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

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 ρ_red ∝ 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) = Λ^5/ϕ. We define a criticality order parameter η(z) = L_H/λ_eff - 4, where L_H is the physical Hubble horizon (modulated by the conformal coupling) and λ_eff is the Compton wavelength of the chameleon field. Under the hypothesis m_eff^2 ∝ ρ_red, 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 fσ_8(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 Ω_red0 = 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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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-21
DOI
https://doi.org/10.5281/zenodo.20317567
Primary Topic
Cosmology and Gravitation Theories
Type
article
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article

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

Juan Carlos Alves Tabernero
Zenodo (CERN European Organization for Nuclear Research)
Cosmology and Gravitation Theories
article

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

Juan Carlos Alves Tabernero
article en

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 ρ_red ∝ 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) = Λ^5/ϕ. We define a criticality order parameter η(z) = L_H/λ_eff - 4, where L_H is the physical Hubble horizon (modulated by the conformal coupling) and λ_eff is the Compton wavelength of the chameleon field. Under the hypothesis m_eff^2 ∝ ρ_red, 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 fσ_8(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 Ω_red0 = 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.

Zenodo (CERN European Organization for Nuclear Research)
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Critical Scaling of Ollivier-Ricci Curvature in Discrete Relational Networks and an Exploratory Cosmological Crossover — Juan Carlos Alves Tabernero · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS