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arxiv: 2310.14828 · v2 · pith:AKKGYG4Ynew · submitted 2023-10-23 · 🧮 math.PR

Divisibility and primality in random walks

Pith reviewed 2026-05-24 06:17 UTC · model grok-4.3

classification 🧮 math.PR
keywords random walksdivisibilityprimalityBernoulli random walkRademacher random walkCramér modelSelberg estimates
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The pith

Divisibility results for the Bernoulli random walk extend to wide classes of iid and independent non-iid walks, with new primality statements for the Rademacher walk and comparable divisor estimates in the Cramér model.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper aims to generalize divisibility results known for the Bernoulli random walk to much wider families of random walks that may have independent but non-identical steps. It also establishes new results on the primality of the walk positions in the Rademacher case and derives estimates for how the divisors of the walk values are distributed when the walk is viewed through the Cramér random model for primes. These extensions rely on independence assumptions and comparison estimates similar to those of Selberg. A sympathetic reader would care because the findings indicate that certain arithmetic features of random walks on the integers remain stable when the step distribution changes, as long as independence across time is kept.

Core claim

We improve or extend some of our divisibility results to wide classes of iid or independent non iid random walks. We also obtain new primality results for the Rademacher random walk. We study the value distribution of divisors of the random walk in the Cramér model, and obtain a general estimate of a similar kind to that of the Bernouilli model. Earlier results on divisors and quasi-prime numbers in the Bernoulli model are recorded, as well as some other recent for the Cramér random model, based on an estimate due to Selberg.

What carries the argument

Independence conditions on the increments of the random walk, together with the Cramér probabilistic model and Selberg-type estimates applied to divisor and primality counts.

If this is right

  • Divisibility by small integers occurs with positive density that can be estimated uniformly across the extended classes of walks.
  • Quasi-prime values of the walk appear with frequencies controlled by the same type of estimates used in the Bernoulli setting.
  • The distribution of divisors of walk positions in the Cramér model follows a general form parallel to the Bernoulli model.
  • Primality statements for the Rademacher walk give explicit conditions under which walk positions are prime.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • If the extensions hold, divisibility counts might be used to classify or compare the arithmetic behavior of different random walk models on the integers.
  • The same independence-based arguments could be tested on walks with steps drawn from continuous distributions to see whether similar divisor patterns persist.
  • Connections between these random-walk results and classical questions on prime factors in integer sequences generated by dependent increments become worth exploring numerically.

Load-bearing premise

The random walk steps satisfy independence (iid or independent non-iid) so that the divisibility and distribution results transfer from the Bernoulli case.

What would settle it

A concrete counterexample would be an independent non-iid random walk for which the density of positions divisible by a small fixed integer, such as 3, deviates from the density predicted by the Bernoulli analysis.

read the original abstract

In this paper we study the divisibility and primality properties of the Bernoulli random walk. We improve or extend some of our divisibility results to wide classes of iid or independent non iid random walks. We also obtain new primality results for the Rademacher random walk. We study the value distribution of divisors of the random walk in the Cram\'er model, and obtain a general estimate of a similar kind to that of the Bernouilli model. Earlier results on divisors and quasi-prime numbers in the Bernoulli model are recorded, as well as some other recent for the Cram\'er random model, based on an estimate due to Selberg.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

0 major / 1 minor

Summary. The manuscript examines divisibility and primality properties of the Bernoulli random walk. It extends or improves prior divisibility results to wide classes of iid and independent non-iid random walks, derives new primality results for the Rademacher random walk, and studies the value distribution of divisors in the Cramér model to obtain a general estimate paralleling the Bernoulli case (via Selberg estimates). Earlier results on divisors and quasi-primes in the Bernoulli model are recorded.

Significance. If the derivations hold, the work broadens the scope of divisibility and primality analysis for random walks under explicit independence hypotheses and supplies a model-comparison estimate that may be useful in probabilistic number theory.

minor comments (1)
  1. [Abstract] Abstract: 'Bernouilli' is misspelled; correct to 'Bernoulli'.

Simulated Author's Rebuttal

0 responses · 0 unresolved

We thank the referee for their positive summary of the manuscript, recognition of its significance, and recommendation of minor revision. No specific major comments were listed in the report.

Circularity Check

0 steps flagged

No significant circularity detected

full rationale

The paper extends the author's prior divisibility results to broader classes of random walks under explicit iid or independent non-iid conditions and derives new primality statements for the Rademacher walk. The Cramér-model divisor estimate is presented as analogous to the Bernoulli case via an external Selberg estimate, with earlier Bernoulli-model results recorded only as background. No derivation step reduces by construction to a fitted parameter, self-defined quantity, or load-bearing self-citation chain; the central claims rest on the stated independence hypotheses and model transfer rather than on any internal renaming or ansatz smuggling. The analysis is therefore self-contained against external benchmarks.

Axiom & Free-Parameter Ledger

0 free parameters · 0 axioms · 0 invented entities

No free parameters, axioms, or invented entities are identifiable from the abstract alone; work relies on standard definitions of Bernoulli/Rademacher walks and the known Cramér random model.

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Works this paper leans on

75 extracted references · 75 canonical work pages

  1. [1]

    T. M. Apostol, Introduction to analytic number theory . Springer-Verlag, New York-Heidelberg, (1976), Undergraduate Texts in Mathematics

  2. [2]

    T. M. Apostol, Modular Functions and Dirichlet series in number theory , Second Edition. Springer-Verlag, New York-Heidelberg, (1990), Graduate Texts in Mathematic s

  3. [3]

    Bellman, A brief introduction to Theta functions , (1961), Holt, Rinehart and Winston, New-York

    R. Bellman, A brief introduction to Theta functions , (1961), Holt, Rinehart and Winston, New-York

  4. [4]

    K. A. Broughan, (2002) Restricted divisors sums. Acta arithmetica 101.2, 105–114

  5. [5]

    Bureaux and N

    J. Bureaux and N. Enriquez, The probability that two rand om integers are coprime, Math. Nachr. 291 (2018) no. 1, 24–27. DIVISIBILITY AND PRIMALITY IN RANDOM W ALKS 51

  6. [6]

    Billingsley, Convergence of probability measures , (1968) John Wiley & Sons, Inc., New York-London- Sydney

    P. Billingsley, Convergence of probability measures , (1968) John Wiley & Sons, Inc., New York-London- Sydney

  7. [7]

    G. S. Call and D. J. Velleman, Pascal’s matrices, Amer. Math. Monthly 100, (1993) 372–376

  8. [8]

    Cilleruelo, J

    J. Cilleruelo, J. L. Fern´ andez and P. Fern´ andez, Visib le points in random walks, Eur. J. Combin. 75 (2019), 92–112

  9. [9]

    Cram´ er, (1936) On the order of magnitude of the differe nce between consecutive primes, Acta Arith- metica 2, 23-46

    H. Cram´ er, (1936) On the order of magnitude of the differe nce between consecutive primes, Acta Arith- metica 2, 23-46

  10. [10]

    Daboussi and J

    H. Daboussi and J. Rivat, (2000) Explicit upper bounds f or exponential sums over primes, Mathematics of computation 70, Number 233, 431–447

  11. [11]

    Diaconis and Ch

    P. Diaconis and Ch. Stein, Some tauberian theorems rela ted to coin tossing, Ann. Prob. , 6 No3 (1978) 483-490

  12. [12]

    P. D. Elliott, (1980) Probabilistic number theory II , Springer, New York

  13. [13]

    Erd¨ os and A

    P. Erd¨ os and A. R´ enyi, Additive properties of random sequences of positive integers, Acta Math. 6, (1960), 83–110

  14. [14]

    Erd¨ os and S

    P. Erd¨ os and S. K. Zaremba, (1972) The arithmetical fun ction ∑ d|n log d d , Demonstratio Math. 6, Part. 2, 575–579

  15. [15]

    Feller, (1968) An Introduction to Probability Theory and its Applications , 1, 3rd ed

    W. Feller, (1968) An Introduction to Probability Theory and its Applications , 1, 3rd ed. Wiley, New York

  16. [16]

    J. L. Fernandez and P. Fernandez, Divisibilities prope rties of random samples of integers, RACSAM (2021), 115: 26

  17. [17]

    Halberstam and R

    H. Halberstam and R. F. Roth, Sequences, Springer-Verlag, (1983)

  18. [18]

    M. N. Huxley, On the differences between consecutive pri mes, Invent. Math. 15 (1972), 164–170

  19. [19]

    Granville, Harald Cram´ er and the Distribution of Pr ime Numbers, Scand

    A. Granville, Harald Cram´ er and the Distribution of Pr ime Numbers, Scand. Actuarial J. No. 1, (1995) 12–28

  20. [20]

    Hardy Divergent series , (1963), Oxford at the Clarendon Press

    G.H. Hardy Divergent series , (1963), Oxford at the Clarendon Press

  21. [21]

    Hardy, An inequality for Hausdorff means, J

    G.H. Hardy, An inequality for Hausdorff means, J. London Math. Soc. 18 (1943), 46–50

  22. [22]

    G. H. Hardy and E. M. Wright, An introduction to the theory of numbers , fifth edition, Oxford at the Clarendon Press, Oxford, (1979)

  23. [23]

    D. R. Heath-Brown, The number of primes in a short interv al, J. reine angew. Math. 389 (1988), 22–63

  24. [24]

    Hildebrand and G

    A. Hildebrand and G. Tenenbaum, Integers without large factors, J. Th´ eorie des nombres, Bordeaux 5 (1993), 1–74

  25. [25]

    Hooley, (1963) On the number of divisors of quadratic polynomials

    C. Hooley, (1963) On the number of divisors of quadratic polynomials. Acta Mathematica 110, 97–114

  26. [26]

    McKee, (1999) The average number of divisors of an irr educible quadratic polynomial, Math

    J. McKee, (1999) The average number of divisors of an irr educible quadratic polynomial, Math. Proc. Cambridge Philos. Soc. 126, 17–22

  27. [27]

    J. McKee, (1996) A note on the number of divisors of quadr atic polynomials, in Sieve Methods, Exponential Sums, and their Applications in Number Theory , edited by Greaves, Harman and Huxley, CUP 1996, 275– 287

  28. [28]

    E. J. Scourfield, (1961) The divisors of a quadratic poly nomial, Proc. Glasgow Math. Soc. 5, 8–20

  29. [29]

    Jurkat, Ein funktionentheoretischer Beweis f¨ ur O-Taubers¨ atze bei den Verfahren non Borel und Euler-Knopp, Arch

    W.B. Jurkat, Ein funktionentheoretischer Beweis f¨ ur O-Taubers¨ atze bei den Verfahren non Borel und Euler-Knopp, Arch. Math. 7 (1956), 278–283

  30. [30]

    Kallenberg, Foundations of modern probability theory , (1997) Springer Verlag New-York

    O. Kallenberg, Foundations of modern probability theory , (1997) Springer Verlag New-York

  31. [31]

    Landreau, ´Etude probabiliste des sommes de puissances s-i` emes, Compositio 99 n01 (1995), 1–31

    B. Landreau, ´Etude probabiliste des sommes de puissances s-i` emes, Compositio 99 n01 (1995), 1–31

  32. [32]

    W. J. Leahey, and J. E. Nymann, On the probability that an integer chosen according to the binomial distribution be k-free, The Rocky Mountain J. of Math. 7, No 4 (1977) 769–774

  33. [33]

    P. J. McCarthy, Introduction to Arithmetical Functions, (Universitext), (1986), Springer-Verlag New-York Inc

  34. [34]

    Concentration, Prob

    MacDiarmid, C., (1998). Concentration, Prob. Methods for Algorithmic Discrete Math. , 195–248, Algo- rithms Combin. 16, Springer, Berlin

  35. [35]

    MacDonald, A local limit theorem for large deviation s of sums of independent, non-identically dis- tributed random variables, Annals of Prob

    D. MacDonald, A local limit theorem for large deviation s of sums of independent, non-identically dis- tributed random variables, Annals of Prob. 7 (1979) no. 3, 526–531

  36. [36]

    Matom¨ aki and J

    K. Matom¨ aki and J. Ter¨ av¨ ainen, A note on zero densityresults implying large value estimates for Dirichlet polynomials, arXiv:2403.13157v1, (2024)

  37. [37]

    T. T. Moh, On a general Tauberian theorem, Proc. Amer. Math. Soc. 36, No 1 (1972) 167–172

  38. [38]

    H. L. Montgomery, R. C. Vaughan (2007) Multiplicative Number Theory I. Classical Theory , Cambridge studies in advanced math, Cambridge University Press, 52 MICHEL J. G. WEBER

  39. [39]

    H. L. Montgomery, K. Soundararajan, Primes in Short Int ervals Commun. Math. Phys. 252, 589–617, (2004)

  40. [40]

    V. V. Petrov, Sums of Independent Random Variables , Ergebnisse der Math. und ihre Grenzgebiete 82, (1975) Springer

  41. [41]

    Pintz, Cram´ er vs

    J. Pintz, Cram´ er vs. Cram´ er, On Cram´ er’s probabilistic model for primes, Funct. Approx. Comment. Math. 37, part 2, (2007) 361–376

  42. [42]

    A. G. Postnikov, Introduction to analytic number theory , AMS Translation of mathematical monographs

  43. [43]

    in Russian in 1971.) Amer

    (First publ. in Russian in 1971.) Amer. Math. Soc., 1988

  44. [44]

    R´ enyi,Foundations of probability , (1970) Holden-Day series in probability and statistics

    A. R´ enyi,Foundations of probability , (1970) Holden-Day series in probability and statistics

  45. [45]

    J. B. Rosser, L. Schoenfeld, (1962) Approximate formul as for some functions of prime numbers, Illinois J. Math. 6(1), 64–94

  46. [46]

    Y. A. Rozanov, On a local limit theorem for lattice distr ibutions, Theor. Prob. Appl. , 2 (1957), no. 2, 260–265

  47. [47]

    S´ ark˝ ozy A., (1978) On difference sets of sequence of integers, Acta Math

    A. S´ ark˝ ozy A., (1978) On difference sets of sequence of integers, Acta Math. Acad. Sci. Hungar. 31 (1-2),

  48. [48]

    Selberg, On the normal density of primes in small inte rvals, and the difference between consecutive primes

    A. Selberg, On the normal density of primes in small inte rvals, and the difference between consecutive primes. Arch. Math. Naturvid. , 47 (1943), 87–105

  49. [49]

    Siebert, (1976) Montgomery’s weighted sieve for dim ension two, Monatsh

    H. Siebert, (1976) Montgomery’s weighted sieve for dim ension two, Monatsh. Math. 82, 327–336

  50. [50]

    Shi and M

    S. Shi and M. Weber, On Jordan double sums and related sum matory functions, Unif. Distribution Theory 18 no. 2, (2024), p. 57–76

  51. [51]

    Shi and M

    S. Shi and M. Weber, (2022) Value distribution of square free divisors of Bernoulli sums, Preprint

  52. [52]

    V. G. Sprindˇ zuk, (1979) Metric theory of Diophantine approximations , Translated from the Russian and edited by Richard A. Silverman. With a foreword by Donald J. N ewman. Scripta Series in Mathematics. V. H. Winston & Sons, Washington, D.C.; AHalsted Press Book, John Wiley & Sons, New York-Toronto, Ont.-London. xiii+156 pp

  53. [53]

    and Weber M., Classical and Almost Sure Loc al Limit Theorems, Dissertationes Math , No 589, (2023), 97 pp

    Szewczak, Z. and Weber M., Classical and Almost Sure Loc al Limit Theorems, Dissertationes Math , No 589, (2023), 97 pp

  54. [54]

    Tenenbaum, Introduction ` a la th´ eorie analytique et probabiliste des nombres, (2008), Coll

    G. Tenenbaum, Introduction ` a la th´ eorie analytique et probabiliste des nombres, (2008), Coll. ´Echelles Ed. Belin Paris

  55. [55]

    G. Tenenbaum, Crible d’Eratosth` ene et mod` ele de Kubi lius, in: Gy´ ory, Iwaniec, Urbanowicz (Eds), Number Theory in Progress, Proceedings of the Conference in honor of Andrzej Schinzel , Zakopane, Poland 1997, W. de Gruyter, Berlin-New-York (1999), 1099–1129

  56. [56]

    T´ oth, A survey on Gcd-Sums functions, Journal of Integer Sequences , Vol

    L. T´ oth, A survey on Gcd-Sums functions, Journal of Integer Sequences , Vol. 13 (2010), Article 10.8.1

  57. [57]

    Walfisz, Weylsche Exponentialsummen in der neueren Zahlentherie

    A. Walfisz, Weylsche Exponentialsummen in der neueren Zahlentherie. , Mathematische Forschungs- berichte, XV, V E B Deutscher Verlag der Wissenschaften (1963), Berlin

  58. [58]

    Weber, Random walks in analytic number theory, (2024 )

    M. Weber, Random walks in analytic number theory, (2024 )

  59. [59]

    Weber, Correlation Properties of Divisors in the Ber noulli random walk, (2023)

    M. Weber, Correlation Properties of Divisors in the Ber noulli random walk, (2023)

  60. [60]

    Weber, On infinite M¨ obius inversion, Publ

    M. Weber, On infinite M¨ obius inversion, Publ. Math. Debrecen Ref. no.: 9260, (2023), 1–12

  61. [61]

    Weber, On Farey sequence and quadratic Farey sums, Research in Number Theory , 8, Article number 14, (2022) (25 p.)

    M. Weber, On Farey sequence and quadratic Farey sums, Research in Number Theory , 8, Article number 14, (2022) (25 p.)

  62. [62]

    Weber An extension of a result of Erd¨ os-Zaremba, Glasgow Math

    M. Weber An extension of a result of Erd¨ os-Zaremba, Glasgow Math. J. , 63 (1), (2021), 193–222

  63. [63]

    Weber, On Rozanov’s theorem and strenghtened asympt otic uniform distribution, Probab

    M. Weber, On Rozanov’s theorem and strenghtened asympt otic uniform distribution, Probab. Math. Statist., (2024), to appear

  64. [64]

    Weber, A uniform semi-local limit theorem along sets of multiples for sums of i.i.d

    M. Weber, A uniform semi-local limit theorem along sets of multiples for sums of i.i.d. random variables, Funct. Approx. Comment. Math. , (2024), to appear

  65. [65]

    Weber, Critical probabilistic characteristics of t he Cram´ er model for primes and arithmetical proper- ties, Indian J

    M. Weber, Critical probabilistic characteristics of t he Cram´ er model for primes and arithmetical proper- ties, Indian J. of Pure and Applied Math , (2024), to appear

  66. [66]

    Weber, (2013) Instants of small amplitude of the Brow nian motion and application to the Kubilius model, Periodica Math

    M. Weber, (2013) Instants of small amplitude of the Brow nian motion and application to the Kubilius model, Periodica Math. Hung. 67 (1), 95–113

  67. [67]

    Weber, (2022) A Fourier analysis of quadratic Rieman n sums and local integrals of ζ(s), submitted

    M. Weber, (2022) A Fourier analysis of quadratic Rieman n sums and local integrals of ζ(s), submitted

  68. [68]

    Weber, Dynamical Systems and Processes , (2009) European Mathematical Society Publishing House, IRMA Lectures in Mathematics and Theoretical Physics 14 xiii+761p

    M. Weber, Dynamical Systems and Processes , (2009) European Mathematical Society Publishing House, IRMA Lectures in Mathematics and Theoretical Physics 14 xiii+761p

  69. [69]

    Weber, (2008) Sampling the integers with a complete r andom walk (27 p.), Unpublished

    M. Weber, (2008) Sampling the integers with a complete r andom walk (27 p.), Unpublished

  70. [70]

    Weber, (2008) Sur la probabilit´ e P{Sn est premier } (15 p.), Unpublished

    M. Weber, (2008) Sur la probabilit´ e P{Sn est premier } (15 p.), Unpublished

  71. [71]

    Weber, Small divisors of Bernoulli sums, Indag

    M. Weber, Small divisors of Bernoulli sums, Indag. Math. 18 No2 (2007), 281–293

  72. [72]

    Weber, (2007) Divisors of Bernoulli sums, Results de r Math

    M. Weber, (2007) Divisors of Bernoulli sums, Results de r Math. 51, 141-179. DIVISIBILITY AND PRIMALITY IN RANDOM W ALKS 53

  73. [73]

    Weber (2006) On the order of magnitude of the divisor f unction, Acta Math

    M. Weber (2006) On the order of magnitude of the divisor f unction, Acta Math. Sinica 22, No2, 377-382

  74. [74]

    Weber, (2005) Divisors, spin sums and the functional equation of the Zeta-Riemann function, Periodica Math

    M. Weber, (2005) Divisors, spin sums and the functional equation of the Zeta-Riemann function, Periodica Math. Hungar. 51 (1) 119-131

  75. [75]

    Weber, (2004) An arithmetical property of Rademache r sums, Indag

    M. Weber, (2004) An arithmetical property of Rademache r sums, Indag. Math. (N.S.) 15, 133–150. IRMA, UMR 7501, Universit ´e Louis-P asteur et C.N.R.S., 7 rue Ren ´e Descartes, 67084 Stras- bourg Cedex, France. E-mail: michel.weber@math.unistra.fr