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Baity-Jesi M, Calore E, Cruz A, Fernández LA, Gil-Narvión JM, González-Adalid Pemartín I, Gordillo-Guerrero A, Íñiguez D, Maiorano A, Marinari E, Martín-Mayor V, Moreno-Gordo J, Muñoz Sudupe A, Navarro D, Paga I, Parisi G, Pérez-Gaviro S, Ricci-Tersenghi F, Ruiz-Lorenzo JJ, Schifano SF, Seoane B, Tarancón A, Yllanes D. Multifractality in spin glasses. Proc Natl Acad Sci U S A 2024; 121:e2312880120. [PMID: 38175867 PMCID: PMC10786268 DOI: 10.1073/pnas.2312880120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/21/2023] [Indexed: 01/06/2024] Open
Abstract
We unveil the multifractal behavior of Ising spin glasses in their low-temperature phase. Using the Janus II custom-built supercomputer, the spin-glass correlation function is studied locally. Dramatic fluctuations are found when pairs of sites at the same distance are compared. The scaling of these fluctuations, as the spin-glass coherence length grows with time, is characterized through the computation of the singularity spectrum and its corresponding Legendre transform. A comparatively small number of site pairs controls the average correlation that governs the response to a magnetic field. We explain how this scenario of dramatic fluctuations (at length scales smaller than the coherence length) can be reconciled with the smooth, self-averaging behavior that has long been considered to describe spin-glass dynamics.
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Affiliation(s)
| | - Enrico Calore
- Dipartimento di Fisica e Scienze della Terra, Università di Ferrara and INFN, 44122Ferrara, Italy
| | - Andrés Cruz
- Departamento de Física Teórica, Universidad de Zaragoza, 50009Zaragoza, Spain
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
| | | | | | | | - Antonio Gordillo-Guerrero
- Departamento de Ingeniería Eléctrica, Electrónica y Automática, Universidad de Extremadura, 10003Cáceres, Spain
- Instituto de Computacíon Científica Avanzada (ICCAEx), Universidad de Extremadura, 06006Badajoz, Spain
| | - David Íñiguez
- Departamento de Física Teórica, Universidad de Zaragoza, 50009Zaragoza, Spain
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
- Fundación Agencia Aragonesa para la Investigación y el Desarrollo (ARAID), Diputacíon General de Aragón, 50018Zaragoza, Spain
| | - Andrea Maiorano
- Dipartimento di Biotecnologie, Chimica e Farmacia, Universitá degli studi di Siena, 3100 Siena and Istituto Nazionale di Fisica Nucleare (INFN), 00185Rome, Italy
| | - Enzo Marinari
- Dipartimento di Fisica, Sapienza Università di Roma, and Consiglio Nazionale delle Ricerche-Nanotec, Rome Unit and Istituto Nazionale di Fisica Nucleare (INFN), 00185Rome, Italy
| | | | - Javier Moreno-Gordo
- Departamento de Física Teórica, Universidad de Zaragoza, 50009Zaragoza, Spain
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
- Instituto de Computacíon Científica Avanzada (ICCAEx), Universidad de Extremadura, 06006Badajoz, Spain
- Departamento de Física, Universidad de Extremadura, 06006Badajoz, Spain
| | | | - Denis Navarro
- Departamento de Ingeniería, Electrónica y Comunicaciones and Instituto de Investigación en Ingeniería de Aragón (I3A), Universidad de Zaragoza, 50018Zaragoza, Spain
| | - Ilaria Paga
- Institute of Nanotechnology, Consiglio Nazionale delle Ricerche, I-00185Rome, Italy
| | - Giorgio Parisi
- Dipartimento di Fisica, Sapienza Università di Roma, and Consiglio Nazionale delle Ricerche-Nanotec, Rome Unit and Istituto Nazionale di Fisica Nucleare (INFN), 00185Rome, Italy
| | - Sergio Pérez-Gaviro
- Departamento de Física Teórica, Universidad de Zaragoza, 50009Zaragoza, Spain
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
| | - Federico Ricci-Tersenghi
- Dipartimento di Fisica, Sapienza Università di Roma, and Consiglio Nazionale delle Ricerche-Nanotec, Rome Unit and Istituto Nazionale di Fisica Nucleare (INFN), 00185Rome, Italy
| | - Juan Jesús Ruiz-Lorenzo
- Instituto de Computacíon Científica Avanzada (ICCAEx), Universidad de Extremadura, 06006Badajoz, Spain
- Departamento de Física, Universidad de Extremadura, 06006Badajoz, Spain
| | - Sebastiano Fabio Schifano
- Dipartimento di Scienze dell’Ambiente e della Prevenzione, Universitá di Ferrara e INFN Sezione di Ferrara, I-44122Ferrara, Italy
| | - Beatriz Seoane
- Université Paris-Saclay, CNRS, Institut National de Recherche en Informatique et en Automatique (INRIA) Tau team, Laboratoire Interdisciplinaire des Sciences du Numérique (LISN), 91190, Gif-sur-Yvette, France
| | - Alfonso Tarancón
- Departamento de Física Teórica, Universidad de Zaragoza, 50009Zaragoza, Spain
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
| | - David Yllanes
- Instituto de Biocomputacíon y Física de Sistemas Complejos (BIFI), 50018Zaragoza, Spain
- Chan Zuckerberg Biohub, San Francisco, CA94158
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Read N. Complexity as information in spin-glass Gibbs states and metastates: Upper bounds at nonzero temperature and long-range models. Phys Rev E 2022; 105:054134. [PMID: 35706314 DOI: 10.1103/physreve.105.054134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Accepted: 03/24/2022] [Indexed: 06/15/2023]
Abstract
In classical finite-range spin systems, especially those with disorder such as spin glasses, a low-temperature Gibbs state may be a mixture of a number of pure or ordered states; the complexity of the Gibbs state has been defined in the past roughly as the logarithm of this number, assuming the question is meaningful in a finite system. As nontrivial pure-state structure is lost in finite size, in a recent paper [Phys. Rev. E 101, 042114 (2020)2470-004510.1103/PhysRevE.101.042114] Höller and the author introduced a definition of the complexity of an infinite-size Gibbs state as the mutual information between the pure state and the spin configuration in a finite region, and applied this also within a metastate construction. (A metastate is a probability distribution on Gibbs states.) They found an upper bound on the complexity for models of Ising spins in which each spin interacts with only a finite number of others, in terms of the surface area of the region, for all T≥0. In the present paper, the complexity of a metastate is defined likewise in terms of the mutual information between the Gibbs state and the spin configuration. Upper bounds are found for each of these complexities for general finite-range (i.e., short- or long-range, in a sense we define) mixed p-spin interactions of discrete or continuous spins (such as m-vector models), but only for T>0. For short-range models, the bound reduces to the surface area. For long-range interactions, the definition of a Gibbs state has to be modified, and for these models we also prove that the states obtained within the metastate constructions are Gibbs states under the modified definition. All results are valid for a large class of disorder distributions.
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Affiliation(s)
- N Read
- Department of Physics, Yale University, P.O. Box 208120, New Haven, Connecticut 06520-8120, USA and Department of Applied Physics, Yale University, P.O. Box 208284, New Haven, Connecticut 06520-8284, USA
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Newman CM, Stein DL. Ground-state stability and the nature of the spin glass phase. Phys Rev E 2022; 105:044132. [PMID: 35590620 DOI: 10.1103/physreve.105.044132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 02/23/2022] [Indexed: 06/15/2023]
Abstract
We propose an approach toward understanding the spin glass phase at zero and low temperature by studying the stability of a spin glass ground state against perturbations of a single coupling. After reviewing the concepts of flexibility, critical droplet, and related quantities for both finite- and infinite-volume ground states, we study some of their properties and review three models in which these quantities are partially or fully understood. We also review a recent result showing the connection between our approach and that of disorder chaos. We then view four proposed scenarios for the low-temperature spin glass phase-replica symmetry breaking, scaling-droplet, TNT, and chaotic pairs-through the lens of the predictions of each scenario for the lowest-energy large-lengthscale excitations above the ground state. Using a new concept called σ-criticality, which quantifies the sensitivity of ground states to single-bond coupling variations, we show that each of these four pictures can be identified with different critical droplet geometries and energies. We also investigate necessary and sufficient conditions for the existence of multiple incongruent ground states.
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Affiliation(s)
- C M Newman
- Courant Institute of Mathematical Sciences, New York University, New York, New York 10012, USA and NYU-ECNU Institute of Mathematical Sciences at NYU Shanghai, 3663 Zhongshan Road North, Shanghai 200062, China
| | - D L Stein
- Department of Physics and Courant Institute of Mathematical Sciences, New York University, New York, New York 10012, USA; NYU-ECNU Institutes of Physics and Mathematical Sciences at NYU Shanghai, 3663 Zhongshan Road North, Shanghai 200062, China; and Santa Fe Institute, 1399 Hyde Park Road, Santa Fe, New Mexico 87501, USA
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