The 2022 theorem of Basor, Ehrhardt, Gharakhloo, Its and Li proves a strong Szegő-type limit theorem for bordered Toeplitz determinants with Szegő-type symbols and borders , and applies it to the Au-Yang–Perk bordered-Toeplitz representation of the next-to-diagonal correlation of the anisotropic square-lattice Ising model in the low-temperature regime , establishing the long-range order and the anisotropy-dependent first correction. The authors explicitly leave open the regimes outside this nondegenerate Szegő setting: (i) the critical regime and the high-temperature regime , where the Ising symbol develops Fisher–Hartwig singularities, deferred to a subsequent publication; and (ii) degenerate borders whose bordered constant vanishes identically (e.g. with ), where the leading term of the Szegő scaling disappears and the next nonzero contribution — obtained by the authors only numerically, with conjectured exact constants — must be determined and proved.
Background
A Toeplitz determinant is the determinant of the matrix built from the Fourier coefficients of a function (the symbol) on the unit circle . The strong Szegő limit theorem states that for symbols that are smooth, nonvanishing, and of zero winding number on , as , where and . When the symbol has zeros, algebraic singularities, or jump discontinuities on — so-called Fisher–Hartwig singularities, introduced by Fisher and Hartwig — the asymptotics change qualitatively: powers , gamma-function constants, and exponential factors appear. The Fisher–Hartwig asymptotics were proved in full generality for Toeplitz, Hankel, and Toeplitz+Hankel determinants by Deift, Its and Krasovsky, with uniform versions due to Fahs.
A bordered Toeplitz determinant replaces the last column of the Toeplitz matrix by Fourier coefficients of a second symbol : is the determinant of the matrix with entries in the first columns and in the last column. Basor, Ehrhardt, Gharakhloo, Its and Li (2022) proved the analogue of the strong Szegő theorem for these determinants: if is of Szegő type (smooth, nonzero, zero winding number on , analytically continuable across it) and with rational functions with poles off , then , where the bordered constant is explicit in terms of the Wiener–Hopf factorization (factors analytic outside and inside , respectively).
The driving application is the two-dimensional Ising model on the square lattice with horizontal and vertical couplings . With and , the model is critical () when ; is the low-temperature (ordered) phase and the high-temperature (disordered) phase. The diagonal correlation is the pure Toeplitz determinant with , which is of Szegő type exactly when ; at and the symbol develops Fisher–Hartwig singularities on , the source of the classical critical power-law decay and of the exponentially damped high-temperature asymptotics of the diagonal correlation. Au-Yang and Perk showed that the next-to-diagonal correlation (spins separated by horizontal and vertical steps) equals the bordered Toeplitz determinant with , , . Applying their theorem to this pair, Basor et al. proved that in the low-temperature regime the next-to-diagonal long-range order (the limit of the correlation, i.e. the square of the spontaneous magnetization ) equals , the same as along the diagonal and horizontal directions, and computed the first subleading correction , whose coefficient encodes the anisotropy .
Two gaps in this theory are explicitly left open by the authors. First, the theorem requires of Szegő type, i.e. ; the critical () and high-temperature () regimes, where carries Fisher–Hartwig singularities, are deferred to a future publication. Second, the bordered constant can vanish identically — for example for borders with — in which case the leading term of the Szegő-type asymptotics disappears and the next nonzero contribution must be computed; the authors analyze this case numerically (their Section 4.2), fitting an expansion whose constants they conjecture to be exactly and , but explicitly refrain from providing rigorous details.
Problem Statement
Extend the asymptotic theory of bordered Toeplitz determinants beyond the nondegenerate Szegő-type regime completed by Basor, Ehrhardt, Gharakhloo, Its and Li, in the two directions they explicitly left open. The two components are instances of a single question — what is the asymptotic behavior of when the hypotheses of the bordered strong Szegő theorem fail, either because the symbol is Fisher–Hartwig singular or because the bordered constant vanishes — and completion is a set of rigorously proved asymptotic formulas, with explicit constants and error bounds, covering the following regimes.
(A) Fisher–Hartwig regimes (singular symbol). Prove the asymptotics of the bordered Toeplitz determinant for the Ising symbol pair at the critical temperature and in the high-temperature regime , and thereby of the next-to-diagonal correlation : the leading behavior (critical power-law decay for ; exponential decay with power-law corrections for ), the explicit constants, and at least the first subleading correction including its dependence on the anisotropy , with rigorous error terms.
(B) Degenerate borders (vanishing bordered constant). Determine and rigorously justify the asymptotics of when the bordered constant vanishes, , so that the leading term of the Szegő scaling disappears: compute the next nonzero contribution with error bounds. The general result is required; it must include the case with for the Ising symbol , , for which the source's Section 4.2 numerics suggest a specific expansion with constants conjectured to be exactly and : proving (or correcting) this expansion is part of the problem.
The deliverables in (A) and (B) are scientifically linked and jointly serve one overarching objective: a complete strong-asymptotic description of the bordered Toeplitz determinants representing next-to-diagonal Ising correlations, valid in all temperature regimes and in the degenerate-border cases.
References
- Estelle Basor, Torsten Ehrhardt, Roozbeh Gharakhloo, Alexander Its, and Yuqi Li, Asymptotics of Bordered Toeplitz Determinants and Next-to-Diagonal Ising Correlations, Journal of Statistical Physics 187, Article 8 (2022), DOI: 10.1007/s10955-022-02894-7, arXiv:2011.14561, https://doi.org/10.1007/s10955-022-02894-7
- Helen Au-Yang and Jacques H. H. Perk, Critical correlations in a Z-invariant inhomogeneous Ising model, Physica A: Statistical Mechanics and its Applications 144, 44–104 (1987), DOI: 10.1016/0378-4371(87)90145-2, https://doi.org/10.1016/0378-4371(87)90145-2
- Hung Cheng and Tai Tsun Wu, Theory of Toeplitz Determinants and the Spin Correlations of the Two-Dimensional Ising Model. III, Physical Review 164, 719–735 (1967), DOI: 10.1103/PhysRev.164.719, https://doi.org/10.1103/PhysRev.164.719
- Barry M. McCoy and Tai Tsun Wu, The Two-Dimensional Ising Model, Harvard University Press, Cambridge, MA (1973), DOI: 10.4159/harvard.9780674180758, https://doi.org/10.4159/harvard.9780674180758
- Michael E. Fisher and Robert E. Hartwig, Toeplitz Determinants: Some Applications, Theorems, and Conjectures, Advances in Chemical Physics 15, 333–353 (1969), DOI: 10.1002/9780470143605.ch18, https://doi.org/10.1002/9780470143605.ch18
- Percy Deift, Alexander Its, and Igor Krasovsky, Asymptotics of Toeplitz, Hankel, and Toeplitz+Hankel determinants with Fisher-Hartwig singularities, Annals of Mathematics (2) 174, 1243–1299 (2011), DOI: 10.4007/annals.2011.174.2.12, https://doi.org/10.4007/annals.2011.174.2.12
- B. Fahs, Uniform Asymptotics of Toeplitz Determinants with Fisher–Hartwig Singularities, Communications in Mathematical Physics 383, 685–730 (2021), DOI: 10.1007/s00220-021-03943-0, https://doi.org/10.1007/s00220-021-03943-0
- Roozbeh Gharakhloo, Strong Szegő Limit Theorems for Multi-Bordered, Framed, and Multi-Framed Toeplitz Determinants, Symmetry, Integrability and Geometry: Methods and Applications 20, 062 (2024), DOI: 10.3842/SIGMA.2024.062, arXiv:2309.14695, https://doi.org/10.3842/SIGMA.2024.062
- Roozbeh Gharakhloo and Nicholas S. Witte, Modulated Bi-Orthogonal Polynomials on the Unit Circle: The 2j−k and j−2k Systems, Constructive Approximation 58, 1–74 (2023), DOI: 10.1007/s00365-022-09604-2, https://doi.org/10.1007/s00365-022-09604-2
- Roozbeh Gharakhloo and Karl Liechty, Bordered and framed Toeplitz and Hankel determinants with applications in integrable probability, Contemporary Mathematics (Recent Developments in Orthogonal Polynomials), American Mathematical Society, pp. 91–153 (2025), DOI: 10.1090/conm/822/16475, https://doi.org/10.1090/conm/822/16475
- Roozbeh Gharakhloo and Alexander Its, A Riemann–Hilbert Approach to Asymptotic Analysis of Toeplitz+Hankel Determinants II, Nonlinearity 39, 085002 (2026), DOI: 10.1088/1361-6544/ae8d79, arXiv:2509.12345, https://doi.org/10.1088/1361-6544/ae8d79
- N. S. Witte, Isomonodromic deformation theory and the next-to-diagonal correlations of the anisotropic square lattice Ising model, Journal of Physics A: Mathematical and Theoretical 40, F491–F501 (2007), DOI: 10.1088/1751-8113/40/24/f08, https://doi.org/10.1088/1751-8113/40/24/f08
- S. Boukraa, J.-M. Maillard, and B. M. McCoy, The Ising correlation C(M,N) for ν=−k, Journal of Physics A: Mathematical and Theoretical 53, 465202 (2020), DOI: 10.1088/1751-8121/abbb61, arXiv:2008.06912, https://doi.org/10.1088/1751-8121/abbb61