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arxiv: 2511.13581 · v1 · submitted 2025-11-17 · 🧮 math-ph · cond-mat.stat-mech· cond-mat.str-el· math.MP· math.PR· quant-ph

Thermodynamics of the Fermi-Hubbard Model through Stochastic Calculus and Girsanov Transformation

Pith reviewed 2026-05-17 20:46 UTC · model grok-4.3

classification 🧮 math-ph cond-mat.stat-mechcond-mat.str-elmath.MPmath.PRquant-ph
keywords Fermi-Hubbard modelstochastic differential equationsGirsanov transformationspin-spin correlationsantiferromagnetic orderhalf fillingbipartite latticethermodynamic properties
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The pith

Spin-spin correlations in the half-filled Fermi-Hubbard model on bipartite lattices must be antiferromagnetic at arbitrary temperatures.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper derives a system of stochastic differential equations for thermodynamic correlation functions in the Fermi-Hubbard model and applies a Girsanov transformation to it. This transformation moves information from the Pfaffian determinant into the drift of the new variables, yielding a representation whose drift term and energy exponential are independent of the initial Hubbard-Stratonovich factorization. For the specific case of spin-spin correlations at half filling on a bipartite lattice, the independence permits an analytical demonstration that the correlations must carry antiferromagnetic signs at any temperature. The same transformed equations also yield approximate ground-state energies when reduced to an ordinary differential equation system.

Core claim

After the Girsanov transformation is applied to the SDE system obtained from the Hubbard model, the drift part of the transformed equations together with the remaining exponential energy factor become independent of the Hubbard-Stratonovich factorization that was chosen at the outset. This property is used to prove analytically that the signs of spin-spin correlations at half filling on a bipartite lattice are antiferromagnetic for every temperature.

What carries the argument

The Girsanov-transformed SDE system in which the drift and energy exponential are independent of the Hubbard-Stratonovich factorization choice.

If this is right

  • Spin-spin correlations at half filling on bipartite lattices carry antiferromagnetic signs at all temperatures.
  • Ground-state energies of the model can be approximated by solving a corresponding ordinary differential equation obtained from the transformed system.
  • The Girsanov representation is independent of the Hubbard-Stratonovich factorization and therefore supplies a factorization-robust starting point for further analytic or numeric work.
  • The overall method applies to arbitrary quantum many-body models, not only the Hubbard case.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • The factorization independence may reduce the sensitivity of stochastic simulations to discretization or auxiliary-field choices.
  • The same transformed equations could be examined for other two-point functions or away from half filling to test whether analogous sign theorems hold.
  • If the ODE reduction is later shown to capture exact ground-state energies, the approach would supply a deterministic route to ground-state properties that bypasses sign problems.

Load-bearing premise

The Girsanov transformation applied to the SDE system derived from the Hubbard model produces a formula whose drift and exponential energy terms are exactly independent of the initial Hubbard-Stratonovich factorization choice.

What would settle it

A direct numerical evaluation of the nearest-neighbor spin correlation at half filling on a square lattice that returns a positive (ferromagnetic) value at any finite temperature would contradict the claimed sign result.

read the original abstract

We apply the methodology of our recent paper 'The Dynamics of the Hubbard Model through Stochastic Calculus and Girsanov Transformation' [1] to thermodynamic correlation functions in the Fermi-Hubbard model. They can be obtained from a stochastic differential equation (SDE) system. To this SDE system, a Girsanov transformation can be applied. This has the effect that the usual determinant or pfaffian which shows up in a pfaffian quantum Monte Carlo (PfQMC) representation [2] basically gets absorbed into the new integration variables and information from that pfaffian moves into the drift part of the transformed SDE system. While the PfQMC representation depends heavily on the choice of how the quartic interaction has been factorized into quadratic quantities in the beginning, the Girsanov transformed formula has the very remarkable property that it is nearly independent of that choice, the drift part of the transformed SDE system as well as a remaining exponential which has the obvious meaning of energy are always the same and do not depend on the Hubbard-Stratonovich details. The resulting formula may serve as a starting point for further theoretical or numerical investigations. Here we consider the spin-spin correlation at half-filling on a bipartite lattice and obtain an analytical proof that the signs of these correlations have to be of antiferromagnetic type, at arbitrary temperatures. Also, by checking against available benchmark data [3], we find that approximate ground state energies can be obtained from an ODE system. This may even hold for exact ground state energies, but future work would be required to prove or disprove this. As in [1], the methodology is generic and can be applied to arbitrary quantum many body or quantum field theoretical models.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 2 minor

Summary. The manuscript applies the SDE-plus-Girsanov framework from the authors' prior work to thermodynamic correlation functions of the Fermi-Hubbard model. After the Girsanov transformation the resulting drift vector and exponential energy factor are asserted to be exactly independent of the initial Hubbard-Stratonovich factorization. This independence is used to give an analytical proof that spin-spin correlations on a bipartite lattice at half filling must be antiferromagnetic at arbitrary temperature. The paper also extracts an ODE system whose solutions are compared with benchmark ground-state energies.

Significance. If the claimed exact independence of the post-Girsanov drift and energy from the HS choice can be established, the approach supplies a factorization-robust route to sign theorems for fermionic correlations and a possible new avenue for ground-state energy calculations via ODE reduction. The generic character of the method is a further asset for other many-body models.

major comments (2)
  1. [Girsanov transformation and resulting SDE] The analytical proof that spin-spin correlations are antiferromagnetic rests on the post-Girsanov drift and exponential energy being identical for every HS factorization. The manuscript asserts this cancellation but does not exhibit the explicit Radon-Nikodym factor or the cancellation of boundary/measure terms for two distinct factorizations; without that verification the generality of the sign result is not yet demonstrated.
  2. [ODE system for ground-state energies] The reduction from the transformed SDE to the ODE used for ground-state energies is presented only at the level of a numerical check against benchmark data. An explicit statement of the limiting procedure (imaginary-time interval, initial conditions, and error control) is required to assess whether the ODE yields exact or only approximate energies.
minor comments (2)
  1. The abstract states the transformed formula is 'nearly independent' of the HS choice while the body claims the drift and energy 'are always the same'; the wording should be made consistent.
  2. A short paragraph placing the new sign theorem alongside existing rigorous results (e.g., Lieb's theorem or Marshall-Lieb-Mattis) would help readers gauge the novelty of the Girsanov-based argument.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for their careful reading, positive assessment of the work's significance, and constructive suggestions. We address each major comment below and will incorporate the requested clarifications in a revised manuscript.

read point-by-point responses
  1. Referee: [Girsanov transformation and resulting SDE] The analytical proof that spin-spin correlations are antiferromagnetic rests on the post-Girsanov drift and exponential energy being identical for every HS factorization. The manuscript asserts this cancellation but does not exhibit the explicit Radon-Nikodym factor or the cancellation of boundary/measure terms for two distinct factorizations; without that verification the generality of the sign result is not yet demonstrated.

    Authors: We agree that an explicit verification strengthens the presentation. The independence of the post-Girsanov drift and energy factor from the HS factorization follows from the general structure of the Girsanov transformation applied to the underlying SDE (as established in our prior work), but we acknowledge that the current manuscript states the result without displaying the cancellation for concrete choices. In the revised version we will add an appendix that computes the Radon-Nikodym derivative explicitly for two distinct factorizations (the standard discrete HS transformation and an alternative continuous representation), verifies the cancellation of boundary and measure-dependent terms, and confirms that the resulting drift vector and exponential energy factor are identical. revision: yes

  2. Referee: [ODE system for ground-state energies] The reduction from the transformed SDE to the ODE used for ground-state energies is presented only at the level of a numerical check against benchmark data. An explicit statement of the limiting procedure (imaginary-time interval, initial conditions, and error control) is required to assess whether the ODE yields exact or only approximate energies.

    Authors: We concur that the limiting procedure should be stated explicitly. The manuscript already describes the ODE as yielding approximate ground-state energies obtained in the long-imaginary-time limit and notes that exactness remains conjectural and requires future work. In the revision we will add a dedicated subsection that specifies the procedure: the imaginary-time interval [0, β] with β → ∞, the initial conditions at τ = 0 corresponding to the non-interacting ground state, and the numerical integration scheme together with the error-control criteria employed. This will clarify that the present results are approximate while leaving the question of exactness open, as stated in the original text. revision: yes

Circularity Check

1 steps flagged

Self-citation supplies the independence property used for the antiferromagnetic sign proof

specific steps
  1. self citation load bearing [Abstract]
    "We apply the methodology of our recent paper 'The Dynamics of the Hubbard Model through Stochastic Calculus and Girsanov Transformation' [1] to thermodynamic correlation functions in the Fermi-Hubbard model. [...] While the PfQMC representation depends heavily on the choice of how the quartic interaction has been factorized into quadratic quantities in the beginning, the Girsanov transformed formula has the very remarkable property that it is nearly independent of that choice, the drift part of the transformed SDE system as well as a remaining exponential which has the obvious meaning of the 1"

    The independence of drift and remaining exponential from HS factorization choice is presented as a 'remarkable property' that enables the generality of the subsequent antiferromagnetic sign proof. This property and the underlying SDE system are taken from the self-cited prior paper [1] rather than established independently in the present work. Because the sign argument relies on symmetry or positivity properties of the common (factorization-independent) drift, the central analytical result rests on the validity of the imported self-cited framework.

full rationale

The paper imports its core SDE construction and Girsanov transformation directly from the author's prior work [1]. The load-bearing claim that post-transformation drift and energy terms are independent of the initial Hubbard-Stratonovich factorization originates in that self-citation and is not re-derived here. This independence is then used to obtain the analytical sign result for spin correlations at arbitrary temperature. The new thermodynamic application, explicit sign argument, and benchmark comparison to [3] still supply independent content, so the circularity remains partial rather than total.

Axiom & Free-Parameter Ledger

0 free parameters · 2 axioms · 0 invented entities

The central claims rest on the existence of an SDE representation for thermodynamic correlators and on the validity of applying Girsanov without introducing new dependencies; both are taken from the prior self-cited work rather than re-derived here.

axioms (2)
  • domain assumption A stochastic differential equation system exists that encodes the thermodynamic correlation functions of the Fermi-Hubbard model.
    Invoked when the authors state that correlation functions can be obtained from an SDE system to which Girsanov is then applied.
  • domain assumption The Girsanov transformation can be performed on this SDE system while preserving the physical content of the original model.
    Required for the claim that the pfaffian is absorbed into the drift and that the resulting formula is independent of Hubbard-Stratonovich details.

pith-pipeline@v0.9.0 · 5624 in / 1558 out tokens · 64316 ms · 2026-05-17T20:46:34.637002+00:00 · methodology

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    Relation between the paper passage and the cited Recognition theorem.

    the Girsanov transformed formula has the very remarkable property that it is nearly independent of that choice, the drift part of the transformed SDE system as well as a remaining exponential which has the obvious meaning of energy are always the same and do not depend on the Hubbard-Stratonovich details

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Reference graph

Works this paper leans on

28 extracted references · 28 canonical work pages

  1. [1]

    Detlef Lehmann, The Dynamics of the Hubbard Model through Stochastic Calculus and Gir- sanov Transformation, International Journal of Theoretical Physics 63, 139, May 2024

  2. [2]

    Ze-Yao Han, Zhou-Quan Wan and Hong Yao, Pfaffian Quantum Monte Carlo: Solution to Ma- jorana Sign Ambiguity and Applications , https://arxiv.org/abs/2408.10311, August 2024

  3. [3]

    J. P. F. LeBlanc, Andrey E. Antipov, Federico Becca, Ireneusz W. Bulik, Garnet Kin-Lic Chan, Chia-Min Chung, Youjin Deng, Michel Ferrero, Thomas M. Henderson, Carlos A. Jimenez- Hoyos, E. Kozik, Xuan-Wen Liu, Andrew J. Millis, N. V. Prokof’ev, Mingpu Qin, Gustavo E. Scuseria, Hao Shi, B. V. Svistunov, Luca F. Tocchio, I. S. Tupitsyn, Steven R. White, Shiw...

  4. [4]

    Lieb, Michael Loss and Robert J

    Elliott H. Lieb, Michael Loss and Robert J. McCann, Uniform Density Theorem for the Hubbard Model, Journal of Mathematical Physics, Vol.34, No.3, p.891-898, March 1993

  5. [5]

    Shun-Qing Shen, Strongly Correlated Electron Systems: Spin-Reflection Positivity and Some Rigorous Results , International Journal of Modern Physics B, Vol.12, Nos.7+8, p.709-779, 1998

  6. [6]

    Hal Tasaki, Physics and Mathematics of Quantum Many-Body Systems , Graduate Texts in Physics Series, Springer, May 2020

  7. [7]

    S. L. Cotter, G. O. Roberts, A. M. Stuart and D. White, MCMC Methods for Functions: Modifying Old Algorithms to Make Them Faster, Statistical Science, Vol.28, No.3, p.424-446, 2013

  8. [8]

    Stuart and Sebastian J

    Martin Hairer, Andrew M. Stuart and Sebastian J. Vollmer, Spectral Gaps for a Metropolis- Hastings Algorithm in Infinite Dimensions , The Annals of Applied Probability, Vol.24, No.6, p.2455-2490, 2014

  9. [9]

    Hirsch, Discrete Hubbard-Stratonovich Transformation for Fermion Lattice Models , Physical Review B, Vol.28, No.7, p.4059-4061, October 1983

    Jorge E. Hirsch, Discrete Hubbard-Stratonovich Transformation for Fermion Lattice Models , Physical Review B, Vol.28, No.7, p.4059-4061, October 1983

  10. [10]

    Hirsch, Two-Dimensional Hubbard Model: Numerical Simulation Study , Physical Review B, Vol.31, No.7, p.4403-4419, April 1985

    Jorge E. Hirsch, Two-Dimensional Hubbard Model: Numerical Simulation Study , Physical Review B, Vol.31, No.7, p.4403-4419, April 1985

  11. [11]

    S. R. White, D. J. Scalapino, R. L. Sugar, E. Y. Loh, J. E. Gubernatis and R. T. Scalettar, Numerical Study of the Two-Dimensional Hubbard Model , Physical Review B, Vol.40, No.1, p.506-516, July 1989

  12. [12]

    Moreo, D

    A. Moreo, D. J. Scalapino, R. L. Sugar, S. R. White and N. E. Bickers, Numerical Study of the Two-Dimensional Hubbard Model for Various Band Fillings , Physical Review B, Vol.41, No.4, p.2313-2320, February 1990

  13. [13]

    Scalettar, Reinhard M

    Richard T. Scalettar, Reinhard M. Noack and Rajiv R. P. Singh,Ergodicity at Large Couplings with the Determinant Monte Carlo Algorithm , Physical Review B, Vol.44, No.19, p.10502- 10507, November 1991

  14. [14]

    dos Santos, Richard T

    Thereza Paiva, Raimundo R. dos Santos, Richard T. Scalettar and P. J. H. Denteneer, Critical Temperature for the Two-Dimensional Attractive Hubbard Model, Physical Review B, Vol.69, No.18, p.184501, March 2004. 71

  15. [15]

    E. Y. Loh, J. E. Gubernatis, R. T. Scalettar, S. R. White, D. J. Scalapino and R. L. Sugar, Numerical Stability and the Sign Problem in the Determinant Quantum Monte Carlo Method, International Journal of Modern Physics C, Vol.16, No.8, p.1319-1327, 2005

  16. [16]

    Hou, Chun Liu and Jian-Guo Liu, Series in Contem- porary Applied Mathematics CAM 12, Higher Education Press Beijing and World Scientific Publishing Singapore, 2009

    Zhaojun Bai, Wenbin Chen, Richard Scalettar and Ichitaro Yamazaki, Numerical Methods for Quantum Monte Carlo Simulations of the Hubbard Model , in: Multi-Scale Phenomena in Complex Fluids, edited by Thomas Y. Hou, Chun Liu and Jian-Guo Liu, Series in Contem- porary Applied Mathematics CAM 12, Higher Education Press Beijing and World Scientific Publishing ...

  17. [17]

    C. N. Varney, C.-R. Lee, Z. J. Bai, S. Chiesa, M. Jarrell and Richard T. Scalettar, Quantum Monte Carlo Study of the Two-Dimensional Fermion Hubbard Model , Physical Review B, Vol.80, p.075116, August 2009

  18. [18]

    Tong Shen, Hartem Barghathi, Jiangjong Yu, Adrian Del Maestro and Brenda M. Rubenstein, Stable Recursive Auxiliary Quantum Monte Carlo Algorithm in the Canonical Ensemble: Applications to Thermometry and the Hubbard Model, Physical Review E, Vol.107, p.055302, May 2023

  19. [19]

    Yu-Feng Song, Youjin Deng and Yuan-Yao He, Magnetic, Thermodynamic and Dynamical Properties of the Three-Dimensional Fermionic Hubbard-Model: A Comprehensive Monte Carlo Study, Physical Review B, Vol.111, p.035123, January 2025

  20. [20]

    Zhuotao Xie, Yu-Feng Song and Yuan-Yao He, Ising Phase Transitions and Thermodynamics of Correlated Fermions in a Two-Dimensional Spin-Dependent Lattice Potential , Physical Review B, Vol.111, p.125105, March 2025

  21. [21]

    Guang-Shan Tian, Rigorous Theorems on Off-Diagonal Long-Range Order in the Negative-U Hubbard Model, Physical Review B, Vol.45, No.6, p.3145-3148, February 1992

  22. [22]

    Tohru Koma and Hal Tasaki, Decay of Superconducting and Magnetic Correlations in One- and Two-Dimensional Hubbard Models, Physical Review Letters, Vol.68, No.21, p.3248-3251, May 1992

  23. [23]

    Shun-Qing Shen and Zhao-Ming Qiu, Exact Demonstration of Off-Diagonal Long-Range Order in the Ground State of a Hubbard Model, Physical Review Letters, Vol.71, No.25, p.4238- 4240, December 1993

  24. [24]

    Shun-Qing Shen, Zhao-Ming Qiu and Guang-Shan Tian, Ferrimagnetic Long-Range Order of the Hubbard Model , Physical Review Letters, Vol.72, No.8, p.1280-1282, February 1994

  25. [25]

    Guang-Shan Tian, Antiferromagnetic Correlation in the Half-Filled Stronly Correlated Elec- tron Models at Nonzero Temperature: A Rigorous Result , Physical Review B, Vol.63, p.224413, May 2001

  26. [26]

    Guang-Shan Tian, Lieb’s Spin-Reflection-Positivity Method and Its Applications to Strongly Correlated Electron Systems, Journal of Statistical Physics, Vol.116, p.629-680, August 2004

  27. [27]

    Andreas Mielke, The Hubbard Model and its Properties , in: Many-Body Physics: From Kondo to Hubbard , edited by Eva Pavarini, Erik Koch and Piers Coleman, Lecture Notes of the Autumn School on Correlated Electrons 2015, Schriften des Forschungszentrum J¨ ulich, Reihe Modeling and Simulation Vol.5, https://www.cond-mat.de/events/correl15/ manuscripts/corre...

  28. [28]

    Yukimi Goto, Tohru Koma and Hironobu Yoshida, Superconductivity and Low Energy Ex- citations in an Attractive Hubbard Model , RIKEN-iTHEMS-Report-25, https://arxiv.org/ pdf/2509.19780, September 2025. 72