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Superstable geometry in triadic percolation

Fatemeh Aghaei1, Abbas Ali Saberi2,1,*, Holger Kantz1, and Jürgen Kurths3,4

  • *Contact author: asaberi@constructor.university

Phys. Rev. E 113, 024306 – Published 12 February, 2026

DOI: https://doi.org/10.1103/b29t-62kv

Abstract

Triadic percolation turns bond percolation into a dynamical problem governed by an effective one-dimensional unimodal map. We show that the geometry of superstable cycles provides a direct, map-agnostic probe of local nonlinearity: specifically, the distance from the map's maximum to a distinguished next-to-maximum point on the attracting 2n cycle (which coincides with a preimage of the maximum at 2n superstability) scales as |Δp|γ, with γ=1/z, where z is the nonflat order of the maximum. This prediction is verified across canonical unimodal families and heterogeneous triadic ensembles, with Lyapunov spectra corroborating the one-dimensional reduction. A derivative condition on the activation kernel fixes the local nonlinearity order z (and thus, under standard unimodal-map hypotheses, the associated z-logistic universality class) and gives conditions under which z>2 can be realized. The diagnostic operates directly on orbit data under standard regularity assumptions, providing a practical tool to classify universality in higher-order networks.

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References (27)

  1. D. Stauffer and A. Aharony, Introduction to Percolation Theory, 2nd ed. (Taylor & Francis, London, 1994).
  2. A. A. Saberi, Phys. Rep. 578, 1 (2015).
  3. M. E. J. Newman, S. H. Strogatz, and D. J. Watts, Phys. Rev. E 64, 026118 (2001).
  4. H. Sun, F. Radicchi, J. Kurths, and G. Bianconi, Nat. Commun. 14, 1308 (2023).
  5. A. P. Millán, H. Sun, J. J. Torres, and G. Bianconi, PNAS Nexus 3, pgae270 (2024).
  6. H. Sun and G. Bianconi, Phys. Rev. E 110, 064315 (2024).
  7. H. Sun, F. Radicchi, and G. Bianconi, Phys. Rev. E 113, 014313 (2026).
  8. F. Battiston, G. Cencetti, I. Iacopini, V. Latora, M. Lucas, A. Patania, J.-G. Young, and G. Petri, Phys. Rep. 874, 1 (2020).
  9. F. Battiston, E. Amico, A. Barrat, G. Bianconi, G. Ferraz de Arruda, B. Franceschiello, I. Iacopini, S. Kéfi, V. Latora, Y. Moreno, M. M. Murray, T. P. Peixoto, F. Vaccarino, and G. Petri, Nat. Phys. 17, 1093 (2021).
  10. S. Boccaletti, P. De Lellis, C. I. del Genio, K. Alfaro-Bittner, R. Criado, S. Jalan, and M. Romance, Phys. Rep. 1018, 1 (2023).
  11. E. Bairey, E. D. Kelsic, and R. Kishony, Nat. Commun. 7, 12285 (2016).
  12. J. Grilli, G. Barabás, M. J. Michalska-Smith, and S. Allesina, Nature (London) 548, 210 (2017).
  13. M. Niedostatek, A. Baptista, J. Yamamoto, J. Kurths, R. Sanchez Garcia, B. D. MacArthur, and G. Bianconi, Nat. Commun. 16, 11613 (2025).
  14. M. J. Feigenbaum, J. Stat. Phys. 19, 25 (1978).
  15. M. J. Feigenbaum, J. Stat. Phys. 21, 669 (1979).
  16. J. Milnor and W. Thurston, in Dynamical Systems (College Park, MD, 1986–87), Lecture Notes in Mathematics Vol. 1342 (Springer, Berlin, 1988), pp. 465–563.
  17. P. Collet and J.-P. Eckmann, Iterated Maps on the Interval as Dynamical Systems (Birkhäuser, Boston, 1980).
  18. W. de Melo and S. van Strien, One-Dimensional Dynamics (Springer, Berlin, 1993).
  19. G. Dong, F. Wang, L. M. Shekhtman, M. M. Danziger, J. Fan, R. Du, J. Liu, L. Tian, H. E. Stanley, and S. Havlin, Proc. Natl. Acad. Sci. USA 118, e1922831118 (2021).
  20. Y. Zhang, P. S. Skardal, F. Battiston, G. Petri, and M. Lucas, Sci. Adv. 10, eado8049 (2024).
  21. F. L. Metz, Phys. Rev. Lett. 134, 037401 (2025).
  22. X. Hu, G. Dong, K. Christensen, H. Sun, J. Fan, Z. Tian, J. Gao, S. Havlin, R. Lambiotte, and X. Meng, Sci. Adv. 11, eadt2404 (2025).
  23. M. E. J. Newman, Phys. Rev. E 66, 016128 (2002).
  24. H. Kantz, Phys. Lett. A 185, 77 (1994).
  25. M. T. Rosenstein, J. J. Collins, and C. J. De Luca, Phys. D (Amsterdam, Neth.) 65, 117 (1993).
  26. G. Benettin, L. Galgani, A. Giorgilli, and J.-M. Strelcyn, Meccanica 15, 9 (1980).
  27. https://www.pks.mpg.de/asg2024.

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