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Eigenstate condensation in quantum systems with finite-dimensional Hilbert spaces
Phys. Rev. E 114, 024121 – Published 11 August, 2026
DOI: https://doi.org/10.1103/wgq9-phxt
Abstract
Random quantum states drawn from the Haar ensemble with a constraint on the energy expectation value display eigenstate condensation: For below a critical value or above , they develop macroscopic overlap with the ground state or anti–ground state. We use analytical calculations and state-of-the-art numerical methods to investigate the eigenstate condensation phase transition. We give compact expressions for the critical energies, derive an analytical scaling form for the order parameter in systems with an extensive free energy, show that in those systems the phase transition itself has exponential rather than power-law finite-size scaling, and test these results with large-scale numerical sampling in random matrices and a range of local spin Hamiltonians. In local spin systems the two critical energies approach the middle of the spectrum as with the number of spins. Our scaling form, however, demonstrates that the condensation phase transitions have exponential, rather than polynomial, finite-size scaling, which justifies treating the high-temperature phase as an extended phase.
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References (77)
- E. Schrödinger, Statistical Thermodynamics: A Course of Seminar Lectures (Cambridge University Press, Cambridge, UK, 1952).
- A. I. Khinchin, Mathematical Foundations of Quantum Statistics. Translation from the 1st (1951) Russian ed. (Graylock Press, Albany, 1960).
- P. Bocchieri and A. Loinger, Ergodic foundation of quantum statistical mechanics, Phys. Rev. 114, 948 (1959).
- S. Lloyd, Pure state quantum statistical mechanics and black holes, arXiv:1307.0378.
- S. Goldstein, J. L. Lebowitz, R. Tumulka, and N. Zanghì, Canonical typicality, Phys. Rev. Lett. 96, 050403 (2006).
- S. Lloyd, Excuse our ignorance, Nat. Phys. 2, 727 (2006).
- S. Popescu, A. J. Short, and A. Winter, Entanglement and the foundations of statistical mechanics, Nat. Phys. 2, 754 (2006).
- J. M. Deutsch, Quantum statistical mechanics in a closed system, Phys. Rev. A 43, 2046 (1991).
- M. Srednicki, Chaos and quantum thermalization, Phys. Rev. E 50, 888 (1994).
- M. Rigol, V. Dunjko, and M. Olshanii, Thermalization and its mechanism for generic isolated quantum systems, Nature (London) 452, 854 (2008).
- 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).
- J. M. Deutsch, Eigenstate thermalization hypothesis, Rep. Prog. Phys. 81, 082001 (2018).
- M. Ueda, Quantum equilibration, thermalization and prethermalization in ultracold atoms, Nat. Rev. Phys. 2, 669 (2020).
- D. K. Mark, F. Surace, A. Elben, A. L. Shaw, J. Choi, G. Refael, M. Endres, and S. Choi, A maximum entropy principle in deep thermalization and in Hilbert-space ergodicity, Phys. Rev. X 14, 041051 (2024).
- W. K. Wootters, Random quantum states, Found. Phys. 20, 1365 (1990).
- D. C. Brody and L. P. Hughston, The quantum canonical ensemble, J. Math. Phys. 39, 6502 (1998).
- D. C. Brody, D. W. Hook, and L. P. Hughston, Microcanonical distributions for quantum systems, arXiv:quant-ph/0506163.
- C. M. Bender, D. C. Brody, and D. W. Hook, Solvable model of quantum microcanonical states, J. Phys. A: Math. Gen. 38, L607 (2005).
- J. Naudts and E. Van der Straeten, A generalized quantum microcanonical ensemble, J. Stat. Mech. (2006) P06015.
- G. Jona-Lasinio and C. Presilla, On the statistics of quantum expectations for systems in thermal equilibrium, AIP Conf. Proc. 844, 200 (2006).
- B. V. Fine, Typical state of an isolated quantum system with fixed energy and unrestricted participation of eigenstates, Phys. Rev. E 80, 051130 (2009).
- D. C. Brody, D. W. Hook, and L. P. Hughston, On quantum microcanonical equilibrium, J. Phys.: Conf. Ser. 67, 012025 (2007).
- D. C. Brody, D. W. Hook, and L. P. Hughston, Quantum phase transitions without thermodynamic limits, Proc. R. Soc. A 463, 2021 (2007).
- B. V. Fine and F. Hantschel, An alternative to the conventional micro-canonical ensemble, Phys. Scr. T151, 014078 (2012).
- B. Fresch and G. J. Moro, Typicality in ensembles of quantum states: Monte Carlo sampling versus analytical approximations, J. Phys. Chem. A 113, 14502 (2009).
- B. Fresch and G. J. Moro, Emergence of equilibrium thermodynamic properties in quantum pure states. I. Theory, J. Chem. Phys. 133, 034509 (2010).
- B. Fresch and G. J. Moro, Emergence of equilibrium thermodynamic properties in quantum pure states. II. Analysis of a spin model system, J. Chem. Phys. 133, 034510 (2010).
- B. Fresch and G. J. Moro, Beyond quantum microcanonical statistics, J. Chem. Phys. 134, 054510 (2011).
- K. Ji and B. V. Fine, Nonthermal statistics in isolated quantum spin clusters after a series of perturbations, Phys. Rev. Lett. 107, 050401 (2011).
- M. Campisi, Quantum fluctuation relations for ensembles of wave functions, New J. Phys. 15, 115008 (2013).
- J. L. Alonso, A. Castro, J. Clemente-Gallardo, J. C. Cuchí, P. Echenique, J. G. Esteve, and F. Falceto, Nonextensive thermodynamic functions in the Schrödinger-Gibbs ensemble, Phys. Rev. E 91, 022137 (2015).
- P. Reimann and J. Gemmer, Why are macroscopic experiments reproducible? Imitating the behavior of an ensemble by single pure states, Physica A 552, 121840 (2020).
- H. J. D. Miller, Statistical mechanics of random mixed state ensembles with fixed energy, arXiv:2508.00809.
- P. Reimann and J. Gemmer, Full expectation-value statistics for randomly sampled pure states in high-dimensional quantum systems, Phys. Rev. E 99, 012126 (2019).
- J. M. Kosterlitz, D. J. Thouless, and R. C. Jones, Spherical model of a spin-glass, Phys. Rev. Lett. 36, 1217 (1976).
- F. Hantschel and B. V. Fine, Monte Carlo sampling of energy-constrained quantum superpositions in high-dimensional Hilbert spaces, Eur. Phys. J. D 63, 73 (2011).
- A. Auerbach, Interacting Electrons and Quantum Magnetism (Springer, New York, 1998).
- L. Campos Venuti and P. Zanardi, Probability density of quantum expectation values, Phys. Lett. A 377, 1854 (2013).
- J. Skilling, Nested sampling, AIP Conf. Proc. 735, 395 (2004).
- J. Skilling, Nested sampling for general Bayesian computation, Bayes. Anal. 1, 833 (2006).
- G. Ashton, N. Bernstein, J. Buchner, X. Chen, G. Csányi, A. Fowlie, F. Feroz, M. Griffiths, W. Handley, M. Habeck, E. Higson, M. Hobson, A. Lasenby, D. Parkinson, L. B. Pártay, M. Pitkin, D. Schneider, J. S. Speagle, L. South, J. Veitch, et al., Nested sampling for physical scientists, Nat. Rev. Methods Primers 2, 39 (2022).
- J. Skilling, Bayesian computation in big spaces-nested sampling and Galilean Monte Carlo, AIP Conf. Proc. 1443, 145 (2012).
- M. Betancourt, Nested sampling with constrained Hamiltonian Monte Carlo, AIP Conf. Proc. 1305, 165 (2011).
- M. L. Mehta, Random Matrices, 3rd ed. (Academic Press, Amsterdam, 2004).
- T. Tao, Topics in Random Matrix Theory, Graduate Studies in Mathematics Vol. 132 (American Mathematical Society, Providence, RI, 2012).
- P. Pfeuty and R. J. Elliott, The Ising model with a transverse field. II. Ground state properties, J. Phys. C 4, 2370 (1971).
- M. S. L. d. C. de Jongh and J. M. J. van Leeuwen, The critical behaviour of the 2D Ising model in transverse field; a density matrix renormalization calculation, Phys. Rev. B 57, 8494 (1998).
- H. Rieger and N. Kawashima, Application of a continuous time cluster algorithm to the two-dimensional random quantum Ising ferromagnet, Eur. Phys. J. B 9, 233 (1999).
- A. Y. Kitaev, Quantum measurements and the Abelian stabilizer problem, arXiv:quant-ph/9511026.
- D. S. Abrams and S. Lloyd, Quantum algorithm providing exponential speed increase for finding eigenvalues and eigenvectors, Phys. Rev. Lett. 83, 5162 (1999).
- A. Aspuru-Guzik, A. D. Dutoi, P. J. Love, and M. Head-Gordon, Simulated quantum computation of molecular energies, Science 309, 1704 (2005).
- S. Bravyi and A. Kitaev, Universal quantum computation with ideal Clifford gates and noisy ancillas, Phys. Rev. A 71, 022316 (2005).
- C. H. Bennett, G. Brassard, S. Popescu, B. Schumacher, J. A. Smolin, and W. K. Wootters, Purification of noisy entanglement and faithful teleportation via noisy channels, Phys. Rev. Lett. 76, 722 (1996).
- P. V. Parandekar and J. C. Tully, Detailed balance in Ehrenfest mixed quantum-classical dynamics, J. Chem. Theory Comput. 2, 229 (2006).
- J. Kempe, A. Kitaev, and O. Regev, The complexity of the local Hamiltonian problem, SIAM J. Comput. 35, 1070 (2006).
- C. David White, QuantumNestedSampling.jl, 2026, https://github.com/christopherdavidwhite2/QuantumNestedSampling.jl.
- C. D. White, Data and scripts for “Eigenstate condensation in quantum systems with finite-dimensional Hilbert spaces” [Dataset], Zenodo, 2026, https://doi.org/10.5281/zenodo.18509083.
- T. L. Hill, An Introduction to Statistical Thermodynamics (Dover, New York, 1986).
- A. Girard, A fast ‘Monte-Carlo cross-validation’ procedure for large least squares problems with noisy data, Numer. Math. 56, 1 (1989).
- M. Hutchinson, A stochastic estimator of the trace of the influence matrix for Laplacian smoothing splines, Commun. Stat.- Simul. Comput. 18, 1059 (1989).
- A. Montoison and D. Orban, Krylov.jl: A Julia basket of hand-picked Krylov methods, J. Open Source Softw. 8, 5187 (2023).
- JuliaMath/QuadGK.jl, Julia Math, 2025, https://github.com/JuliaMath/QuadGK.jl.
- H. Kim, T. N. Ikeda, and D. A. Huse, Testing whether all eigenstates obey the eigenstate thermalization hypothesis, Phys. Rev. E 90, 052105 (2014).
- T. Rakovszky, C. W. von Keyserlingk, and F. Pollmann, Dissipation-assisted operator evolution method for capturing hydrodynamic transport, Phys. Rev. B 105, 075131 (2022).
- C. Artiaco, C. Fleckenstein, D. Aceituno Chávez, T. K. Kvorning, and J. H. Bardarson, Efficient large-scale many-body quantum dynamics via local-information time evolution, PRX Quantum 5, 020352 (2024).
- S. Yi-Thomas, B. Ware, J. D. Sau, and C. D. White, Comparing numerical methods for hydrodynamics in a one-dimensional lattice spin model, Phys. Rev. B 110, 134308 (2024).
- W. Marshall, Antiferromagnetism, Proc. R. Soc. Lond. A 232, 48 (1955).
- E. Lieb and D. Mattis, Ordering energy levels of interacting spin systems, J. Math. Phys. 3, 749 (1962).
- E. Lieb, T. Schultz, and D. Mattis, Two soluble models of an antiferromagnetic chain, Ann. Phys. 16, 407 (1961).
- J. des Cloizeaux and J. J. Pearson, Spin-wave spectrum of the antiferromagnetic linear chain, Phys. Rev. 128, 2131 (1962).
- H. F. Trotter, Eigenvalue distributions of large Hermitian matrices; Wigner's semi-circle law and a theorem of Kac, Murdock, and Szegö, Adv. Math. 54, 67 (1984).
- I. Dumitriu and A. Edelman, Matrix models for beta ensembles, J. Math. Phys. 43, 5830 (2002).
- C. A. Tracy and H. Widom, Level-spacing distributions and the Airy kernel, Phys. Lett. B 305, 115 (1993).
- C. A. Tracy and H. Widom, Level-spacing distributions and the Airy kernel, Commun. Math. Phys. 159, 151 (1994).
- C. A. Tracy and H. Widom, On orthogonal and symplectic matrix ensembles, Commun. Math. Phys. 177, 727 (1996).
- C. A. Tracy and H. Widom, The distributions of random matrix theory and their applications, in New Trends in Mathematical Physics, edited by V. Sidoravičius (Springer Netherlands, Dordrecht, 2009), pp. 753–765.
- JuliaStats/LogExpFunctions.jl, Julia Statistics, 2025, https://github.com/JuliaStats/LogExpFunctions.jl.