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

Random quantum circuits with time-reversal symmetry

Kabir Khanna1,2, Abhishek Kumar2, Romain Vasseur1,*, and Andreas W. W. Ludwig3

  • *Contact author: romain.vasseur@unige.ch

Phys. Rev. Research 8, 013165 – Published 12 February, 2026

DOI: https://doi.org/10.1103/4bgj-p2jk

Abstract

Time-reversal (TR) symmetry is crucial for understanding a wide range of physical phenomena, and plays a key role in constraining fundamental particle interactions and in classifying phases of quantum matter. In this work, we introduce an ensemble of random quantum circuits that are representative of the dynamics of generic TR-invariant many-body quantum systems. We derive a general statistical mechanics model describing entanglement, many-body quantum chaos, and quantum information dynamics in such TR-invariant circuits. As an example of application of our formalism, we study the universal properties of measurement-induced phase transitions in monitored TR-invariant systems, with measurements performed in a TR-invariant basis. We find that TR invariance of the unitary part of the dynamics does not affect the universality class, unless measurement outcomes are postselected to satisfy the global TR invariance of each quantum trajectory. We confirm these predictions numerically and find, for both generic and Clifford-based evolutions, critical exponents in the case of “strong,” i.e., global TR invariance where each quantum trajectory is TR invariant.

View figure in article

Physics Subject Headings (PhySH)

Article Text

References (143)

  1. J. M. Deutsch, Quantum statistical mechanics in a closed system, Phys. Rev. A 43, 2046 (1991).
  2. M. Srednicki, Chaos and quantum thermalization, Phys. Rev. E 50, 888 (1994).
  3. M. Rigol, V. Dunjko, and M. Olshanii, Thermalization and its mechanism for generic isolated quantum systems, Nature (London) 452, 854 (2008).
  4. D. A. Abanin, E. Altman, I. Bloch, and M. Serbyn, Colloquium: Many-body localization, thermalization, and entanglement, Rev. Mod. Phys. 91, 021001 (2019).
  5. I. M. Georgescu, S. Ashhab, and F. Nori, Quantum simulation, Rev. Mod. Phys. 86, 153 (2014).
  6. J. Preskill, Quantum computing in the NISQ era and beyond, Quantum 2, 79 (2018).
  7. M. Kardar, G. Parisi, and Y.-C. Zhang, Dynamic scaling of growing interfaces, Phys. Rev. Lett. 56, 889 (1986).
  8. A. Nahum, J. Ruhman, S. Vijay, and J. Haah, Quantum entanglement growth under random unitary dynamics, Phys. Rev. X 7, 031016 (2017).
  9. T. Zhou and A. Nahum, Emergent statistical mechanics of entanglement in random unitary circuits, Phys. Rev. B 99, 174205 (2019).
  10. S. Ryu and T. Takayanagi, Holographic derivation of entanglement entropy from antide Sitter Space/Conformal Field Theory Correspondence, Phys. Rev. Lett. 96, 181602 (2006).
  11. S. Ryu and T. Takayanagi, Aspects of holographic entanglement entropy, J. High Energy Phys. 08 (2006) 045.
  12. C. W. von Keyserlingk, T. Rakovszky, F. Pollmann, and S. L. Sondhi, Operator hydrodynamics, OTOCs, and entanglement growth in systems without conservation laws, Phys. Rev. X 8, 021013 (2018).
  13. A. Nahum, S. Vijay, and J. Haah, Operator spreading in random unitary circuits, Phys. Rev. X 8, 021014 (2018).
  14. B. Skinner, J. Ruhman, and A. Nahum, Measurement-induced phase transitions in the dynamics of entanglement, Phys. Rev. X 9, 031009 (2019).
  15. Y. Li, X. Chen, and M. P. A. Fisher, Quantum Zeno effect and the many-body entanglement transition, Phys. Rev. B 98, 205136 (2018).
  16. M. J. Gullans and D. A. Huse, Dynamical purification phase transition induced by quantum measurements, Phys. Rev. X 10, 041020 (2020).
  17. S. Choi, Y. Bao, X.-L. Qi, and E. Altman, Quantum error correction in scrambling dynamics and measurement-induced phase transition, Phys. Rev. Lett. 125, 030505 (2020).
  18. F. Barratt, U. Agrawal, A. C. Potter, S. Gopalakrishnan, and R. Vasseur, Transitions in the learnability of global charges from local measurements, Phys. Rev. Lett. 129, 200602 (2022).
  19. M. Ippoliti and V. Khemani, Learnability transitions in monitored quantum dynamics via eavesdropper’s classical shadows, PRX Quantum 5, 020304 (2024).
  20. Y. Li and M. P. A. Fisher, Statistical mechanics of quantum error correcting codes, Phys. Rev. B 103, 104306 (2021).
  21. R. Fan, S. Vijay, A. Vishwanath, and Y.-Z. You, Self-organized error correction in random unitary circuits with measurement, Phys. Rev. B 103, 174309 (2021).
  22. Y. Li, X. Chen, and M. P. A. Fisher, Measurement-driven entanglement transition in hybrid quantum circuits, Phys. Rev. B 100, 134306 (2019).
  23. A. Chan, R. M. Nandkishore, M. Pretko, and G. Smith, Unitary-projective entanglement dynamics, Phys. Rev. B 99, 224307 (2019).
  24. Y. Li, X. Chen, A. W. W. Ludwig, and M. P. A. Fisher, Conformal invariance and quantum nonlocality in critical hybrid circuits, Phys. Rev. B 104, 104305 (2021).
  25. X. Cao, A. Tilloy, and A. D. Luca, Entanglement in a fermion chain under continuous monitoring, SciPost Phys. 7, 024 (2019).
  26. M. Szyniszewski, A. Romito, and H. Schomerus, Entanglement transition from variable-strength weak measurements, Phys. Rev. B 100, 064204 (2019).
  27. M. J. Gullans and D. A. Huse, Scalable probes of measurement-induced criticality, Phys. Rev. Lett. 125, 070606 (2020).
  28. A. Zabalo, M. J. Gullans, J. H. Wilson, S. Gopalakrishnan, D. A. Huse, and J. H. Pixley, Critical properties of the measurement-induced transition in random quantum circuits, Phys. Rev. B 101, 060301 (2020).
  29. A. Nahum and B. Skinner, Entanglement and dynamics of diffusion-annihilation processes with Majorana defects, Phys. Rev. Res. 2, 023288 (2020).
  30. M. Ippoliti, M. J. Gullans, S. Gopalakrishnan, D. A. Huse, and V. Khemani, Entanglement phase transitions in measurement-only dynamics, Phys. Rev. X 11, 011030 (2021).
  31. A. Lavasani, Y. Alavirad, and M. Barkeshli, Measurement-induced topological entanglement transitions in symmetric random quantum circuits, Nat. Phys. 17, 342 (2021).
  32. S. Sang and T. H. Hsieh, Measurement-protected quantum phases, Phys. Rev. Res. 3, 023200 (2021).
  33. Q. Tang and W. Zhu, Measurement-induced phase transition: A case study in the nonintegrable model by density-matrix renormalization group calculations, Phys. Rev. Res. 2, 013022 (2020).
  34. X. Turkeshi, R. Fazio, and M. Dalmonte, Measurement-induced criticality in (2+1)-dimensional hybrid quantum circuits, Phys. Rev. B 102, 014315 (2020).
  35. Y. Fuji and Y. Ashida, Measurement-induced quantum criticality under continuous monitoring, Phys. Rev. B 102, 054302 (2020).
  36. O. Lunt, M. Szyniszewski, and A. Pal, Measurement-induced criticality and entanglement clusters: A study of one-dimensional and two-dimensional Clifford circuits, Phys. Rev. B 104, 155111 (2021).
  37. X. Turkeshi, A. Biella, R. Fazio, M. Dalmonte, and M. Schiró, Measurement-induced entanglement transitions in the quantum Ising chain: From infinite to zero clicks, Phys. Rev. B 103, 224210 (2021).
  38. M. Ippoliti and V. Khemani, Postselection-free entanglement dynamics via spacetime duality, Phys. Rev. Lett. 126, 060501 (2021).
  39. T.-C. Lu and T. Grover, Spacetime duality between localization transitions and measurement-induced transitions, PRX Quantum 2, 040319 (2021).
  40. C.-M. Jian, B. Bauer, A. Keselman, and A. W. W. Ludwig, Criticality and entanglement in nonunitary quantum circuits and tensor networks of noninteracting fermions, Phys. Rev. B 106, 134206 (2022).
  41. S. Gopalakrishnan and M. J. Gullans, Entanglement and purification transitions in non-Hermitian quantum mechanics, Phys. Rev. Lett. 126, 170503 (2021).
  42. X. Turkeshi, Measurement-induced criticality as a data-structure transition, Phys. Rev. B 106, 144313 (2022).
  43. Y. Bao, S. Choi, and E. Altman, Symmetry enriched phases of quantum circuits, Ann. Phys. 435, 168618 (2021).
  44. M. Block, Y. Bao, S. Choi, E. Altman, and N. Y. Yao, Measurement-induced transition in long-range interacting quantum circuits, Phys. Rev. Lett. 128, 010604 (2022).
  45. G. S. Bentsen, S. Sahu, and B. Swingle, Measurement-induced purification in large-n hybrid Brownian circuits, Phys. Rev. B 104, 094304 (2021).
  46. A. Zabalo, M. J. Gullans, J. H. Wilson, R. Vasseur, A. W. W. Ludwig, S. Gopalakrishnan, D. A. Huse, and J.H. Pixley, Operator scaling dimensions and multifractality at measurement-induced transitions, Phys. Rev. Lett. 128, 050602 (2022).
  47. U. Agrawal, A. Zabalo, K. Chen, J. H. Wilson, A. C. Potter, J. H. Pixley, S. Gopalakrishnan, and R. Vasseur, Entanglement and charge-sharpening transitions in U(1) symmetric monitored quantum circuits, Phys. Rev. X 12, 041002 (2022).
  48. Y. Li and M. P. A. Fisher, Decodable hybrid dynamics of open quantum systems with Z2 symmetry, Phys. Rev. B 108, 214302 (2023).
  49. O. Alberton, M. Buchhold, and S. Diehl, Entanglement transition in a monitored free-fermion chain: From extended criticality to area law, Phys. Rev. Lett. 126, 170602 (2021).
  50. S.-K. Jian, C. Liu, X. Chen, B. Swingle, and P. Zhang, Quantum error as an emergent magnetic field, arXiv:2106.09635.
  51. E. V. H. Doggen, Y. Gefen, I. V. Gornyi, A. D. Mirlin, and D. G. Polyakov, Generalized quantum measurements with matrix product states: Entanglement phase transition and clusterization, Phys. Rev. Res. 4, 023146 (2022).
  52. P. Sierant and X. Turkeshi, Universal behavior beyond multifractality of wave functions at measurement-induced phase transitions, Phys. Rev. Lett. 128, 130605 (2022).
  53. M. Buchhold, Y. Minoguchi, A. Altland, and S. Diehl, Effective theory for the measurement-induced phase transition of Dirac fermions, Phys. Rev. X 11, 041004 (2021).
  54. P. Sierant, G. Chiriacò, F. M. Surace, S. Sharma, X. Turkeshi, M. Dalmonte, R. Fazio, and G. Pagano, Dissipative Floquet dynamics: From steady state to measurement induced criticality in trapped-ion chains, Quantum 6, 638 (2022).
  55. S. Sharma, X. Turkeshi, R. Fazio, and M. Dalmonte, Measurement-induced criticality in extended and long-range unitary circuits, SciPost Phys. Core 5, 023 (2022).
  56. Y. Li, Y. Zou, P. Glorioso, E. Altman, and M. P. A. Fisher, Cross entropy benchmark for measurement-induced phase transitions, Phys. Rev. Lett. 130, 220404 (2023).
  57. A.-R. Negari, S. Sahu, and T. H. Hsieh, Measurement-induced phase transitions in the toric code, Phys. Rev. B 109, 125148 (2024).
  58. G. Cecile, H. Lóio, and J. De Nardis, Measurement-induced phase transitions by matrix product states scaling, Phys. Rev. Res. 6, 033220 (2024).
  59. X. Feng, B. Skinner, and A. Nahum, Measurement-induced phase transitions on dynamical quantum trees, PRX Quantum 4, 030333 (2023).
  60. E. Heinrich and X. Chen, Measurement-induced phase transitions in quantum raise-and-peel models, Phys. Rev. B 110, 064309 (2024).
  61. K. Aziz, A. Chakraborty, and J. H. Pixley, Critical properties of weak measurement induced phase transitions in random quantum circuits, Phys. Rev. B 110, 064301 (2024).
  62. T. Jin and D. G. Martin, Measurement-induced phase transition in a single-body tight-binding model, Phys. Rev. B 110, L060202 (2024).
  63. A. Paviglianiti and A. Silva, Multipartite entanglement in the measurement-induced phase transition of the quantum Ising chain, Phys. Rev. B 108, 184302 (2023).
  64. A. Zabalo, J. H. Wilson, M. J. Gullans, R. Vasseur, S. Gopalakrishnan, D. A. Huse, and J. H. Pixley, Infinite-randomness criticality in monitored quantum dynamics with static disorder, Phys. Rev. B 107, L220204 (2023).
  65. G. Shkolnik, A. Zabalo, R. Vasseur, D. A. Huse, J. H. Pixley, and S. Gazit, Measurement induced criticality in quasiperiodic modulated random hybrid circuits, Phys. Rev. B 108, 184204 (2023).
  66. A. Kumar, K. Aziz, A. Chakraborty, A. W. W. Ludwig, S. Gopalakrishnan, J. H. Pixley, and R. Vasseur, Boundary transfer matrix spectrum of measurement-induced transitions, Phys. Rev. B 109, 014303 (2024).
  67. S. Liu, M.-R. Li, S.-X. Zhang, S.-K. Jian, and H. Yao, Universal Kardar-Parisi-Zhang scaling in noisy hybrid quantum circuits, Phys. Rev. B 107, L201113 (2023).
  68. Y. L. Gal, X. Turkeshi, and M. Schirò, Entanglement dynamics in monitored systems and the role of quantum jumps, PRX Quantum 5, 030329 (2024).
  69. H. Pan, S. Ganeshan, T. Iadecola, J. H. Wilson, and J. H. Pixley, Local and nonlocal stochastic control of quantum chaos: Measurement- and control-induced criticality, Phys. Rev. B 110, 054308 (2024).
  70. L. Lumia, E. Tirrito, R. Fazio, and M. Collura, Measurement-induced transitions beyond gaussianity: A single particle description, Phys. Rev. Res. 6, 023176 (2024).
  71. P. Sierant and X. Turkeshi, Controlling entanglement at absorbing state phase transitions in random circuits, Phys. Rev. Lett. 130, 120402 (2023).
  72. S. Liu, M.-R. Li, S.-X. Zhang, and S.-K. Jian, Entanglement structure and information protection in noisy hybrid quantum circuits, Phys. Rev. Lett. 132, 240402 (2024).
  73. E. Granet, C. Zhang, and H. Dreyer, Volume-law to area-law entanglement transition in a nonunitary periodic Gaussian circuit, Phys. Rev. Lett. 130, 230401 (2023).
  74. K. Yamamoto and R. Hamazaki, Localization properties in disordered quantum many-body dynamics under continuous measurement, Phys. Rev. B 107, L220201 (2023).
  75. A. Chakraborty, K. Chen, A. Zabalo, J. H. Wilson, and J. H. Pixley, Charge and entanglement criticality in a U(1)-symmetric hybrid circuit of qubits, Phys. Rev. B 110, 045135 (2024).
  76. V. Ravindranath, Y. Han, Z.-C. Yang, and X. Chen, Entanglement steering in adaptive circuits with feedback, Phys. Rev. B 108, L041103 (2023).
  77. X. Feng, S. Liu, S. Chen, and W. Guo, Absence of logarithmic and algebraic scaling entanglement phases due to the skin effect, Phys. Rev. B 107, 094309 (2023).
  78. S. Liu, M.-R. Li, S.-X. Zhang, S.-K. Jian, and H. Yao, Noise-induced phase transitions in hybrid quantum circuits, Phys. Rev. B 110, 064323 (2024).
  79. H. Oshima and Y. Fuji, Charge fluctuation and charge-resolved entanglement in a monitored quantum circuit with U(1) symmetry, Phys. Rev. B 107, 014308 (2023).
  80. L. Piroli, Y. Li, R. Vasseur, and A. Nahum, Triviality of quantum trajectories close to a directed percolation transition, Phys. Rev. B 107, 224303 (2023).
  81. T. Iadecola, S. Ganeshan, J. H. Pixley, and J. H. Wilson, Measurement and feedback driven entanglement transition in the probabilistic control of chaos, Phys. Rev. Lett. 131, 060403 (2023).
  82. Z. Weinstein, S. P. Kelly, J. Marino, and E. Altman, Scrambling transition in a radiative random unitary circuit, Phys. Rev. Lett. 131, 220404 (2023).
  83. Y. Li and M. Claassen, Statistical mechanics of monitored dissipative random circuits, Phys. Rev. B 108, 104310 (2023).
  84. M. Szyniszewski, O. Lunt, and A. Pal, Disordered monitored free fermions, Phys. Rev. B 108, 165126 (2023).
  85. A. Nahum and K. J. Wiese, Renormalization group for measurement and entanglement phase transitions, Phys. Rev. B 108, 104203 (2023).
  86. J. Merritt and L. Fidkowski, Entanglement transitions with free fermions, Phys. Rev. B 107, 064303 (2023).
  87. Y. Li, S. Vijay, and M. P. Fisher, Entanglement domain walls in monitored quantum circuits and the directed polymer in a random environment, PRX Quantum 4, 010331 (2023).
  88. H. Lóio, A. De Luca, J. De Nardis, and X. Turkeshi, Purification timescales in monitored fermions, Phys. Rev. B 108, L020306 (2023).
  89. C.-M. Jian, H. Shapourian, B. Bauer, and A. W. W. Ludwig, Measurement-induced entanglement transitions in quantum circuits of non-interacting fermions: Born-rule versus forced measurements, arXiv:2302.09094.
  90. M. Fava, L. Piroli, T. Swann, D. Bernard, and A. Nahum, Nonlinear sigma models for monitored dynamics of free fermions, Phys. Rev. X 13, 041045 (2023).
  91. I. Poboiko, P. Pöpperl, I. V. Gornyi, and A. D. Mirlin, Theory of free fermions under random projective measurements, Phys. Rev. X 13, 041046 (2023).
  92. S. Sang, Z. Li, T. H. Hsieh, and B. Yoshida, Ultrafast entanglement dynamics in monitored quantum circuits, PRX Quantum 4, 040332 (2023).
  93. A. C. Potter and R. Vasseur, Entanglement dynamics in hybrid quantum circuits, in Entanglement in Spin Chains (Springer International Publishing, Berlin, 2022), pp. 211–249.
  94. M. P. Fisher, V. Khemani, A. Nahum, and S. Vijay, Random quantum circuits, Annu. Rev. Condens. Matter Phys. 14, 335 (2023).
  95. C. Noel, P. Niroula, D. Zhu, A. Risinger, L. Egan, D. Biswas, M. Cetina, A. V. Gorshkov, M. J. Gullans, D.A. Huse, and C. Monroe, Measurement-induced quantum phases realized in a trapped-ion quantum computer, Nat. Phys. 18, 760 (2022).
  96. J. M. Koh, S.-N. Sun, M. Motta, and A. J. Minnich, Measurement-induced entanglement phase transition on a superconducting quantum processor with mid-circuit readout, Nat. Phys. 19, 1314 (2023).
  97. Google Quantum AI and Collaborators, Measurement-induced entanglement and teleportation on a noisy quantum processor, Nature (London) 622, 481 (2023).
  98. U. Agrawal, J. Lopez-Piqueres, R. Vasseur, S. Gopalakrishnan, and A. C. Potter, Observing quantum measurement collapse as a learnability phase transition, Phys. Rev. X 14, 041012 (2024).
  99. H. Kamakari, J. Sun, Y. Li, J. J. Thio, T. P. Gujarati, M. P. A. Fisher, M. Motta, and A. J. Minnich, Experimental demonstration of scalable cross-entropy benchmarking to detect measurement-induced phase transitions on a superconducting quantum processor, Phys. Rev. Lett. 134, 120401 (2025).
  100. P. Hayden, S. Nezami, X.-L. Qi, N. Thomas, M. Walter, and Z. Yang, Holographic duality from random tensor networks, J. High Energy Phys. 11 (2016) 009.
  101. R. Vasseur, A. C. Potter, Y.-Z. You, and A. W. W. Ludwig, Entanglement transitions from holographic random tensor networks, Phys. Rev. B 100, 134203 (2019).
  102. Y. Bao, S. Choi, and E. Altman, Theory of the phase transition in random unitary circuits with measurements, Phys. Rev. B 101, 104301 (2020).
  103. C.-M. Jian, Y.-Z. You, R. Vasseur, and A. W. W. Ludwig, Measurement-induced criticality in random quantum circuits, Phys. Rev. B 101, 104302 (2020).
  104. Y. Li, R. Vasseur, M. P. A. Fisher, and A. W. W. Ludwig, Statistical mechanics model for Clifford random tensor networks and monitored quantum circuits, Phys. Rev. B 109, 174307 (2024).
  105. A. J. Friedman, A. Chan, A. De Luca, and J. T. Chalker, Spectral statistics and many-body quantum chaos with conserved charge, Phys. Rev. Lett. 123, 210603 (2019).
  106. T. Rakovszky, F. Pollmann, and C. W. von Keyserlingk, Diffusive hydrodynamics of out-of-time-ordered correlators with charge conservation, Phys. Rev. X 8, 031058 (2018).
  107. V. Khemani, A. Vishwanath, and D. A. Huse, Operator spreading and the emergence of dissipative hydrodynamics under unitary evolution with conservation laws, Phys. Rev. X 8, 031057 (2018).
  108. S. Majidy, U. Agrawal, S. Gopalakrishnan, A. C. Potter, R. Vasseur, and N. Y. Halpern, Critical phase and spin sharpening in SU(2)-symmetric monitored quantum circuits, Phys. Rev. B 108, 054307 (2023).
  109. E. McCulloch, J. De Nardis, S. Gopalakrishnan, and R. Vasseur, Full counting statistics of charge in chaotic many-body quantum systems, Phys. Rev. Lett. 131, 210402 (2023).
  110. H. Guo, M. S. Foster, C.-M. Jian, and A. W. W. Ludwig, Field theory of monitored, interacting fermion dynamics with charge conservation, Phys. Rev. B 112, 064304, (2025).
  111. I. Poboiko, P. Pöpperl, I. V. Gornyi, and A. D. Mirlin, Measurement-induced transitions for interacting fermions, Phys. Rev. B 111, 024204 (2025).
  112. F. J. Dyson, Statistical theory of the energy levels of complex systems. I, J. Math. Phys. 3, 140 (1962).
  113. M. R. Zirnbauer, Riemannian symmetric superspaces and their origin in random-matrix theory, J. Math. Phys. 37, 4986 (1996).
  114. A. Altland and M. R. Zirnbauer, Nonstandard symmetry classes in mesoscopic normal-superconducting hybrid structures, Phys. Rev. B 55, 1142 (1997).
  115. P. Heinzner, A. Huckleberry, and M. Zirnbauer, Symmetry classes of disordered fermions, Commun. Math. Phys. 257, 725 (2005).
  116. A. W. W. Ludwig, Topological phases: Classification of topological insulators and superconductors of non-interacting fermions, and beyond, Phys. Scr. 2016, 014001 (2015).
  117. A.P. Schnyder, S. Ryu, A. Furusaki, and A. W. W. Ludwig, Classification of topological insulators and superconductors in three spatial dimensions, Phys. Rev. B 78, 195125 (2008).
  118. S. Ryu, A. P. Schnyder, A. Furusaki, and A. W. W. Ludwig, Topological insulators and superconductors: Ten-fold way and dimensional hierarchy, New J. Phys. 12, 065010 (2010).
  119. L. Fidkowski and A. Kitaev, Topological phases of fermions in one dimension, Phys. Rev. B 83, 075103 (2011).
  120. C. Wang and T. Senthil, Interacting fermionic topological insulators/superconductors in three dimensions, Phys. Rev. B 89, 195124 (2014).
  121. H. Pan, H. Shapourian, and C.-M. Jian, Topological modes in monitored quantum dynamics, Phys. Rev. B 112, 144301 (2025).
  122. S. Matsumoto, General moments of matrix elements from circular orthogonal ensembles, Random Matrices Theory Appl. 01, 1250005 (2012).
  123. N. Hunter-Jones, Operator growth in random quantum circuits with symmetry, arXiv:1812.08219.
  124. T. Kalsi, A. Romito, and H. Schomerus, Three-fold way of entanglement dynamics in monitored quantum circuits, J. Phys. A: Math. Theor. 55, 264009 (2022).
  125. A. Khindanov, I. L. Aleiner, L. Faoro, and L. B. Ioffe, Observable measurement-induced transitions, Ann. Phys. 479, 170047 (2025).
  126. X. Turkeshi and P. Sierant, Error-resilience phase transitions in encoding-decoding quantum circuits, Phys. Rev. Lett. 132, 140401 (2024).
  127. P. Niroula, C. D. White, Q. Wang, S. Johri, D. Zhu, C. Monroe, C. Noel, and M. J. Gullans, Phase transition in magic with random quantum circuits, Nat. Phys. 20, 1786 (2024).
  128. J. J. Sakurai and J. Napolitano, Modern Quantum Mechanics, 3rd ed. (Cambridge University Press, Cambridge, 2020).
  129. M. L. Metha, Random Matrices (Academic Press, New York, NY, 1967).
  130. E. Cartan, Sur une classe remarquable d’espaces de Riemann, Bul. Soc. Math. France 2, 214 (1926).
  131. S. Helgason, Differential Geometry, Lie Groups, and Symmetric Spaces, Graduate Studies in Mathematics Vol. 34 (American Mathematical Society, Providence, RI, 1978).
  132. B. Collins and P. Śniady, Integration with respect to the Haar measure on unitary, orthogonal and symplectic group, Commun. Math. Phys. 264, 773 (2006).
  133. B. Collins and S. Matsumoto, On some properties of orthogonal Weingarten functions, J. Math. Phys. 50, 113516 (2009).
  134. R. Fan, Y. Bao, E. Altman, and A. Vishwanath, Diagnostics of mixed-state topological order and breakdown of quantum memory, PRX Quantum 5, 020343 (2024).
  135. J. C. Napp, R. L. La Placa, A. M. Dalzell, F. G. S. L. Brandão, and A. W. Harrow, Efficient classical simulation of random shallow 2D quantum circuits, Phys. Rev. X 12, 021021 (2022).
  136. Mathematically, this can be seen as follows. WgO(D+1)(τ) comprises of a linear combination of the unitary Weingarten function WgD(σ−1τ) and the graphical contraction being summed over in Eq. (8). The unitary Weingarten functions are symmetric under S2N×S2N since they are class functions. The contractions, on the other hand, define the coset type of the double cosets of the group HN×HN in S2N [122] (see Appendix pp1). Since coset types of two permutations σ,τ∈S2N coincide iff they are connected by the conjugate action of HN×HN by definition, such that σ=h1τh2−1,h1,h2∈HN, the graphical contractions are symmetric under HN×HN. Consequently, WgO(D+1)(τ) is constant over the different double cosets of HN⊂S2N.
  137. D. Gross, S. Nezami, and M. Walter, Schur–Weyl duality for the Clifford group with applications: Property testing, a Robust Hudson theorem, and de Finetti representations, Commun. Math. Phys. 385, 1325 (2021).
  138. H. Dehghani, A. Lavasani, M. Hafezi, and M. J. Gullans, Neural-network decoders for measurement induced phase transitions, Nat. Commun. 14, 2918 (2023).
  139. S. J. Garratt, Z. Weinstein, and E. Altman, Measurements conspire nonlocally to restructure critical quantum states, Phys. Rev. X 13, 021026 (2023).
  140. J. Y. Lee, W. Ji, Z. Bi, and M. P. A. Fisher, Decoding measurement-prepared quantum phases and transitions: From Ising model to gauge theory, and beyond, arXiv:2208.11699.
  141. S. J. Garratt and E. Altman, Probing postmeasurement entanglement without postselection, PRX Quantum 5, 030311 (2024).
  142. R. Barends, J. Kelly, A. Megrant, A. Veitia, D. Sank, E. Jeffrey, T. C. White, J. Mutus, A. G. Fowler, B. Campbell et al., Superconducting quantum circuits at the surface code threshold for fault tolerance, Nature (London) 508, 500 (2014).
  143. There is a minor but subtle change to this statement for the global postselected scenario. Using Eq. (18), we see that the replicated annealed averaged partition function Z¯k=∑mpmkqm, where we use the born probability qm≠pm of only the first half of the trajectory to weigh each term in the partition function Zmk. It follows from this that F=−∑mqmlnpm for the global postselected case, which is not the (Shannon) entropy of the measurement record as is the case for the local TR-symmetric and Haar models.

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation