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Growth and spreading of quantum resources under random circuit dynamics

Sreemayee Aditya1,*, Xhek Turkeshi1,†, and Piotr Sierant2,‡

  • *Contact author: asreemay@uni-koeln.de
  • †Contact author: xturkesh@uni-koeln.de
  • ‡Contact author: piotr.sierant@bsc.es

Phys. Rev. Research 8, 033062 – Published 15 July, 2026

DOI: https://doi.org/10.1103/79vj-nx6r

Abstract

Quantum many-body dynamics generate nonclassical correlations naturally described by quantum resource theories. Quantum magic resources (or nonstabilizerness) capture the deviation from classically simulable stabilizer states, while coherence and fermionic non-Gaussianity measure departure from the computational basis and from fermionic Gaussian states, respectively. We track these resources in a subsystem of a one-dimensional qubit chain evolved by random brickwall circuits. For resource-generating gates, evolution from low-resource states exhibits a universal rise-peak-fall behavior, with the peak time scaling logarithmically with subsystem size and the resource eventually decaying as the subsystem approaches a maximally mixed state. Circuits whose gates do not create the resource but entangle neighboring qubits give rise to a ballistic spreading of quantum resources initially confined to a region of the chain. Our results provide a unified picture of spatiotemporal resource dynamics in local circuits and a baseline for more structured quantum many-body systems.

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References (166)

  1. R. Horodecki, P. Horodecki, M. Horodecki, and K. Horodecki, Quantum entanglement, Rev. Mod. Phys. 81, 865 (2009).
  2. L. Amico, R. Fazio, A. Osterloh, and V. Vedral, Entanglement in many-body systems, Rev. Mod. Phys. 80, 517 (2008).
  3. A. M. Dalzell, N. Hunter-Jones, and F. G. S. L. Brandão, Random quantum circuits anticoncentrate in log depth, PRX Quantum 3, 010333 (2022).
  4. P. Sierant and X. Turkeshi, Universal behavior beyond multifractality of wave functions at measurement-induced phase transitions, Phys. Rev. Lett. 128, 130605 (2022).
  5. P. W. Claeys and G. De Tomasi, Fock-space delocalization and the emergence of the Porter-Thomas distribution from dual-unitary dynamics, Phys. Rev. Lett. 134, 050405 (2025).
  6. B. Magni and X. Turkeshi, Quantum complexity and chaos in many-qudit doped Clifford circuits, Quantum 9, 1956 (2025).
  7. A. Sauliere, B. Magni, G. Lami, X. Turkeshi, and J. De Nardis, Universality in the anticoncentration of chaotic quantum circuits, Phys. Rev. B 112, 134312 (2025).
  8. A. Bouland, B. Fefferman, C. Nirkhe, and U. Vazirani, On the complexity and verification of quantum random circuit sampling, Nat. Phys. 15, 159 (2019).
  9. G. Lami, J. De Nardis, and X. Turkeshi, Anticoncentration and state design of random tensor networks, Phys. Rev. Lett. 134, 010401 (2025).
  10. M. Fava, J. Kurchan, and S. Pappalardi, Designs via free probability, Phys. Rev. X 15, 011031 (2025).
  11. Z. Cheng, X. Feng, and M. Ippoliti, Pseudoentanglement from tensor networks, Phys. Rev. Lett. 135, 020403 (2025).
  12. M. Ippoliti and W. W. Ho, Dynamical purification and the emergence of quantum state designs from the projected ensemble, PRX Quantum 4, 030322 (2023).
  13. P. W. Claeys and A. Lamacraft, Emergent quantum state designs and biunitarity in dual-unitary circuit dynamics, Quantum 6, 738 (2022).
  14. T. Schuster, J. Haferkamp, and H.-Y. Huang, Random unitaries in extremely low depth, Science 389, 92 (2025).
  15. R. P. Feynman, Simulating physics with computers, Int. J. Theor. Phys. 21, 467 (1982).
  16. J. I. Cirac and P. Zoller, Goals and opportunities in quantum simulation, Nat. Phys. 8, 264 (2012).
  17. K. Bharti, A. Cervera-Lierta, T. H. Kyaw, T. Haug, S. Alperin-Lea, A. Anand, M. Degroote, H. Heimonen, J. S. Kottmann, T. Menke, W.-K. Mok, S. Sim, L.-C. Kwek, and A. Aspuru-Guzik, Noisy intermediate-scale quantum algorithms, Rev. Mod. Phys. 94, 015004 (2022).
  18. E. Chitambar and G. Gour, Quantum resource theories, Rev. Mod. Phys. 91, 025001 (2019).
  19. V. Veitch, S. A. H. Mousavian, D. Gottesman, and J. Emerson, The resource theory of stabilizer quantum computation, New J. Phys. 16, 013009 (2014).
  20. Z.-W. Liu and A. Winter, Many-body quantum magic, PRX Quantum 3, 020333 (2022).
  21. L. Leone, S. F. E. Oliviero, and A. Hamma, Stabilizer Rényi entropy, Phys. Rev. Lett. 128, 050402 (2022).
  22. S. Bravyi, G. Smith, and J. A. Smolin, Trading classical and quantum computational resources, Phys. Rev. X 6, 021043 (2016).
  23. X. Wang, M. M. Wilde, and Y. Su, Quantifying the magic of quantum channels, New J. Phys. 21, 103002 (2019).
  24. M. Howard and E. T. Campbell, Application of a resource theory for magic states to fault-tolerant quantum computing, Phys. Rev. Lett. 118, 090501 (2017).
  25. T. Baumgratz, M. Cramer, and M. B. Plenio, Quantifying coherence, Phys. Rev. Lett. 113, 140401 (2014).
  26. A. Streltsov, G. Adesso, and M. B. Plenio, Colloquium: Quantum coherence as a resource, Rev. Mod. Phys. 89, 041003 (2017).
  27. G. Saxena, E. Chitambar, and G. Gour, Dynamical resource theory of quantum coherence, Phys. Rev. Res. 2, 023298 (2020).
  28. Q. Zhuang, P. W. Shor, and J. H. Shapiro, Resource theory of non-Gaussian operations, Phys. Rev. A 97, 052317 (2018).
  29. R. Takagi and Q. Zhuang, Convex resource theory of non-Gaussianity, Phys. Rev. A 97, 062337 (2018).
  30. M. Hebenstreit, R. Jozsa, B. Kraus, S. Strelchuk, and M. Yoganathan, All pure Fermionic non-Gaussian states are magic states for matchgate computations, Phys. Rev. Lett. 123, 080503 (2019).
  31. L. Lumia, E. Tirrito, R. Fazio, and M. Collura, Measurement-induced transitions beyond Gaussianity: A single particle description, Phys. Rev. Res. 6, 023176 (2024).
  32. X. Lyu and K. Bu, Fermionic Gaussian testing and non-Gaussian measures via convolution, arXiv:2409.08180.
  33. L. Coffman, G. Smith, and X. Gao, Measuring non-Gaussian magic in fermions: Convolution, entropy, and the violation of Wick’s theorem and the matchgate identity, arXiv:2501.06179.
  34. P. Sierant, P. Stornati, and X. Turkeshi, Fermionic magic resources of quantum many-body systems, PRX Quantum 7, 010302 (2026).
  35. P. Sierant, X. Turkeshi, and P. S. Tarabunga, Theory of the matchgate commutant, arXiv:2603.12392.
  36. T. Haug, X. Turkeshi, and P. Sierant, Practical tests and witnesses of Fermionic non-Gaussianity, arXiv:2605.26218.
  37. P. R. N. Falcão, J. Zakrzewski, and P. Sierant, Fermionic magic resources in disordered quantum spin chains, arXiv:2602.00245.
  38. F. Ares, M. Mazzoni, S. Murciano, D. Szász-Schagrin, P. Calabrese, and L. Piroli, An asymmetry lower bound on Fermionic non-Gaussianity, arXiv:2603.16762.
  39. F. Ares, S. Murciano, and P. Calabrese, Non-Gaussianity of random quantum states, arXiv:2605.18986.
  40. F. Haake, Quantum Signatures of Chaos (Springer, Berlin, 2010).
  41. A. M. Läuchli and C. Kollath, Spreading of correlations and entanglement after a quench in the one-dimensional Bose–Hubbard model, J. Stat. Mech. (2008) P05018.
  42. H. Kim and D. A. Huse, Ballistic spreading of entanglement in a diffusive nonintegrable system, Phys. Rev. Lett. 111, 127205 (2013).
  43. L. Leone, S. F. E. Oliviero, Y. Zhou, and A. Hamma, Quantum chaos is quantum, Quantum 5, 453 (2021).
  44. N. D. Varikuti, S. Bandyopadhyay, and P. Hauke, Impact of Clifford operations on non-stabilizing power and quantum chaos, Quantum 10, 2017 (2025).
  45. R. J. Garcia, K. Bu, and A. Jaffe, Resource theory of quantum scrambling, Proc. Natl. Acad. Sci. USA 120, e2217031120 (2023).
  46. B. Swingle, G. Bentsen, M. Schleier-Smith, and P. Hayden, Measuring the scrambling of quantum information, Phys. Rev. A 94, 040302(R) (2016).
  47. N. Y. Halpern, A. Bartolotta, and J. Pollack, Entropic uncertainty relations for quantum information scrambling, Commun. Phys. 2, 92 (2019).
  48. A. Vikram, L. Shou, and V. Galitski, Proof of a universal speed limit on fast scrambling in quantum systems, Phys. Rev. Lett. 136, 150401 (2026).
  49. M. Kaneyasu and Y. Hasegawa, Unified quantification of entanglement and magic in information scrambling and their trade-off relationship, arXiv:2508.11969.
  50. J. Odavić, M. Viscardi, and A. Hamma, Stabilizer entropy in nonintegrable quantum evolutions, Phys. Rev. B 112, 104301 (2025).
  51. C. Capecci, G. C. Santra, A. Bottarelli, E. Tirrito, and P. Hauke, Role of nonstabilizerness in quantum optimization, arXiv:2505.17185.
  52. G. C. Santra, A. Windey, S. Bandyopadhyay, A. Legramandi, and P. Hauke, Complexity transitions in chaotic quantum systems: Nonstabilizerness, entanglement, and fractal dimension in SYK and random matrix models, arXiv:2505.09707.
  53. 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).
  54. S. Pappalardi, L. Foini, and J. Kurchan, Eigenstate thermalization hypothesis and free probability, Phys. Rev. Lett. 129, 170603 (2022).
  55. D. A. Abanin, E. Altman, I. Bloch, and M. Serbyn, Colloquium: Many-body localization, thermalization, and entanglement, Rev. Mod. Phys. 91, 021001 (2019).
  56. P. Sierant, M. Lewenstein, A. Scardicchio, L. Vidmar, and J. Zakrzewski, Many-body localization in the age of classical computing, Rep. Prog. Phys. 88, 026502 (2025).
  57. E. Tirrito, P. S. Tarabunga, D. S. Bhakuni, M. Dalmonte, P. Sierant, and X. Turkeshi, Universal spreading of nonstabilizerness and quantum transport, arXiv:2506.12133.
  58. B. Jasser, J. Odavić, and A. Hamma, Stabilizer entropy and entanglement complexity in the Sachdev-Ye-Kitaev model, Phys. Rev. B 112, 174204 (2025).
  59. S. Bera and M. Schirò, Non-stabilizerness of Sachdev-Ye-Kitaev model, SciPost Phys. 19, 159 (2025).
  60. D. Sticlet, B. Dóra, D. Szombathy, G. Zaránd, and C. P. Moca, Nonstabilizerness in open XXZ spin chains: Universal scaling and dynamics, Phys. Rev. Res. 7, 043130 (2025).
  61. P. R. N. Falcão, P. Sierant, J. Zakrzewski, and E. Tirrito, Nonstabilizerness dynamics in many-body localized systems, Phys. Rev. Lett. 135, 240404 (2025).
  62. N. D. Varikuti, S. Bandyopadhyay, and P. Hauke, Deep thermalization and measurements of quantum resources, arXiv:2512.09999.
  63. T. Haug and L. Piroli, Quantifying nonstabilizerness of matrix product states, Phys. Rev. B 107, 035148 (2023).
  64. P. S. Tarabunga, E. Tirrito, T. Chanda, and M. Dalmonte, Many-body magic via Pauli-Markov chains – from criticality to gauge theories, PRX Quantum 4, 040317 (2023).
  65. P. S. Tarabunga and C. Castelnovo, Magic in generalized Rokhsar-Kivelson wavefunctions, Quantum 8, 1347 (2024).
  66. M. Collura, J. D. Nardis, V. Alba, and G. Lami, The non-stabilizerness of Fermionic Gaussian states, Quantum 10, 2036 (2024).
  67. G. C. Santra, J. Mildenberger, E. Ballini, A. Bottarelli, M. M. Wauters, and P. Hauke, Quantum resources in non-Abelian lattice gauge theories: Nonstabilizerness, multipartite entanglement, and Fermionic non-Gaussianity, arXiv:2510.07385.
  68. C. D. White, C. Cao, and B. Swingle, Conformal field theories are magical, Phys. Rev. B 103, 075145 (2021).
  69. M. Frau, P. S. Tarabunga, M. Collura, E. Tirrito, and M. Dalmonte, Stabilizer disentangling of conformal field theories, SciPost Phys. 18, 165 (2025).
  70. M. Hoshino, M. Oshikawa, and Y. Ashida, Stabilizer Rényi entropy and conformal field theory, Phys. Rev. X 16, 011037 (2026).
  71. M. Bejan, C. McLauchlan, and B. Béri, Dynamical magic transitions in monitored Clifford+T circuits, PRX Quantum 5, 030332 (2024).
  72. G. E. Fux, E. Tirrito, M. Dalmonte, and R. Fazio, Entanglement–nonstabilizerness separation in hybrid quantum circuits, Phys. Rev. Res. 6, L042030 (2024).
  73. E. Tirrito, L. Lumia, A. Paviglianiti, G. Lami, A. Silva, X. Turkeshi, and M. Collura, Magic phase transitions in monitored Gaussian fermions, arXiv:2507.07179.
  74. F. B. Trigueros and J. A. M. Guzmán, Nonstabilizerness and error resilience in noisy quantum circuits, Phys. Rev. Lett. 136, 240602 (2026).
  75. P. Sierant and X. Turkeshi, Theory of magic phase transitions in encoding-decoding circuits, arXiv:2603.00235.
  76. T. Hernández-Yanes, P. Sierant, J. Zakrzewski, and M. Płodzień, Non-stabilizerness in quantum-enhanced metrological protocols, Phys. Rev. A 113, 012416 (2026).
  77. A. Lira-Solanilla, S. Aditya, X. Turkeshi, and S. Pappalardi, Assembling extensive quantum Fisher information in stabilizer systems, arXiv:2604.15268.
  78. B. Coecke, T. Fritz, and R. W. Spekkens, A mathematical theory of resources, Inf. Comput. 250, 59 (2016).
  79. M. P. A. Fisher, V. Khemani, A. Nahum, and S. Vijay, Random quantum circuits, Annu. Rev. Condens. Matter Phys. 14, 335 (2023).
  80. A. Nahum, S. Vijay, and J. Haah, Operator spreading in random unitary circuits, Phys. Rev. X 8, 021014 (2018).
  81. A. Chan, A. De Luca, and J. T. Chalker, Solution of a minimal model for many-body quantum chaos, Phys. Rev. X 8, 041019 (2018).
  82. S. Shivam, A. De Luca, D. A. Huse, and A. Chan, Many-body quantum chaos and emergence of Ginibre ensemble, Phys. Rev. Lett. 130, 140403 (2023).
  83. A. Nahum, J. Ruhman, S. Vijay, and J. Haah, Quantum entanglement growth under random unitary dynamics, Phys. Rev. X 7, 031016 (2017).
  84. T. Zhou and A. Nahum, Emergent statistical mechanics of entanglement in random unitary circuits, Phys. Rev. B 99, 174205 (2019).
  85. 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).
  86. P. Sierant, M. Schirò, M. Lewenstein, and X. Turkeshi, Entanglement growth and minimal membranes in (d+1) random unitary circuits, Phys. Rev. Lett. 131, 230403 (2023).
  87. T. Zhou and A. Nahum, Entanglement membrane in chaotic many-body systems, Phys. Rev. X 10, 031066 (2020).
  88. G. M. Sommers, S. Gopalakrishnan, M. J. Gullans, and D. A. Huse, Zero-temperature entanglement membranes in quantum circuits, Phys. Rev. B 110, 064311 (2024).
  89. 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).
  90. C. Bertoni, J. Haferkamp, M. Hinsche, M. Ioannou, J. Eisert, and H. Pashayan, Shallow shadows: Expectation estimation using low-depth random Clifford circuits, Phys. Rev. Lett. 133, 020602 (2024).
  91. X. Turkeshi and P. Sierant, Hilbert space delocalization under random unitary circuits, Entropy 26, 471 (2024).
  92. D. García-Martín, P. Braccia, and M. Cerezo, Architectures and random properties of symplectic quantum circuits, Quantum Sci. Technol. 11, 015012 (2025).
  93. P. Braccia, P. Bermejo, L. Cincio, and M. Cerezo, Computing exact moments of local random quantum circuits via tensor networks, Quantum Mach. Intell. 6, 54 (2024).
  94. A. Christopoulos, A. Chan, and A. De Luca, Universal distributions of overlaps from generic dynamics in quantum many-body systems, Phys. Rev. Res. 7, 043035 (2025).
  95. B. Magni, A. Christopoulos, A. De Luca, and X. Turkeshi, Anticoncentration in Clifford circuits and beyond: From random tensor networks to pseudomagic states, Phys. Rev. X 15, 031071 (2025).
  96. Y. Zhang, S. Vijay, Y. Gu, and Y. Bao, Designs from magic-augmented Clifford circuits, PRX Quantum 7, 010344 (2026).
  97. X. Turkeshi, E. Tirrito, and P. Sierant, Magic spreading in random quantum circuits, Nat. Commun. 16, 2575 (2025).
  98. E. Tirrito, X. Turkeshi, and P. Sierant, Anticoncentration and nonstabilizerness spreading under ergodic quantum dynamics, Phys. Rev. Lett. 135, 220401 (2025).
  99. A. De Luca and A. Scardicchio, Ergodicity breaking in a model showing many-body localization, EPL 101, 37003 (2013).
  100. N. Macé, F. Alet, and N. Laflorencie, Multifractal scalings across the many-body localization transition, Phys. Rev. Lett. 123, 180601 (2019).
  101. J.-M. Stéphan, S. Furukawa, G. Misguich, and V. Pasquier, Shannon and entanglement entropies of one- and two-dimensional critical wave functions, Phys. Rev. B 80, 184421 (2009).
  102. J.-M. Stéphan, G. Misguich, and V. Pasquier, Rényi entropy of a line in two-dimensional Ising models, Phys. Rev. B 82, 125455 (2010).
  103. D. J. Luitz, F. Alet, and N. Laflorencie, Universal behavior beyond multifractality in quantum many-body systems, Phys. Rev. Lett. 112, 057203 (2014).
  104. D. J. Luitz, X. Plat, N. Laflorencie, and F. Alet, Improving entanglement and thermodynamic Rényi entropy measurements in quantum Monte Carlo, Phys. Rev. B 90, 125105 (2014).
  105. Y. Y. Atas and E. Bogomolny, Multifractality of eigenfunctions in spin chains, Phys. Rev. E 86, 021104 (2012).
  106. J. Lindinger, A. Buchleitner, and A. Rodríguez, Many-body multifractality throughout Bosonic superfluid and Mott insulator phases, Phys. Rev. Lett. 122, 106603 (2019).
  107. L. Pausch, E. G. Carnio, A. Rodríguez, and A. Buchleitner, Chaos and ergodicity across the energy spectrum of interacting bosons, Phys. Rev. Lett. 126, 150601 (2021).
  108. Y. Liu, P. Sierant, P. Stornati, M. Lewenstein, and M. Płodzień, Quantum algorithms for inverse participation ratio estimation in multiqubit and multiqudit systems, Phys. Rev. A 111, 052614 (2025).
  109. B. Eastin and E. Knill, Restrictions on transversal encoded quantum gate sets, Phys. Rev. Lett. 102, 110502 (2009).
  110. S. Bravyi and R. König, Classification of topologically protected gates for local stabilizer codes, Phys. Rev. Lett. 110, 170503 (2013).
  111. H. Bombín, Dimensional jump in quantum error correction, New J. Phys. 18, 043038 (2016).
  112. X. Turkeshi, P. Calabrese, and A. De Luca, Quantum Mpemba effect in random circuits, Phys. Rev. Lett. 135, 040403 (2025).
  113. S. Liu, H.-K. Zhang, S.-X. Yin, and S.-X. Zhang, Symmetry restoration and quantum Mpemba effect in symmetric random circuits, Phys. Rev. Lett. 133, 140405 (2024).
  114. S. Aditya, A. Summer, P. Sierant, and X. Turkeshi, Mpemba effects in quantum complexity, arXiv:2509.22176.
  115. A. Summer, M. Moroder, L. P. Bettmann, X. Turkeshi, I. Marvian, and J. Goold, Resource-theoretical unification of Mpemba effects: Classical and quantum, Phys. Rev. X 16, 011065 (2026).
  116. T. Haug and L. Piroli, Stabilizer entropies and nonstabilizerness monotones, Quantum 7, 1092 (2023).
  117. L. Leone and L. Bittel, Stabilizer entropies are monotones for magic-state resource theory, Phys. Rev. A 110, L040403 (2024).
  118. S. F. E. Oliviero, L. Leone, A. Hamma, and S. Lloyd, Measuring magic on a quantum processor, npj Quantum Inf. 8, 148 (2022).
  119. 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).
  120. T. Haug, S. Lee, and M. S. Kim, Efficient quantum algorithms for stabilizer entropies, Phys. Rev. Lett. 132, 240602 (2024).
  121. T. Haug and P. S. Tarabunga, Efficient witnessing and testing of magic in mixed quantum states, npj Quantum Inf. 12, 40 (2026).
  122. M. Heinrich and D. Gross, Robustness of magic and symmetries of the stabiliser polytope, Quantum 3, 132 (2019).
  123. H. Hamaguchi, K. Hamada, and N. Yoshioka, Handbook for quantifying robustness of magic, Quantum 8, 1461 (2024).
  124. F. Levi and F. Mintert, A quantitative theory of coherent delocalization, New J. Phys. 16, 033007 (2014).
  125. G. B. Mbeng, A. Russomanno, and G. E. Santoro, The quantum Ising chain for beginners, SciPost Phys. Lect. Notes 82 (2024).
  126. J. Surace and L. Tagliacozzo, Fermionic Gaussian states: An introduction to numerical approaches, SciPost Phys. Lect. Notes 54 (2022).
  127. I. Peschel and V. Eisler, Reduced density matrices and entanglement entropy in free lattice models, J. Phys. A: Math. Theor. 42, 504003 (2009).
  128. J. Williamson, On the algebraic problem concerning the normal forms of linear dynamical systems, Am. J. Math. 58, 141 (1936).
  129. B. Zumino, Normal forms of complex matrices, J. Math. Phys. 3, 1055 (1962).
  130. S. Aaronson and D. Gottesman, Improved simulation of stabilizer circuits, Phys. Rev. A 70, 052328 (2004).
  131. C. Gidney, Stim: A fast stabilizer circuit simulator, Quantum 5, 497 (2021).
  132. L. G. Valiant, Quantum computers that can be simulated classically in polynomial time, in Proceedings of the Thirty-Third Annual ACM Symposium on Theory of Computing (STOC’01) (Association for Computing Machinery, New York, NY, USA, 2001), pp. 114–123.
  133. B. M. Terhal and D. P. DiVincenzo, Classical simulation of noninteracting-fermion quantum circuits, Phys. Rev. A 65, 032325 (2002).
  134. R. Jozsa and A. Miyake, Matchgates and classical simulation of quantum circuits, Proc. R. Soc. A Math. Phys. Eng. Sci. 464, 3089 (2008).
  135. S. Bravyi and A. Kitaev, Universal quantum computation with ideal Clifford gates and noisy ancillas, Phys. Rev. A 71, 022316 (2005).
  136. M. Oszmaniec, N. Dangniam, M. E. S. Morales, and Z. Zimborás, Fermion sampling: A robust quantum computational advantage scheme using Fermionic linear optics and magic input states, PRX Quantum 3, 020328 (2022).
  137. S. Bravyi and D. Gosset, Improved classical simulation of quantum circuits dominated by Clifford gates, Phys. Rev. Lett. 116, 250501 (2016).
  138. S. Bravyi, D. Browne, P. Calpin, E. Campbell, D. Gosset, and M. Howard, Simulation of quantum circuits by low-rank stabilizer decompositions, Quantum 3, 181 (2019).
  139. X. Turkeshi, Lecture notes on replica tensor networks for random quantum circuits, arXiv:2605.11150.
  140. A. Jamiołkowski, Linear transformations which preserve trace and positive semidefiniteness of operators, Rep. Math. Phys. 3, 275 (1972).
  141. M.-D. Choi, Completely positive linear maps on complex matrices, Linear Algebra Appl. 10, 285 (1975).
  142. X. Turkeshi, M. Schirò, and P. Sierant, Measuring nonstabilizerness via multifractal flatness, Phys. Rev. A 108, 042408 (2023).
  143. L. Ebner, B. Müller, A. Schäfer, L. Schmotzer, C. Seidl, and X. Yao, The magic barrier before thermalization, Phys. Rev. Lett. 136, 230403 (2026).
  144. E. Tirrito, P. S. Tarabunga, G. Lami, T. Chanda, L. Leone, S. F. E. Oliviero, M. Dalmonte, M. Collura, and A. Hamma, Quantifying nonstabilizerness through entanglement spectrum flatness, Phys. Rev. A 109, L040401 (2024).
  145. C. Cao, G. Cheng, A. Hamma, L. Leone, W. Munizzi, and S. F. E. Oliviero, Gravitational back-reaction is magical, PRX Quantum 6, 040375 (2025).
  146. H. Yu, Z.-X. Li, and S.-X. Zhang, Symmetry breaking dynamics in quantum many-body systems, Chin. Phys. Lett. 42, 110602 (2025).
  147. 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).
  148. T. Rakovszky, F. Pollmann, and C. W. von Keyserlingk, Sub-ballistic growth of Rényi entropies due to diffusion, Phys. Rev. Lett. 122, 250602 (2019).
  149. A. A. Michailidis, D. A. Abanin, and L. V. Delacrétaz, Corrections to diffusion in interacting quantum systems, Phys. Rev. X 14, 031020 (2024).
  150. S. Aditya, E. Tirrito, P. Sierant, and X. Turkeshi, Coherence dynamics in quantum many-body systems with conservation laws, arXiv:2604.23192.
  151. Y. Zhang and Y. Gu, Quantum magic dynamics in random circuits, npj Quantum Inf. 12, 87 (2026).
  152. R. Moessner and S. L. Sondhi, Equilibration and order in quantum Floquet matter, Nat. Phys. 13, 424 (2017).
  153. A. Polkovnikov, K. Sengupta, A. Silva, and M. Vengalattore, Colloquium: Nonequilibrium dynamics of closed interacting quantum systems, Rev. Mod. Phys. 83, 863 (2011).
  154. S. Aditya, S. Murciano, and X. Turkeshi, Higher-order symmetric quantum Mpemba effect in fragmented systems, arXiv:2606.06653.
  155. L. Vidmar and M. Rigol, Generalized Gibbs ensemble in integrable lattice models, J. Stat. Mech. (2016) 064007.
  156. M. Serbyn, D. A. Abanin, and Z. Papić, Quantum many-body scars and weak breaking of ergodicity, Nat. Phys. 17, 675 (2021).
  157. A. Chandran, T. Iadecola, V. Khemani, and R. Moessner, Quantum many-body scars: A quasiparticle perspective, Annu. Rev. Condens. Matter Phys. 14, 443 (2023).
  158. X. Turkeshi, A. Dymarsky, and P. Sierant, Pauli spectrum and nonstabilizerness of typical quantum many-body states, Phys. Rev. B 111, 054301 (2025).
  159. S. Maity and R. Hamazaki, Local spreading of stabilizer Rényi entropy in a brickwork random Clifford circuit, Phys. Rev. Res. 8, 013324 (2026).
  160. M. Bejan, P. W. Claeys, and J. Yao, Magic spreading under unitary Clifford dynamics, arXiv:2511.21487.
  161. S. Aditya, X. Turkeshi, and P. Sierant, Data for “Growth and spreading of quantum resources under random circuit dynamics” [Data set], Zenodo, 2026, https://doi.org/10.5281/zenodo.20814387.
  162. D. Gross, Hudson’s theorem for finite‐dimensional quantum systems, J. Math. Phys. 47, 122107 (2006).
  163. V. Veitch, C. Ferrie, D. Gross, and J. Emerson, Negative quasi-probability as a resource for quantum computation, New J. Phys. 14, 113011 (2012).
  164. P. S. Tarabunga, Critical behaviors of non-stabilizerness in quantum spin chains, Quantum 8, 1413 (2024).
  165. P. Sierant, J. Vallès-Muns, and A. Garcia-Saez, Computing quantum magic of state vectors, Quantum 10, 2059 (2026).
  166. D. Gottesman, Fault-tolerant quantum computation with higher-dimensional systems, Chaos, Solit. Fractals 10, 1749 (1999).

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