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May 22, 20260 citationsOpen Access

Critical Scaling of Ollivier-Ricci Curvature in Discrete Relational Networks and an Exploratory Cosmological Crossover

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JTJuan Carlos Alves Tabernero

Key Points

  • The research aims to explore the scaling of Ollivier-Ricci curvature in discrete relational networks and its implications for a chameleon scalar-tensor gravity model.
  • Conducted high-precision simulations of Watts-Strogatz small-world networks (N=300 to 1500)
  • Established relationships between curvature, energy density, and cosmological parameters
  • Analyzed the full coupled background equations to identify zero crossing of criticality order parameter.
  • Average Ollivier-Ricci curvature scales as ⟨κ⟩ ∝ a^{-2.53±0.04}
  • Zero crossing of criticality order parameter η(z) occurs at z ≈ 0.23, indicating gravity transition
  • Model predictions for fσ_8(z) are close to ΛCDM baseline with Δχ² ≈ 0.2, p ≈ 0.41.

Abstract

We investigate the emergence of Newtonian-like scaling in discrete relational networks and explore, as a proof of concept, a possible mapping to a chameleon scalar-tensor gravity (CSTG) model. High-precision simulations of Watts-Strogatz small-world networks (N = 300 to 1500 nodes) show that the average Ollivier-Ricci curvature scales as ⟨κ⟩ ∝ a^-2. 53±0. 04, where a is an effective scale factor identified with the inverse edge density. This topological scaling implies an effective relational energy density ρᵣed ∝ a^-2. 5. In the continuum limit, we embed this scaling into the CSTG action with conformal coupling ξ = 1/6 and a runaway potential V (ϕ) = Λ⁵/ϕ. We define a criticality order parameter η (z) = LH/λₑff - 4, where LH is the physical Hubble horizon (modulated by the conformal coupling) and λₑff is the Compton wavelength of the chameleon field. Under the hypothesis mₑff² ∝ ρᵣed, we solve the full coupled background equations in the Jordan frame. The resulting zero crossing of η (z) occurs at z ≈ 0. 23, marking a transition from enhanced to suppressed gravity at low redshift. Solving the linear growth equations with spectral network attenuation (derived from the deep Ricci well, Γ = 0. 709) yields predictions for fσ₈ (z) that are very close to the ΛCDM baseline. A diagonal χ² analysis gives Δχ² ≈ 0. 2 for 12 degrees of freedom (p ≈ 0. 41), indicating that the network-induced scaling does not significantly affect structure growth under the small-correction hypothesis Ωᵣed0 = 0. 005. The model satisfies Solar System constraints via the chameleon screening mechanism and offers a falsifiable scalar breathing mode in gravitational waves as a future test. We discuss the main limitations of the approach and outline necessary steps toward a more rigorous derivation.

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Cite This Study

Juan Carlos Alves Tabernero (2026) studied this question.

synapsesocial.com/papers/6a0ff3ffd674f7c03778d002https://doi.org/10.5281/zenodo.20317567
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