Fisher Curvature Scaling at Critical Points: An Exact Information-Geometric Exponent from Periodic Boundary Conditions

TL;DR

This paper derives an exact scaling exponent for the Fisher information curvature at critical points in lattice spin models, confirmed by numerical simulations across various dimensions and models, revealing universal geometric properties.

Contribution

It introduces an exact formula for the Fisher curvature exponent at criticality, connecting it to critical exponents and confirming it through extensive numerical computations.

Findings

Exact exponent $d_R$ derived and confirmed for 2D and 3D Ising models.

Logarithmic corrections observed in Potts models with $q=3,4$.

Ricci curvature identities hold with high precision across models.

Abstract

We study the scalar curvature of the Fisher information metric on the microscopic coupling-parameter manifold of lattice spin models at criticality. For a $d$-dimensional lattice with periodic boundary conditions and $n = L^d$ sites, the Fisher manifold has $m = d \cdot n$ dimensions (one per bond), and we find $|\mathcal{R}(J_c)| \sim n^{d_R}$ with $d_R = (d\nu + 2\eta)/(d\nu + \eta)$, where $\nu$ and $\eta$ are the correlation-length and anomalous-dimension critical exponents. For 2D Ising ($\nu = 1$, $\eta = 1/4$), this predicts $d_R = 10/9$, confirmed by exact transfer-matrix computations ($L = 6$--$9$: $d_R = 1.1115 \pm 0.0002$) and multi-seed MCMC through $L = 24$. For 3D Ising ($\nu = 0.630$, $\eta = 0.0363$), the prediction $d_R = 1.019$ is consistent with MCMC on $L^3$ tori up to $L = 10$ (power-law fit: $d_R = 1.040$). For 2D Potts $q = 3$ (predicted $33/29 \approx 1.138$), FFT-MCMC through $L = 40$ shows $d_\mathrm{eff}$ oscillating non-monotonically around $\sim 1.20$, consistent with $O(1/(\ln L)^2)$ logarithmic corrections. For $q = 4$ (predicted $22/19$), effective exponents oscillate with strong logarithmic corrections. The Ricci decomposition identity $R_3 = -R_1/2$, $R_4 = -R_2/2$ holds to 5--6 digits for all models. This exponent is distinct from Ruppeiner thermodynamic curvature and reflects the collective geometry of the growing Fisher manifold. We provide falsification criteria and predictions for additional universality classes.