- Open Access
Reentrance and temperature chaos in the -spin Ising spin glass
Phys. Rev. E 114, 044127 – Published 19 October, 2026
DOI: https://doi.org/10.1103/1xrx-rsxn
Abstract
Reentrant transitions and temperature chaos are two unusual properties of spin glasses. We recently established a general logical relation between these two phenomena [Phys. Rev. E 112, 044140 (2025)]. In the present paper, we provide an explicit example of this logical relation in the fully connected Ising -spin glass with a ferromagnetic bias. By expanding the free energy around the triple point, we show analytically that the ferromagnetic-spin glass boundary is reentrant in the vicinity of the triple point throughout the examined range of finite . It then follows from the above logical relation that there exists at least one pair of distinct temperatures in the spin-glass phase for which the overlap of spin configurations vanishes. This is a necessary condition for temperature chaos, but it would be quite unusual for the overlap to vanish only for selected temperature pairs but not for others within a single spin-glass phase. These results therefore strongly suggest the existence of temperature chaos in the sense that the overlaps of spin configurations vanish for all temperature pairs throughout the spin-glass phase. Independent evidence for this behavior is provided by a two-temperature replica calculation.
Physics Subject Headings (PhySH)
Article Text
References (61)
- S. F. Edwards and P. W. Anderson, Theory of spin glasses, J. Phys. F 5, 965 (1975).
- D. Sherrington and S. Kirkpatrick, Solvable model of a spin glass, Phys. Rev. Lett. 35, 1792 (1975).
- G. Parisi, A sequence of approximated solutions to the SK model for spin glasses, J. Phys. A: Math. Gen. 13, L115 (1980).
- M. Talagrand, The Parisi formula, Ann. Math. 163, 221 (2006).
- H. Nishimori, Statistical Physics of Spin Glasses and Information Processing: An Introduction (Oxford University Press, Oxford, UK, 2001).
- P. Charbonneau, E. Marinari, G. Parisi, F. Ricci-Tersehghi, G. Sicuro, F. Zamponi, and M. Mézard, Spin Glass Theory and Far Beyond: Replica Symmetry Breaking After 40 Years (World Scientific, Singapore, 2023).
- L. Zdeborová and F. Krzakala, Statistical physics of inference: Thresholds and algorithms, Adv. Phys. 65, 453 (2016).
- F. D. Nobre, Phase diagram of the two-dimensional Ising spin glass, Phys. Rev. E 64, 046108 (2001).
- C. Wang, J. Harrington, and J. Preskill, Confinement-Higgs transition in a disordered gauge theory and the accuracy threshold for quantum memory, Ann. Phys. 303, 31 (2003).
- C. Amoruso and A. K. Hartmann, Domain-wall energies and magnetization of the two-dimensional random-bond Ising model, Phys. Rev. B 70, 134425 (2004).
- M. Hasenbusch, F. Parisen Toldin, A. Pelissetto, and E. Vicari, Critical behavior of the three-dimensional Ising model at the paramagnetic-ferromagnetic transition line, Phys. Rev. B 76, 094402 (2007).
- F. Parisen Toldin, A. Pelissetto, and E. Vicari, Strong-disorder paramagnetic-ferromagnetic fixed point in the square-lattice Ising model, J. Stat. Phys. 135, 1039 (2009).
- G. Ceccarelli, A. Pelissetto, and E. Vicari, Ferromagnetic-glassy transitions in three-dimensional Ising spin glasses, Phys. Rev. B 84, 134202 (2011).
- C. K. Thomas and H. G. Katzgraber, Simplest model to study reentrance in physical systems, Phys. Rev. E 84, 040101(R) (2011).
- Y. Liu, D. Wang, X. Wang, D.-X. Yao, and L.-H. Tang, Magnetization-resolved density of states and mixed-order transition in the two-dimensional random bond Ising model: An entropic sampling study, Commun. Theor. Phys. 77, 125603 (2025).
- A. J. Bray and M. A. Moore, Chaotic nature of the spin-glass phase, Phys. Rev. Lett. 58, 57 (1987).
- J. R. Banavar and A. J. Bray, Chaos in spin glasses: A renormalization-group study, Phys. Rev. B 35, 8888 (1987).
- D. S. Fisher and D. A. Huse, Ordered phase of short-range Ising spin-glasses, Phys. Rev. Lett. 56, 1601 (1986).
- D. S. Fisher and D. A. Huse, Equilibrium behavior of the spin-glass ordered phase, Phys. Rev. B 38, 386 (1988).
- I. Kondor, On chaos in spin glasses, J. Phys. A: Math. Gen. 22, L163 (1989).
- M. Ney-Nifle and A. P. Young, Chaos in a two-dimensional Ising spin glass, J. Phys. A: Math. Gen. 30, 5311 (1997).
- M. Ney-Nifle, Chaos and universality in a four-dimensional spin glass, Phys. Rev. B 57, 492 (1998).
- G. Parisi and T. Rizzo, Chaos in temperature in diluted mean-field spin-glass, J. Phys. A: Math. Theor. 43, 235003 (2010).
- R. Mathieu, P. E. Jönsson, P. Nordblad, H. Aruga Katori, and A. Ito, Memory and chaos in an Ising spin glass, Phys. Rev. B 65, 012411 (2001).
- J.-P. Bouchaud, V. Dupuis, J. Hammann, and E. Vincent, Separation of time and length scales in spin glasses: Temperature as a microscope, Phys. Rev. B 65, 024439 (2001).
- T. Aspelmeier, A. J. Bray, and M. A. Moore, Why temperature chaos in spin glasses is hard to observe, Phys. Rev. Lett. 89, 197202 (2002).
- T. Rizzo and A. Crisanti, Chaos in temperature in the Sherrington-Kirkpatrick model, Phys. Rev. Lett. 90, 137201 (2003).
- J. Houdayer and A. K. Hartmann, Low-temperature behavior of two-dimensional Gaussian Ising spin glasses, Phys. Rev. B 70, 014418 (2004).
- H. G. Katzgraber and F. Krząkała, Temperature and disorder chaos in three-dimensional Ising spin glasses, Phys. Rev. Lett. 98, 017201 (2007).
- L. A. Fernandez, V. Martin-Mayor, G. Parisi, and B. Seoane, Temperature chaos in 3d Ising spin glasses is driven by rare events, Europhys. Lett. 103, 67003 (2013).
- W. Wang, J. Machta, and H. G. Katzgraber, Chaos in spin glasses revealed through thermal boundary conditions, Phys. Rev. B 92, 094410 (2015).
- A. Billoire, L. A. Fernandez, A. Maiorano, E. Marinari, V. Martin-Mayor, J. Moreno-Gordo, G. Parisi, F. Ricci-Tersenghi, and J. J. Ruiz-Lorenzo, Dynamic variational study of chaos: Spin glasses in three dimensions, J. Stat. Mech. (2018) 033302.
- M. Baity-Jesi, E. Calore, A. Cruz, L. A. Fernandez, J. M. Gil-Narvion, I. Gonzalez-Adalid Pemartin, A. Gordillo-Guerrero, D. Iñiguez, A. Maiorano, E. Marinari, V. Martin-Mayor, J. Moreno-Gordo, A. Muñoz-Sudupe, D. Navarro, I. Paga, G. Parisi, S. Perez-Gaviro, F. Ricci-Tersenghi, J. J. Ruiz-Lorenzo, S. F. Schifano, et al., Temperature chaos is present in off-equilibrium spin-glass dynamics, Commun. Phys. 4, 74 (2021).
- W.-K. Chen and D. Panchenko, An approach to chaos in some mixed -spin models, Probab. Theory Relat. Fields 157, 389 (2013).
- D. Panchenko, Chaos in temperature in generic -spin models, Commun. Math. Phys. 346, 703 (2016).
- H. Nishimori, M. Ohzeki, and M. Okuyama, Temperature chaos as a logical consequence of the reentrant transition in spin glasses, Phys. Rev. E 112, 044140 (2025).
- H. Nishimori, Anomalous distribution of magnetization in an Ising spin glass with correlated disorder, Phys. Rev. E 110, 064108 (2024).
- G. Toulouse, On the mean field theory of mixed spin glass-ferromagnetic phases, J. Physique Lett. 41, 447 (1980).
- M. Gabay and G. Toulouse, Coexistence of spin-glass and ferromagnetic orderings, Phys. Rev. Lett. 47, 201 (1981).
- H. Nishimori and K. Y. M. Wong, Statistical mechanics of image restoration and error-correcting codes, Phys. Rev. E 60, 132 (1999).
- P. Gillin, H. Nishimori, and D. Sherrington, Multispin Ising spin glasses with ferromagnetic interactions, J. Phys. A: Math. Gen. 34, 2949 (2001).
- F. Krzakala and L. Zdeborová, Following Gibbs states adiabatically—The energy landscape of mean-field glassy systems, Europhys. Lett. 90, 66002 (2010).
- L. Zdeborová and F. Krzakala, Generalization of the cavity method for adiabatic evolution of Gibbs states, Phys. Rev. B 81, 224205 (2010).
- H. Nishimori, Internal energy, specific heat and correlation function of the bond-random Ising model, Prog. Theor. Phys. 66, 1169 (1981).
- M. Hinczewski and A. N. Berker, Multicritical point relations in three dual pairs of hierarchical-lattice Ising spin glasses, Phys. Rev. B 72, 144402 (2005).
- C. Güven, A. N. Berker, M. Hinczewski, and H. Nishimori, Reentrant and forward phase diagrams of the anisotropic three-dimensional Ising spin glass, Phys. Rev. E 77, 061110 (2008).
- M. Sasaki and O. C. Martin, Temperature chaos, rejuvenation, and memory in Migdal-Kadanoff spin glasses, Phys. Rev. Lett. 91, 097201 (2003).
- B. Derrida, Random-energy model: An exactly solvable model of disordered systems, Phys. Rev. B 24, 2613 (1981).
- D. J. Gross and M. Mezard, The simplest spin glass, Nucl. Phys. B 240, 431 (1984).
- B. Derrida and P. Mottishaw, One step replica symmetry breaking and overlaps between two temperatures, J. Phys. A: Math. Theor. 54, 045002 (2021).
- H. Nishimori and D. Sherrington, Absence of replica symmetry breaking in a region of the phase diagram of the Ising spin glass, AIP Conf. Proc. 553, 67 (2001).
- E. Gardner, Spin glasses with -spin interactions, Nucl. Phys. B 257, 747 (1985).
- J. R. L. de Almeida and D. J. Thouless, Stability of the Sherrington-Kirkpatrick solution of a spin-glass model, J. Phys. A: Math. Gen. 11, 983 (1978).
- G. Parisi, Infinite number of order parameters for spin-glasses, Phys. Rev. Lett. 43, 1754 (1979).
- G. Parisi, The order parameter for spin glasses: A function on the interval 0-1, J. Phys. A: Math. Gen. 13, 1101 (1980).
- T. Rizzo, Against chaos in temperature in mean-field spin-glass models, J. Phys. A: Math. Gen. 34, 5531 (2001).
- K. Jonason, E. Vincent, J. Hammann, J. P. Bouchaud, and P. Nordblad, Memory and chaos effects in spin glasses, Phys. Rev. Lett. 81, 3243 (1998).
- M. Baity-Jesi, E. Calore, A. Cruz, L. A. Fernandez, J. M. Gil-Narvion, I. Gonzalez-Adalid Pemartin, A. Gordillo-Guerrero, D. Iñiguez, A. Maiorano, E. Marinari, V. Martin-Mayor, J. Moreno-Gordo, A. Muñoz Sudupe, D. Navarro, I. Paga, G. Parisi, S. Perez-Gaviro, F. Ricci-Tersenghi, J. J. Ruiz-Lorenzo, S. F. Schifano, et al., Memory and rejuvenation effects in spin glasses are governed by more than one length scale, Nat. Phys. 19, 978 (2023).
- L. F. Cugliandolo and J. Kurchan, Analytical solution of the off-equilibrium dynamics of a long-range spin-glass model, Phys. Rev. Lett. 71, 173 (1993).
- A. Billoire, L. Giomi, and E. Marinari, The mean field infinite range spin glass: Equilibrium landscape and correlation time scales, Europhys. Lett. 71, 824 (2005).
- H. Nishimori, Data and code for “Reentrance and temperature chaos in the -spin Ising spin glass”, version 1.0 [Dataset], Zenodo, 2026, https://doi.org/10.5281/zenodo.22075173.