant $c > 0$, which may depend on the sequence and on $d$, such that $D_N^* \ge c (\log N)^d / N$ for infinitely many $N$?

Source: A well-known conjecture of the theory of irregularities of distribution; see Beck and Chen (1987), p. 283, as cited by Levin (2016), (3), and Larcher (2014). Stated for d ≥ 2 by AIM — Open Applied Problems.

Imported from github.com/MColbrook/AIM.

Classification

Primary
NT — Number Theory
Secondary
NA
Keywords
AIM Open Applied Problems, discrepancy, low-discrepancy sequences, quasi-Monte Carlo methods

References

@book{beck1987,
  author    = {Beck, J{\'o}zsef and Chen, William W. L.},
  title     = {Irregularities of Distribution},
  series    = {Cambridge Tracts in Mathematics},
  volume    = {89},
  publisher = {Cambridge University Press},
  address   = {Cambridge},
  year      = {1987},
  doi       = {10.1017/CBO9780511565984},
}
@article{levin2016,
  author        = {Levin, Mordechay B.},
  title         = {On the lower bound of the discrepancy of {H}alton's sequence {I}},
  journal       = {C. R. Math. Acad. Sci. Paris},
  volume        = {354},
  number        = {5},
  year          = {2016},
  pages         = {445--448},
  doi           = {10.1016/j.crma.2016.02.003},
  eprint        = {1412.8705},
  archivePrefix = {arXiv},
}
@incollection{larcher2014,
  author        = {Larcher, Gerhard},
  title         = {Discrepancy estimates for sequences: new results and open problems},
  booktitle     = {Uniform Distribution and Quasi-{M}onte {C}arlo Methods},
  editor        = {Kritzer, Peter and Niederreiter, Harald and Pillichshammer, Friedrich and Winterhof, Arne},
  series        = {Radon Series on Computational and Applied Mathematics},
  volume        = {15},
  publisher     = {De Gruyter},
  address       = {Berlin},
  year          = {2014},
  pages         = {171--190},
  doi           = {10.1515/9783110317930.171},
  eprint        = {1407.2380},
  archivePrefix = {arXiv},
}
@article{roth1954,
  author  = {Roth, K. F.},
  title   = {On irregularities of distribution},
  journal = {Mathematika},
  volume  = {1},
  number  = {2},
  year    = {1954},
  pages   = {73--79},
  doi     = {10.1112/S0025579300000541},
}
@article{bilyk2008,
  author  = {Bilyk, Dmitriy and Lacey, Michael T. and Vagharshakyan, Armen},
  title   = {On the small ball inequality in all dimensions},
  journal = {J. Funct. Anal.},
  volume  = {254},
  number  = {9},
  year    = {2008},
  pages   = {2470--2502},
  doi     = {10.1016/j.jfa.2007.09.010},
}
@article{schmidt1972,
  author  = {Schmidt, Wolfgang M.},
  title   = {Irregularities of distribution, {VII}},
  journal = {Acta Arith.},
  volume  = {21},
  year    = {1972},
  pages   = {45--50},
  doi     = {10.4064/aa-21-1-45-50},
}
@article{halton1960,
  author  = {Halton, J. H.},
  title   = {On the efficiency of certain quasi-random sequences of points in evaluating multi-dimensional integrals},
  journal = {Numer. Math.},
  volume  = {2},
  number  = {1},
  year    = {1960},
  pages   = {84--90},
  doi     = {10.1007/BF01386213},
}
@misc{aim-star-discrepancy-sequence-lower-bound,
  author       = {Brunton, Steve and Colbrook, Matthew J. and de Hoop, Maarten V. and Stepaniants, George and Townsend, Alex and Ward, Rachel},
  title        = {{Optimal star-discrepancy lower bound for infinite sequences}},
  howpublished = {AIM --- Open Applied Problems, GitHub repository},
  year         = {2026},
  url          = {https://github.com/MColbrook/AIM/blob/a153f469ee0ea64e876b2ad97c79d252c19a3e22/problems/536-star-discrepancy-sequence-lower-bound.md},
  note         = {Entry 536 at commit a153f46, 2026-10-13},
}

Citing this problem

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OP-00389, "Optimal star-discrepancy lower bound for infinite sequences", clopen.solutions.