Free energy expansion of determinantal Coulomb gases in the quadratic fields with a point charge
Pith reviewed 2026-06-29 00:51 UTC · model grok-4.3
The pith
The free energy of determinantal Coulomb gases in quadratic fields with a point charge expands up to the constant term identified with the Liouville action on the droplet.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
In the regimes where the associated droplet is simply or doubly connected, the free energy expansion up to and including the constant term is derived with all coefficients computed explicitly. This extends recent results in the isotropic case. In particular, the constant term is identified with the Liouville action associated with the droplet. The result also admits an interpretation in terms of asymptotic expansions of moments of characteristic polynomials for the elliptic Ginibre ensemble.
What carries the argument
A deformation framework that varies both the point charge location and the anisotropy parameter to relate changes in the free energy to refined asymptotics of planar orthogonal polynomials.
If this is right
- The expansion provides asymptotic formulas for moments of characteristic polynomials in the elliptic Ginibre ensemble.
- The approach indicates a broader connection between free energy expansions, asymptotics of planar orthogonal polynomials, and conformally invariant geometric functionals such as the Liouville action.
- Intermediate results apply to general algebraic Hele-Shaw potentials.
Where Pith is reading between the lines
- This framework could extend to free energy expansions for other external potentials that lead to algebraic droplets.
- The link to the Liouville action suggests possible connections to quantities in two-dimensional conformal field theory.
- Direct computation of the partition function for moderate system sizes might allow numerical checks of the constant term.
Load-bearing premise
Refined asymptotics of the planar orthogonal polynomials are available that suffice to control how the free energy varies under simultaneous deformation of the point charge location and the anisotropy parameter.
What would settle it
A numerical calculation of the free energy for chosen values of the anisotropy parameter, the charge strength, and the charge location, compared to the predicted explicit expansion formula.
Figures
read the original abstract
We study a determinantal Coulomb gas in the complex plane associated with the external potential $$ Q(z)=\frac{1}{1-\tau^2}\big(|z|^2-\tau \text{Re } z^2\big)-2c\log|z-a|, $$ where $\tau\in[0,1)$, $c\ge0$, and $a\ge0$. In the regimes where the associated droplet is simply or doubly connected, we derive the free energy expansion up to and including the constant term, with all coefficients computed explicitly, thereby extending recent results in the isotropic case $\tau=0$. In particular, we identify the constant term with the Liouville action associated with the droplet. Our result admits a natural interpretation in terms of asymptotic expansions of moments of characteristic polynomials for the elliptic Ginibre ensemble. The proof is based on a deformation framework involving both the singularity location $a$ and the anisotropy parameter $\tau$, relating variations of the free energy to refined asymptotics of planar orthogonal polynomials. The asymptotic analysis relies on the foliation flow method of Hedenmalm and Wennman, providing an alternative to the Riemann--Hilbert approach used in the isotropic setting. The present work suggests a general framework connecting free energy expansions, refined asymptotics of planar orthogonal polynomials, and conformally invariant geometric functionals, with several intermediate results already formulated for general algebraic Hele-Shaw potentials.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript derives the free energy expansion, up to and including the constant term with all coefficients explicit, for the determinantal Coulomb gas with external field Q(z) = 1/(1-τ²)(|z|² - τ Re z²) - 2c log|z-a| (τ ∈ [0,1), c ≥ 0, a ≥ 0). The expansion holds in both simply-connected and doubly-connected droplet regimes, extends the isotropic (τ=0) case, and identifies the constant term with the Liouville action of the droplet. The proof proceeds via a joint deformation in the parameters a and τ, relating free-energy variations to refined asymptotics of the associated planar orthogonal polynomials; these asymptotics are obtained from the foliation-flow construction of Hedenmalm–Wennman rather than Riemann–Hilbert analysis.
Significance. If the derivation is correct, the work supplies the first explicit free-energy expansion (including constant) for an anisotropic quadratic potential with an added point charge, thereby linking the constant term to a conformally invariant geometric quantity (Liouville action). It furnishes a deformation framework that connects free-energy expansions, planar-orthogonal-polynomial asymptotics, and algebraic Hele-Shaw potentials, and it offers an alternative analytic route (foliation flow) to the isotropic results. These features would constitute a concrete advance in the asymptotic analysis of elliptic Ginibre ensembles and related determinantal processes.
major comments (1)
- [proof strategy / deformation framework paragraph] The central claim that explicit coefficients (including the constant identified with the Liouville action) are obtained in both connectivity regimes rests on the assertion that the Hedenmalm–Wennman foliation-flow construction supplies the required higher-order asymptotics of the planar orthogonal polynomials under the simultaneous deformation in a and τ. The manuscript must therefore contain an explicit verification that the flow hypotheses remain satisfied when the external field includes both the anisotropic quadratic term (τ Re z²) and the logarithmic singularity (-2c log|z-a|), particularly that the error estimates controlling the free-energy variation are preserved for τ > 0 and c > 0. This verification is load-bearing; without it the passage from the deformation identity to the explicit expansion is not justified.
minor comments (2)
- [abstract] The abstract states that the result 'admits a natural interpretation in terms of asymptotic expansions of moments of characteristic polynomials for the elliptic Ginibre ensemble'; a brief explicit statement of this correspondence (e.g., which moment corresponds to which term in the free-energy expansion) would improve readability.
- [introduction] Notation for the droplet connectivity regimes (simply vs. doubly connected) should be introduced once at the beginning of the main text and used consistently thereafter.
Simulated Author's Rebuttal
We thank the referee for the careful reading, the positive evaluation of the significance of the work, and the recommendation for major revision. We address the single major comment below.
read point-by-point responses
-
Referee: The central claim that explicit coefficients (including the constant identified with the Liouville action) are obtained in both connectivity regimes rests on the assertion that the Hedenmalm–Wennman foliation-flow construction supplies the required higher-order asymptotics of the planar orthogonal polynomials under the simultaneous deformation in a and τ. The manuscript must therefore contain an explicit verification that the flow hypotheses remain satisfied when the external field includes both the anisotropic quadratic term (τ Re z²) and the logarithmic singularity (-2c log|z-a|), particularly that the error estimates controlling the free-energy variation are preserved for τ > 0 and c > 0. This verification is load-bearing; without it the passage from the deformation identity to the explicit expansion is not justified.
Authors: We agree that the manuscript requires an explicit verification that the foliation-flow hypotheses of Hedenmalm–Wennman continue to hold under the joint deformation in a and τ when the external field contains both the anisotropic quadratic term and the point-charge singularity. Although the cited construction applies to general algebraic Hele-Shaw potentials (which formally include our Q(z)), the error estimates controlling the free-energy variation are not re-checked in detail for τ > 0 and c > 0. In the revised version we will insert a dedicated subsection (or appendix) that verifies the relevant hypotheses on the potential, confirms that the foliation remains admissible in both the simply- and doubly-connected regimes, and establishes that the error bounds remain uniform for τ ∈ [0,1) and c ≥ 0. revision: yes
Circularity Check
No significant circularity; derivation relies on external foliation flow method
full rationale
The paper derives the free energy expansion explicitly via a deformation framework that relates variations to refined planar orthogonal polynomial asymptotics supplied by the foliation flow method of Hedenmalm and Wennman (external citation, no author overlap). This replaces Riemann-Hilbert analysis for the τ=0 case and is used to control joint (a,τ) deformations in both simply and doubly connected regimes. The identification of the constant term with the Liouville action is presented as a derived output, not an input. No self-definitional equations, fitted parameters renamed as predictions, or load-bearing self-citations appear; the central claim remains independent of the paper's own fitted values or definitions.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Foliation flow method of Hedenmalm and Wennman supplies refined asymptotics of planar orthogonal polynomials under deformation in singularity location and anisotropy parameter
Reference graph
Works this paper leans on
-
[1]
Aharonov and H
D. Aharonov and H. S. Shapiro,Domains on which analytic functions satisfy quadrature identities, J. Anal. Math.30(1976), 39–73
1976
-
[2]
Akemann, S.-S
G. Akemann, S.-S. Byun and N.-G. Kang,A non-Hermitian generalisation of the Marchenko–Pastur distribution: from the circular law to multi-criticality, Ann. Henri Poincar´ e22(2021), 1035–1068
2021
-
[3]
Akemann, M
G. Akemann, M. Cikovic and M. Venker,Universality at weak and strong non-Hermiticity beyond the elliptic Ginibre en- semble, Comm. Math. Phys.362(2018), 1111–1141
2018
-
[4]
Akemann and G
G. Akemann and G. Vernizzi,Characteristic polynomials of complex random matrix models, Nuclear Phys. B660(2003), 532–556
2003
- [5]
-
[6]
M. Allard and S. Lahiry,Birth of a gap: Critical phenomena in 2D Coulomb gas, arXiv:2509.24529
-
[7]
Y. Ameur,A formula for the edge density √n-correction for two-dimensional Coulomb systems, arXiv:2510.16945
-
[8]
Ameur, C
Y. Ameur, C. Charlier and J. Cronvall,Random normal matrices: Eigenvalue correlations near a hard wall, J. Stat. Phys. 191(2024), 98
2024
-
[9]
Ameur, C
Y. Ameur, C. Charlier and J. Cronvall,Free energy and fluctuations in the random normal matrix model with spectral gaps, Constr. Approx.63(2026), 279–335
2026
-
[10]
Ameur, C
Y. Ameur, C. Charlier, J. Cronvall and J. Lenells,Exponential moments for disc counting statistics at the hard edge of random normal matrices, J. Spectr. Theory13(2023), 841–902. FREE ENERGY EXPANSION OF DETERMINANTAL COULOMB GASES 43
2023
-
[11]
Ameur, C
Y. Ameur, C. Charlier, J. Cronvall and J. Lenells,Disc counting statistics near hard edges of random normal matrices: the multi-component regime, Adv. Math.441(2024), 109549
2024
-
[12]
Ameur and J
Y. Ameur and J. Cronvall,Szeg˝ o type asymptotics for the reproducing kernel in spaces of full-plane weighted polynomials, Comm. Math. Phys.398(2023), 1291–1348
2023
-
[13]
Ameur and J
Y. Ameur and J. Cronvall,On fluctuations of Coulomb systems and universality of the Heine distribution, J. Funct. Anal. 290(2026), 111301
2026
-
[14]
Ameur, H
Y. Ameur, H. Hedenmalm and N. Makarov,Fluctuations of eigenvalues of random normal matrices, Duke Math. J.159 (2011), 31–81
2011
-
[15]
Armstrong and S
S. Armstrong and S. Serfaty,Local laws and rigidity for Coulomb gases at any temperature, Ann. Probab.49(2021), 46–121
2021
-
[16]
Balogh, M
F. Balogh, M. Bertola, S.-Y. Lee and K. D. T.-R. McLaughlin,Strong asymptotics of the orthogonal polynomials with respect to a measure supported on the plane, Comm. Pure Appl. Math.68(2015), 112–172
2015
-
[17]
Balogh, T
F. Balogh, T. Grava and D. Merzi,Orthogonal polynomials for a class of measures with discrete rotational symmetries in the complex plane, Constr. Approx.46(2017), 109–169
2017
-
[18]
Bauerschmidt, P
R. Bauerschmidt, P. Bourgade, M. Nikula and H.-T. Yau,The two-dimensional Coulomb plasma: quasi-free approximation and central limit theorem, Adv. Theor. Math. Phys.23(2019), 841–1002
2019
-
[19]
Bertola,Moment determinants as isomonodromic tau functions, Nonlinearity22(2009), 29–50
M. Bertola,Moment determinants as isomonodromic tau functions, Nonlinearity22(2009), 29–50
2009
-
[20]
Bertola, J
M. Bertola, J. G. Elias Rebelo and T. Grava,Painlev´ e IV critical asymptotics for orthogonal polynomials in the complex plane, SIGMA Symmetry Integrability Geom. Methods Appl.14(2018), Paper No. 091, 34pp
2018
-
[21]
Bertola and S.-Y
M. Bertola and S.-Y. Lee,First colonization of a spectral outpost in random matrix theory, Constr. Approx.30(2008), 225–263
2008
-
[22]
P. M. Bleher and A. B. J. Kuijlaars,Orthogonal polynomials in the normal matrix model with a cubic potential, Adv. Math. 230(2012), 1272–1321
2012
-
[23]
P. M. Bleher and G. L. F. Silva,The mother body phase transition in the normal matrix model, Mem. Amer. Math. Soc.265 (2020), 1289, v+144 pp
2020
-
[24]
Borot and A
G. Borot and A. Guionnet,Asymptotic expansion of beta matrix models in the multi-cut regime, Forum Math. Sigma12 (2024), 1–93
2024
-
[25]
P. Bourgade, G. Dubach, L. Hartung and A. Keles,Fisher-Hartwig asymptotics for non-Hermitian random matrices, arXiv:2512.09123
-
[26]
L. Bourgoin,Free energy of the Coulomb gas in the determinantal case on Riemann surfaces, arXiv:2508.20598
-
[27]
J. S. Brauchart, P. D. Dragnev, E. B. Saff and R. S. Womersley,Logarithmic and Riesz equilibrium for multiple sources on the sphere: the exceptional case, Contemporary Computational Mathematics - A Celebration of the 80th Birthday of Ian Sloan (J. Dick, F. Kuo and H. Wo´ zniakowski, eds.), Springer, Cham, 2018, 179–203
2018
-
[28]
Byun,Planar equilibrium measure problem in the quadratic fields with a point charge, Comput
S.-S. Byun,Planar equilibrium measure problem in the quadratic fields with a point charge, Comput. Methods Funct. Theory 24(2024), 303–332
2024
-
[29]
S.-S. Byun,Anomalous free energy expansions of planar Coulomb gases: multi-component and conformal singularity, arXiv:2508.00316
-
[30]
Byun and C
S.-S. Byun and C. Charlier,On the characteristic polynomial of the eigenvalue moduli of random normal matrices, Constr. Approx.62(2025), 471–521
2025
- [31]
-
[32]
Byun and P
S.-S. Byun and P. J. Forrester,Progress on the study of the Ginibre ensembles, KIAS Springer Ser. Math.3Springer, 2025, 221pp
2025
-
[33]
S.-S. Byun and P. J. Forrester,Electrostatic computations for statistical mechanics and random matrix applications, MATRIX Book Ser. (to appear), arXiv:2510.14334
- [34]
- [35]
-
[36]
Byun, N.-G
S.-S. Byun, N.-G. Kang and S.-M. Seo,Partition functions of determinantal and Pfaffian Coulomb gases with radially symmetric potentials, Comm. Math. Phys.401(2023), 1627–1663
2023
-
[37]
Byun, N.-G
S.-S. Byun, N.-G. Kang, S.-M. Seo and M. Yang,Free energy of spherical Coulomb gases with point charges, J. Lond. Math. Soc. (2)112(2025), e70294
2025
-
[38]
Byun and S
S.-S. Byun and S. Park,Large gap probabilities of complex and symplectic spherical ensembles with point charges, J. Funct. Anal.290(2026), 111260
2026
-
[39]
Byun, S.-M
S.-S. Byun, S.-M. Seo and M. Yang,Free energy expansions of a conditional GinUE and large deviations of the smallest eigenvalue of the LUE, Comm. Pure Appl. Math.78(2025), 2247–2304
2025
-
[40]
Byun and M
S.-S. Byun and M. Yang,Determinantal Coulomb gas ensembles with a class of discrete rotational symmetric potentials, SIAM J. Math. Anal.55(2023), 6867–6897
2023
-
[41]
S.-S. Byun and E. Yoo,Three topological phases of the elliptic Ginibre ensembles with a point charge, arXiv:2502.02948
-
[42]
Cafasso, T
M. Cafasso, T. Claeys and M. Girotti,Fredholm determinant solutions of the Painlev´ e II hierarchy and gap probabilities of determinantal point processes, Int. Math. Res. Not.2021(2021), 2437–2478. 44 SUNG-SOO BYUN, MENG YANG, AND EUI YOO
2021
-
[43]
T. Can, P. J. Forrester, G. T´ ellez and P. Wiegmann,Exact and asymptotic features of the edge density profile for the one component plasma in two dimensions, J. Stat. Phys.158(2015), 1147–1180
2015
-
[44]
Charlier,Asymptotics of determinants with a rotation-invariant weight and discontinuities along circles, Adv
C. Charlier,Asymptotics of determinants with a rotation-invariant weight and discontinuities along circles, Adv. Math.408 (2022), 108600
2022
-
[45]
Charlier,Large gap asymptotics on annuli in the random normal matrix model, Math
C. Charlier,Large gap asymptotics on annuli in the random normal matrix model, Math. Ann.388(2024), 3529–3587
2024
-
[46]
Charlier,Smallest gaps of the two-dimensional Coulomb gas, arXiv:2507.23502
C. Charlier,Smallest gaps of the two-dimensional Coulomb gas, arXiv:2507.23502
-
[47]
Charlier, B
C. Charlier, B. Fahs, C. Webb and M. D. Wong,Asymptotics of Hankel determinants with a multi-cut regular potential and Fisher-Hartwig singularities, Mem. Amer. Math. Soc.310(2025), 1567, v+138pp
2025
-
[48]
Charlier and R
C. Charlier and R. Gharakhloo,Asymptotics of Hankel determinants with a Laguerre-type or Jacobi-type potential and Fisher–Hartwig singularitiesAdv. Math.383(2021), 107672
2021
-
[49]
Claeys, T
T. Claeys, T. Grava and K. D. T.-R. McLaughlin,Asymptotics for the partition function in two-cut random matrix models, Comm. Math. Phys.339(2015), 513–587
2015
-
[50]
Claeys and I
T. Claeys and I. Krasovsky,Toeplitz determinants with merging singularities, Duke Math. J.164(2015), 2897–2987
2015
-
[51]
Courteaut and K
K. Courteaut and K. Johansson,Partition function for the 2d Coulomb gas on a Jordan curve, Ann. Fenn. Math.50(2025), 109—144
2025
-
[52]
J. G. Criado del Rey and A. B. J. Kuijlaars,A vector equilibrium problem for symmetrically located point charges on a sphere, Constr. Approx.55(2022), 775–827
2022
-
[53]
J. Cronvall and A. Wennman,A direct approach to soft and hard edge universality for random normal matrices, arXiv:2511.18628
-
[54]
A. Dea˜ no, K. D. T.-R. McLaughlin, L. Molag and N. Simm,Asymptotics for a class of planar orthogonal polynomials and truncated unitary matrices, arXiv:2505.12633
-
[55]
Dea˜ no and N
A. Dea˜ no and N. Simm,Characteristic polynomials of complex random matrices and Painlev´ e transcendents, Int. Math. Res. Not.2022(2022), 210–264
2022
-
[56]
Deift, A
P. Deift, A. R. Its and X. Zhou,A Riemann-Hilbert approach to asymptotic problems arising in the theory of random matrix models, and also in the theory of integrable statistical mechanics, Ann. of Math. (2)146(1997), 149–235
1997
-
[57]
Dub´ edat,SLE and the free field: partition functions and couplings, J
J. Dub´ edat,SLE and the free field: partition functions and couplings, J. Amer. Math. Soc.22(2009), 995–1054
2009
-
[58]
Elbau and G
P. Elbau and G. Felder,Density of eigenvalues of random normal matrices, Comm. Math. Phys.259(2005), 433–450
2005
-
[59]
P. J. Forrester,Log-gases and random matrices, Princeton University Press, Princeton, 2010
2010
- [60]
-
[61]
P. J. Forrester and S. O. Warnaar,The importance of the Selberg integral, Bull. Amer. Math. Soc. (N.S.)45(2008), 489–534
2008
-
[62]
Y. V. Fyodorov,On statistics of bi-orthogonal eigenvectors in real and complex Ginibre ensembles: combining partial Schur decomposition with supersymmetry, Comm. Math. Phys.363(2018), 579–603
2018
-
[63]
Gustafsson and H
B. Gustafsson and H. S. Shapiro,What is a Quadrature Domain?, Quadrature Domains and Their Applications (P. Ebenfelt, B. Gustafsson, D. Khavinson and M. Putinar, eds.), Operator Theory: Advances and Applications.156Birkh¨ auser Basel, 2005, 1–25
2005
-
[64]
Gustafsson, R
B. Gustafsson, R. Teodorescu. and A. Y. Vasil’ev,Classical and Stochastic Laplacian Growth, Advances in Mathematical Fluid Mechanics, Birkh¨ auser/Springer, Cham, 2014
2014
-
[65]
Gustafsson and A
B. Gustafsson and A. Y. Vasil’ev,Conformal and potential analysis in Hele-Shaw cells, Advances in Mathematical Fluid Mechanics, Birkh¨ auser, Basel, 2006
2006
-
[66]
Hedenmalm,Soft Riemann-Hilbert problems and planar orthogonal polynomials, Comm
H. Hedenmalm,Soft Riemann-Hilbert problems and planar orthogonal polynomials, Comm. Pure Appl. Math.77(2024), 2413–2451
2024
-
[67]
Hedenmalm and N
H. Hedenmalm and N. Makarov,Coulomb gas ensembles and Laplacian growth, Proc. Lond. Math. Soc. (3)106(2013), 859–907
2013
-
[68]
Hedenmalm and A
H. Hedenmalm and A. Wennman,Planar orthogonal polynomials and boundary universality in the random normal matrix model, Acta Math.227(2021), 309–406
2021
-
[69]
Hedenmalm and A
H. Hedenmalm and A. Wennman,Berezin density and planar orthogonal polynomials, Trans. Amer. Math. Soc.377(2024), 4825–4863
2024
-
[70]
Hedenmalm and A
H. Hedenmalm and A. Wennman,A global asymptotic expansion of the polynomial Bergman density, preprint
-
[71]
Jancovici, G
B. Jancovici, G. Manificat and C. Pisani,Coulomb systems seen as critical systems: finite-size effects in two dimensions, J. Stat. Phys.76(1994), 307–329
1994
-
[72]
Johansson,On fluctuations of eigenvalues of random Hermitian matrices, Duke Math
K. Johansson,On fluctuations of eigenvalues of random Hermitian matrices, Duke Math. J.91(1998), 151–204
1998
-
[73]
Johansson,Shape fluctuations and random matrices, Comm
K. Johansson,Shape fluctuations and random matrices, Comm. Math. Phys.209(2000), 437–476
2000
-
[74]
Johansson,Strong Szeg˝ o theorem on a Jordan curve
K. Johansson,Strong Szeg˝ o theorem on a Jordan curve. Toeplitz Operators and Random Matrices in Memory of Harold Widom (Basor, et al., eds.), Operator Theory Advances and Applications, Birkh¨ auser, Basel, 2022
2022
-
[75]
K. Johansson and F. Viklund,Coulomb gas and the Grunsky operator on a Jordan domain with corners, Invent. Math. (Online), arXiv:2309.00308
-
[76]
Kang and N
N.-G. Kang and N. Makarov,Gaussian free field and conformal field theory, Ast´ erisque353(2013), viii+136
2013
-
[77]
Kieburg, A
M. Kieburg, A. B. J. Kuijlaars and S. Lahiry,Orthogonal polynomials in the normal matrix model with two insertions, Nonlinearity38(2025), no. 6, Paper No. 065013, 66pp
2025
-
[78]
Klevtsov, X
S. Klevtsov, X. Ma, G. Marinescu and P. Wiegmann,Quantum Hall effect and Quillen metric, Comm. Math. Phys.349 (2017), 815–855. FREE ENERGY EXPANSION OF DETERMINANTAL COULOMB GASES 45
2017
-
[79]
I. K. Kostov, I. Krichever, M. Mineev-Weinstein, P. Wiegmann, A. Zabrodin,Theτ-function for analytic curves, Random matrix models and their applications, Math. Sci. Res. Inst. Publ.40, Cambridge Univ. Press, 2001, 285–299
2001
-
[80]
Krasovsky,Correlations of the characteristic polynomials in the Gaussian unitary ensemble or a singular Hankel determi- nant, Duke Math
I. Krasovsky,Correlations of the characteristic polynomials in the Gaussian unitary ensemble or a singular Hankel determi- nant, Duke Math. J.139(2007), 581–619
2007
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