Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Open Access

Thermalization from quantum entanglement: Jet simulations in the massive Schwinger model

Adrien Florio1,2,*, David Frenklakh2,†, Sebastian Grieninger3,‡, Dmitri E. Kharzeev3,4,§, Andrea Palermo3,∥, and Shuzhe Shi5,6,¶

  • *Contact author: aflorio@physik.uni-bielefeld.de
  • †Contact author: dfrenklak@bnl.gov
  • ‡Contact author: sebastian.grieninger@stonybrook.edu
  • §Contact author: dmitri.kharzeev@stonybrook.edu
  • ∥Contact author: andrea.palermo@stonybrook.edu
  • Contact author: shuzhe-shi@tsinghua.edu.cn

Phys. Rev. D 112, 094502 – Published 7 November, 2025

DOI: https://doi.org/10.1103/sgrx-jpp9

Abstract

We investigate the emergence of thermalization in a quantum-field-theoretic model mimicking the production of jets in QCD: the massive lattice Schwinger model coupled to external sources. Specifically, we compute the expectation values of local operators as functions of time and compare them to their thermal counterparts, quantify the overlap between the evolving density matrix and the thermal one, and compare the dynamics of the energy-momentum tensor to predictions from relativistic hydrodynamics. Through these studies, we find that the system approaches thermalization at late times and elucidate the mechanisms by which quantum entanglement drives thermalization in closed field-theoretic systems. Our results show how thermodynamic behavior emerges in real time from unitary quantum dynamics.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (85)

  1. L. D’Alessio, Y. Kafri, A. Polkovnikov, and M. Rigol, From quantum chaos and eigenstate thermalization to statistical mechanics and thermodynamics, Adv. Phys. 65, 239 (2016).
  2. F. Borgonovi, F. M. Izrailev, L. F. Santos, and V. G. Zelevinsky, Quantum chaos and thermalization in isolated systems of interacting particles, Phys. Rep. 626, 1 (2016).
  3. P. Calabrese and J. Cardy, Evolution of entanglement entropy in one-dimensional systems, J. Stat. Mech. (2005) P04010.
  4. A. M. Kaufman, M. E. Tai, A. Lukin, M. Rispoli, R. Schittko, P. M. Preiss, and M. Greiner, Quantum thermalization through entanglement in an isolated many-body system, Science 353, 794 (2016).
  5. S. Ryu and T. Takayanagi, Holographic derivation of entanglement entropy from AdS/CFT, Phys. Rev. Lett. 96, 181602 (2006).
  6. T. Nishioka, S. Ryu, and T. Takayanagi, Holographic entanglement entropy: An overview, J. Phys. A 42, 504008 (2009).
  7. T. Takayanagi, Entanglement entropy from a holographic viewpoint, Classical Quantum Gravity 29, 153001 (2012).
  8. J. M. Deutsch, Quantum statistical mechanics in a closed system, Phys. Rev. A 43, 2046 (1991).
  9. M. Srednicki, Chaos and quantum thermalization, Phys. Rev. E 50, 888 (1994).
  10. J. Berges, S. Floerchinger, and R. Venugopalan, Dynamics of entanglement in expanding quantum fields, J. High Energy Phys. 04 (2018) 145.
  11. J. Berges, S. Floerchinger, and R. Venugopalan, Thermal excitation spectrum from entanglement in an expanding quantum string, Phys. Lett. B 778, 442 (2018).
  12. N. Mueller, T. V. Zache, and R. Ott, Thermalization of gauge theories from their entanglement spectrum, Phys. Rev. Lett. 129, 011601 (2022).
  13. J.-Y. Desaules, D. Banerjee, A. Hudomal, Z. Papić, A. Sen, and J. C. Halimeh, Weak ergodicity breaking in the Schwinger model, Phys. Rev. B 107, L201105 (2023).
  14. N. Mueller, T. Wang, O. Katz, Z. Davoudi, and M. Cetina, Quantum computing universal thermalization dynamics in a (2+1)D lattice gauge theory, Nat. Commun. 16, 5492 (2025).
  15. X. Yao, SU(2) gauge theory in 2+1 dimensions on a plaquette chain obeys the eigenstate thermalization hypothesis, Phys. Rev. D 108, L031504 (2023).
  16. S. Chen, L. Yan, and S. Shi, Quantum thermalization of quark-gluon plasma, arXiv:2412.00662.
  17. A. Florio, D. Frenklakh, K. Ikeda, D. Kharzeev, V. Korepin, S. Shi, and K. Yu, Real-time nonperturbative dynamics of jet production in Schwinger model: Quantum entanglement and vacuum modification, Phys. Rev. Lett. 131, 021902 (2023).
  18. A. Florio, D. Frenklakh, K. Ikeda, D. E. Kharzeev, V. Korepin, S. Shi, and K. Yu, Quantum real-time evolution of entanglement and hadronization in jet production: Lessons from the massive Schwinger model, Phys. Rev. D 110, 094029 (2024).
  19. A. Casher, J. B. Kogut, and L. Susskind, Vacuum polarization and the absence of free quarks, Phys. Rev. D 10, 732 (1974).
  20. F. Loshaj and D. E. Kharzeev, LPM effect as the origin of the jet fragmentation scaling in heavy ion collisions, Int. J. Mod. Phys. E 21, 1250088 (2012).
  21. D. E. Kharzeev and F. Loshaj, Jet energy loss and fragmentation in heavy ion collisions, Phys. Rev. D 87, 077501 (2013).
  22. R. A. Janik, M. A. Nowak, M. M. Rams, and I. Zahed, Universality and emergent effective fluid from jets and string breaking in the massive Schwinger model using tensor networks, arXiv:2502.12901.
  23. T. Banks, L. Susskind, and J. B. Kogut, Strong coupling calculations of lattice gauge theories: (1+1)-dimensional exercises, Phys. Rev. D 13, 1043 (1976).
  24. S. R. White, Density-matrix algorithms for quantum renormalization groups, Phys. Rev. B 48, 10345 (1993).
  25. U. Schollwock, The density-matrix renormalization group, Rev. Mod. Phys. 77, 259 (2005).
  26. J. Haegeman, J. I. Cirac, T. J. Osborne, I. Pizorn, H. Verschelde, and F. Verstraete, Time-dependent variational principle for quantum lattices, Phys. Rev. Lett. 107, 070601 (2011).
  27. J. Haegeman, C. Lubich, I. Oseledets, B. Vandereycken, and F. Verstraete, Unifying time evolution and optimization with matrix product states, Phys. Rev. B 94, 165116 (2016).
  28. M. C. Bañuls, K. Cichy, K. Jansen, and J. I. Cirac, The mass spectrum of the Schwinger model with matrix product states, J. High Energy Phys. 11 (2013) 158.
  29. B. Buyens, J. Haegeman, K. Van Acoleyen, H. Verschelde, and F. Verstraete, Matrix product states for gauge field theories, Phys. Rev. Lett. 113, 091601 (2014).
  30. M. C. Bañuls, K. Cichy, J. I. Cirac, K. Jansen, and H. Saito, Thermal evolution of the Schwinger model with matrix product operators, Phys. Rev. D 92, 034519 (2015).
  31. I. Papaefstathiou, J. Knolle, and M. C. Bañuls, Real-time scattering in the lattice Schwinger model, Phys. Rev. D 111, 014504 (2025).
  32. M. Fishman, S. R. White, and E. M. Stoudenmire, The ITensor Software Library for Tensor Network Calculations, SciPost Phys. Codebases, (2022).
  33. M. Fishman, S. R. White, and E. M. Stoudenmire, Codebase release 0.3 for ITensor, SciPost Phys. Codebases, (2022).
  34. F. Verstraete, J. J. García-Ripoll, and J. I. Cirac, Matrix product density operators: Simulation of finite-temperature and dissipative systems, Phys. Rev. Lett. 93, 207204 (2004).
  35. M. Zwolak and G. Vidal, Mixed-state dynamics in one-dimensional quantum lattice systems: A time-dependent superoperator renormalization algorithm, Phys. Rev. Lett. 93, 207205 (2004).
  36. A. E. Feiguin and S. R. White, Finite-temperature density matrix renormalization using an enlarged Hilbert space, Phys. Rev. B 72, 220401 (2005).
  37. S. R. Coleman, R. Jackiw, and L. Susskind, Charge shielding and quark confinement in the massive Schwinger model, Ann. Phys. (N.Y.) 93, 267 (1975).
  38. S. Caron-Huot, M. Laine, and G. D. Moore, A way to estimate the heavy quark thermalization rate from the lattice, J. High Energy Phys. 04 (2009) 053.
  39. Y. Burnier, M. Laine, J. Langelage, and L. Mether, Colour-electric spectral function at next-to-leading order, J. High Energy Phys. 08 (2010) 094.
  40. D. Banerjee, S. Datta, R. Gavai, and P. Majumdar, Heavy quark momentum diffusion coefficient from lattice QCD, Phys. Rev. D 85, 014510 (2012).
  41. A. Francis, O. Kaczmarek, M. Laine, T. Neuhaus, and H. Ohno, Nonperturbative estimate of the heavy quark momentum diffusion coefficient, Phys. Rev. D 92, 116003 (2015).
  42. J. Eisert, M. Cramer, and M. B. Plenio, Area laws for the entanglement entropy—a review, Rev. Mod. Phys. 82, 277 (2010).
  43. E. Bianchi, L. Hackl, M. Kieburg, M. Rigol, and L. Vidmar, Volume-law entanglement entropy of typical pure quantum states, PRX Quantum 3, 030201 (2022).
  44. Y. O. Nakagawa, M. Watanabe, S. Sugiura, and H. Fujita, Universality in volume-law entanglement of scrambled pure quantum states, Nat. Commun. 9, 1635 (2018).
  45. O. K. Baker and D. E. Kharzeev, Thermal radiation and entanglement in proton-proton collisions at energies available at the CERN Large Hadron Collider, Phys. Rev. D 98, 054007 (2018).
  46. Z. Tu, D. E. Kharzeev, and T. Ullrich, Einstein-Podolsky-Rosen paradox and quantum entanglement at subnucleonic scales, Phys. Rev. Lett. 124, 062001 (2020).
  47. A. Florio and D. E. Kharzeev, Gibbs entropy from entanglement in electric quenches, Phys. Rev. D 104, 056021 (2021).
  48. S. Grieninger, D. E. Kharzeev, and I. Zahed, Entanglement in a holographic Schwinger pair with confinement, Phys. Rev. D 108, 086030 (2023).
  49. S. Grieninger, D. E. Kharzeev, and I. Zahed, Entanglement entropy in a time-dependent holographic Schwinger pair creation, Phys. Rev. D 108, 126014 (2023).
  50. S. Kumar, Wishart and random density matrices: Analytical results for the mean-square Hilbert-Schmidt distance, Phys. Rev. A 102, 012405 (2020).
  51. R. Jozsa, Fidelity for mixed quantum states, J. Mod. Opt. 41, 2315 (1994).
  52. M. A. Nielsen and I. L. Chuang, Quantum Computation and Quantum Information (Cambridge University Press, Cambridge, England, 2012).
  53. V. Vedral and M. B. Plenio, Entanglement measures and purification procedures, Phys. Rev. A 57, 1619 (1998).
  54. V. Trávníček, K. Bartkiewicz, A. Černoch, and K. Lemr, Experimental measurement of Hilbert-Schmidt distance between two-qubit states as means for speeding-up machine learning, Phys. Rev. Lett. 123, 260501 (2019).
  55. R. LaRose, A. Tikku, É. O’Neel-Judy, L. Cincio, and P. J. Coles, Variational quantum state diagonalization, npj Quantum Inf. 5, 57 (2019).
  56. A. Arrasmith, L. Cincio, A. T. Sornborger, W. H. Zurek, and P. J. Coles, Variational consistent histories as a hybrid algorithm for quantum foundations, Nat. Commun. 10, 3438 (2019).
  57. M. Cerezo et al., Does provable absence of barren plateaus imply classical simulability?, Nat. Commun. 16, 7907 (2025).
  58. P. Braccia, F. Caruso, and L. Banchi, How to enhance quantum generative adversarial learning of noisy information, New J. Phys. 23, 053024 (2021).
  59. P. J. Coles, M. Cerezo, and L. Cincio, Strong bound between trace distance and Hilbert-Schmidt distance for low-rank states, Phys. Rev. A 100, 022103 (2019).
  60. A. Jaiswal and V. Roy, Relativistic hydrodynamics in heavy-ion collisions: General aspects and recent developments, Adv. High Energy Phys. 2016, 9623034 (2016).
  61. W. Florkowski, M. P. Heller, and M. Spalinski, New theories of relativistic hydrodynamics in the LHC era, Rep. Prog. Phys. 81, 046001 (2018).
  62. S. Chatrchyan et al. (CMS Collaboration), Observation of long-range near-side angular correlations in proton-lead collisions at the LHC, Phys. Lett. B 718, 795 (2013).
  63. J. Adam et al. (STAR Collaboration), Azimuthal harmonics in small and large collision systems at RHIC top energies, Phys. Rev. Lett. 122, 172301 (2019).
  64. V. Khachatryan et al. (CMS Collaboration), Observation of long-range near-side angular correlations in proton-proton collisions at the LHC, J. High Energy Phys. 09 (2010) 091.
  65. J. L. Nagle and W. A. Zajc, Small system collectivity in relativistic hadronic and nuclear collisions, Annu. Rev. Nucl. Part. Sci. 68, 211 (2018).
  66. B. Schenke, The smallest fluid on Earth, Rep. Prog. Phys. 84, 082301 (2021).
  67. F. Turro and X. Yao, Emergent hydrodynamic mode on SU(2) plaquette chains and quantum simulation, Phys. Rev. D 111, 094502 (2025).
  68. K. Johnson, The M. I. T. bag model, Acta Phys. Pol. B 6, 865 (1975).
  69. S. Khanmohamadi, H. R. Moshfegh, and S. Atashbar Tehrani, Hybrid star within the framework of a lowest-order constraint variational method, Phys. Rev. D 101, 023004 (2020).
  70. P. M. Chesler and L. G. Yaffe, Horizon formation and far-from-equilibrium isotropization in supersymmetric Yang-Mills plasma, Phys. Rev. Lett. 102, 211601 (2009).
  71. G. Beuf, M. P. Heller, R. A. Janik, and R. Peschanski, Boost-invariant early time dynamics from AdS/CFT, J. High Energy Phys. 10 (2009) 043.
  72. P. M. Chesler and L. G. Yaffe, Boost invariant flow, black hole formation, and far-from-equilibrium dynamics in N=4 supersymmetric Yang-Mills theory, Phys. Rev. D 82, 026006 (2010).
  73. M. P. Heller, R. A. Janik, and P. Witaszczyk, Characteristics of thermalization of boost-invariant plasma from holography, Phys. Rev. Lett. 108, 201602 (2012).
  74. M. P. Heller, R. A. Janik, and P. Witaszczyk, Numerical relativity approach to the initial value problem in asymptotically anti–de Sitter spacetime for plasma thermalization: An ADM formulation, Phys. Rev. D 85, 126002 (2012).
  75. S. Floerchinger, E. Grossi, and J. Lion, Fluid dynamics of heavy ion collisions with mode expansion, Phys. Rev. C 100, 014905 (2019).
  76. D. Devetak, A. Dubla, S. Floerchinger, E. Grossi, S. Masciocchi, A. Mazeliauskas, and I. Selyuzhenkov, Global fluid fits to identified particle transverse momentum spectra from heavy-ion collisions at the Large Hadron Collider, J. High Energy Phys. 06 (2020) 044.
  77. F. Capellino, A. Dubla, S. Floerchinger, E. Grossi, A. Kirchner, and S. Masciocchi, Fluid dynamics of charm quarks in the quark-gluon plasma, Phys. Rev. D 108, 116011 (2023).
  78. H. Song and U. W. Heinz, Multiplicity scaling in ideal and viscous hydrodynamics, Phys. Rev. C 78, 024902 (2008).
  79. J. Datta, A. Deshpande, D. E. Kharzeev, C. J. Naïm, and Z. Tu, Entanglement as a probe of hadronization, Phys. Rev. Lett. 134, 111902 (2025).
  80. S. Grieninger, K. Ikeda, and I. Zahed, Quasiparton distributions in massive QED2: Toward quantum computation, Phys. Rev. D 110, 076008 (2024).
  81. S. Grieninger and I. Zahed, Quasifragmentation functions in the massive Schwinger model, Phys. Rev. D 110, 116009 (2024).
  82. J. C. Xavier, F. C. Alcaraz, and G. Sierra, Equipartition of the entanglement entropy, Phys. Rev. B 98, 041106 (2018).
  83. X. Turkeshi, P. Ruggiero, V. Alba, and P. Calabrese, Entanglement equipartition in critical random spin chains, Phys. Rev. B 102, 014455 (2020).
  84. M. Goldstein and E. Sela, Symmetry-resolved entanglement in many-body systems, Phys. Rev. Lett. 120, 200602 (2018).
  85. S. Murciano, G. Di Giulio, and P. Calabrese, Entanglement and symmetry resolution in two dimensional free quantum field theories, J. High Energy Phys. 08 (2020) 073.

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation