- Open Access
Growth and spreading of quantum resources under random circuit dynamics
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)
- R. Horodecki, P. Horodecki, M. Horodecki, and K. Horodecki, Quantum entanglement, Rev. Mod. Phys. 81, 865 (2009).
- L. Amico, R. Fazio, A. Osterloh, and V. Vedral, Entanglement in many-body systems, Rev. Mod. Phys. 80, 517 (2008).
- A. M. Dalzell, N. Hunter-Jones, and F. G. S. L. Brandão, Random quantum circuits anticoncentrate in log depth, PRX Quantum 3, 010333 (2022).
- P. Sierant and X. Turkeshi, Universal behavior beyond multifractality of wave functions at measurement-induced phase transitions, Phys. Rev. Lett. 128, 130605 (2022).
- 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).
- B. Magni and X. Turkeshi, Quantum complexity and chaos in many-qudit doped Clifford circuits, Quantum 9, 1956 (2025).
- 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).
- A. Bouland, B. Fefferman, C. Nirkhe, and U. Vazirani, On the complexity and verification of quantum random circuit sampling, Nat. Phys. 15, 159 (2019).
- G. Lami, J. De Nardis, and X. Turkeshi, Anticoncentration and state design of random tensor networks, Phys. Rev. Lett. 134, 010401 (2025).
- M. Fava, J. Kurchan, and S. Pappalardi, Designs via free probability, Phys. Rev. X 15, 011031 (2025).
- Z. Cheng, X. Feng, and M. Ippoliti, Pseudoentanglement from tensor networks, Phys. Rev. Lett. 135, 020403 (2025).
- M. Ippoliti and W. W. Ho, Dynamical purification and the emergence of quantum state designs from the projected ensemble, PRX Quantum 4, 030322 (2023).
- P. W. Claeys and A. Lamacraft, Emergent quantum state designs and biunitarity in dual-unitary circuit dynamics, Quantum 6, 738 (2022).
- T. Schuster, J. Haferkamp, and H.-Y. Huang, Random unitaries in extremely low depth, Science 389, 92 (2025).
- R. P. Feynman, Simulating physics with computers, Int. J. Theor. Phys. 21, 467 (1982).
- J. I. Cirac and P. Zoller, Goals and opportunities in quantum simulation, Nat. Phys. 8, 264 (2012).
- 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).
- E. Chitambar and G. Gour, Quantum resource theories, Rev. Mod. Phys. 91, 025001 (2019).
- V. Veitch, S. A. H. Mousavian, D. Gottesman, and J. Emerson, The resource theory of stabilizer quantum computation, New J. Phys. 16, 013009 (2014).
- Z.-W. Liu and A. Winter, Many-body quantum magic, PRX Quantum 3, 020333 (2022).
- L. Leone, S. F. E. Oliviero, and A. Hamma, Stabilizer Rényi entropy, Phys. Rev. Lett. 128, 050402 (2022).
- S. Bravyi, G. Smith, and J. A. Smolin, Trading classical and quantum computational resources, Phys. Rev. X 6, 021043 (2016).
- X. Wang, M. M. Wilde, and Y. Su, Quantifying the magic of quantum channels, New J. Phys. 21, 103002 (2019).
- 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).
- T. Baumgratz, M. Cramer, and M. B. Plenio, Quantifying coherence, Phys. Rev. Lett. 113, 140401 (2014).
- A. Streltsov, G. Adesso, and M. B. Plenio, Colloquium: Quantum coherence as a resource, Rev. Mod. Phys. 89, 041003 (2017).
- G. Saxena, E. Chitambar, and G. Gour, Dynamical resource theory of quantum coherence, Phys. Rev. Res. 2, 023298 (2020).
- Q. Zhuang, P. W. Shor, and J. H. Shapiro, Resource theory of non-Gaussian operations, Phys. Rev. A 97, 052317 (2018).
- R. Takagi and Q. Zhuang, Convex resource theory of non-Gaussianity, Phys. Rev. A 97, 062337 (2018).
- 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).
- L. Lumia, E. Tirrito, R. Fazio, and M. Collura, Measurement-induced transitions beyond Gaussianity: A single particle description, Phys. Rev. Res. 6, 023176 (2024).
- X. Lyu and K. Bu, Fermionic Gaussian testing and non-Gaussian measures via convolution, arXiv:2409.08180.
- 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.
- P. Sierant, P. Stornati, and X. Turkeshi, Fermionic magic resources of quantum many-body systems, PRX Quantum 7, 010302 (2026).
- P. Sierant, X. Turkeshi, and P. S. Tarabunga, Theory of the matchgate commutant, arXiv:2603.12392.
- T. Haug, X. Turkeshi, and P. Sierant, Practical tests and witnesses of Fermionic non-Gaussianity, arXiv:2605.26218.
- P. R. N. Falcão, J. Zakrzewski, and P. Sierant, Fermionic magic resources in disordered quantum spin chains, arXiv:2602.00245.
- 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.
- F. Ares, S. Murciano, and P. Calabrese, Non-Gaussianity of random quantum states, arXiv:2605.18986.
- F. Haake, Quantum Signatures of Chaos (Springer, Berlin, 2010).
- 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.
- H. Kim and D. A. Huse, Ballistic spreading of entanglement in a diffusive nonintegrable system, Phys. Rev. Lett. 111, 127205 (2013).
- L. Leone, S. F. E. Oliviero, Y. Zhou, and A. Hamma, Quantum chaos is quantum, Quantum 5, 453 (2021).
- N. D. Varikuti, S. Bandyopadhyay, and P. Hauke, Impact of Clifford operations on non-stabilizing power and quantum chaos, Quantum 10, 2017 (2025).
- R. J. Garcia, K. Bu, and A. Jaffe, Resource theory of quantum scrambling, Proc. Natl. Acad. Sci. USA 120, e2217031120 (2023).
- B. Swingle, G. Bentsen, M. Schleier-Smith, and P. Hayden, Measuring the scrambling of quantum information, Phys. Rev. A 94, 040302(R) (2016).
- N. Y. Halpern, A. Bartolotta, and J. Pollack, Entropic uncertainty relations for quantum information scrambling, Commun. Phys. 2, 92 (2019).
- 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).
- M. Kaneyasu and Y. Hasegawa, Unified quantification of entanglement and magic in information scrambling and their trade-off relationship, arXiv:2508.11969.
- J. Odavić, M. Viscardi, and A. Hamma, Stabilizer entropy in nonintegrable quantum evolutions, Phys. Rev. B 112, 104301 (2025).
- C. Capecci, G. C. Santra, A. Bottarelli, E. Tirrito, and P. Hauke, Role of nonstabilizerness in quantum optimization, arXiv:2505.17185.
- 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.
- 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).
- S. Pappalardi, L. Foini, and J. Kurchan, Eigenstate thermalization hypothesis and free probability, Phys. Rev. Lett. 129, 170603 (2022).
- D. A. Abanin, E. Altman, I. Bloch, and M. Serbyn, Colloquium: Many-body localization, thermalization, and entanglement, Rev. Mod. Phys. 91, 021001 (2019).
- 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).
- 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.
- B. Jasser, J. Odavić, and A. Hamma, Stabilizer entropy and entanglement complexity in the Sachdev-Ye-Kitaev model, Phys. Rev. B 112, 174204 (2025).
- S. Bera and M. Schirò, Non-stabilizerness of Sachdev-Ye-Kitaev model, SciPost Phys. 19, 159 (2025).
- 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).
- P. R. N. Falcão, P. Sierant, J. Zakrzewski, and E. Tirrito, Nonstabilizerness dynamics in many-body localized systems, Phys. Rev. Lett. 135, 240404 (2025).
- N. D. Varikuti, S. Bandyopadhyay, and P. Hauke, Deep thermalization and measurements of quantum resources, arXiv:2512.09999.
- T. Haug and L. Piroli, Quantifying nonstabilizerness of matrix product states, Phys. Rev. B 107, 035148 (2023).
- 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).
- P. S. Tarabunga and C. Castelnovo, Magic in generalized Rokhsar-Kivelson wavefunctions, Quantum 8, 1347 (2024).
- M. Collura, J. D. Nardis, V. Alba, and G. Lami, The non-stabilizerness of Fermionic Gaussian states, Quantum 10, 2036 (2024).
- 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.
- C. D. White, C. Cao, and B. Swingle, Conformal field theories are magical, Phys. Rev. B 103, 075145 (2021).
- M. Frau, P. S. Tarabunga, M. Collura, E. Tirrito, and M. Dalmonte, Stabilizer disentangling of conformal field theories, SciPost Phys. 18, 165 (2025).
- M. Hoshino, M. Oshikawa, and Y. Ashida, Stabilizer Rényi entropy and conformal field theory, Phys. Rev. X 16, 011037 (2026).
- M. Bejan, C. McLauchlan, and B. Béri, Dynamical magic transitions in monitored Clifford+ circuits, PRX Quantum 5, 030332 (2024).
- G. E. Fux, E. Tirrito, M. Dalmonte, and R. Fazio, Entanglement–nonstabilizerness separation in hybrid quantum circuits, Phys. Rev. Res. 6, L042030 (2024).
- 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.
- F. B. Trigueros and J. A. M. Guzmán, Nonstabilizerness and error resilience in noisy quantum circuits, Phys. Rev. Lett. 136, 240602 (2026).
- P. Sierant and X. Turkeshi, Theory of magic phase transitions in encoding-decoding circuits, arXiv:2603.00235.
- T. Hernández-Yanes, P. Sierant, J. Zakrzewski, and M. Płodzień, Non-stabilizerness in quantum-enhanced metrological protocols, Phys. Rev. A 113, 012416 (2026).
- A. Lira-Solanilla, S. Aditya, X. Turkeshi, and S. Pappalardi, Assembling extensive quantum Fisher information in stabilizer systems, arXiv:2604.15268.
- B. Coecke, T. Fritz, and R. W. Spekkens, A mathematical theory of resources, Inf. Comput. 250, 59 (2016).
- M. P. A. Fisher, V. Khemani, A. Nahum, and S. Vijay, Random quantum circuits, Annu. Rev. Condens. Matter Phys. 14, 335 (2023).
- A. Nahum, S. Vijay, and J. Haah, Operator spreading in random unitary circuits, Phys. Rev. X 8, 021014 (2018).
- 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).
- 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).
- A. Nahum, J. Ruhman, S. Vijay, and J. Haah, Quantum entanglement growth under random unitary dynamics, Phys. Rev. X 7, 031016 (2017).
- T. Zhou and A. Nahum, Emergent statistical mechanics of entanglement in random unitary circuits, Phys. Rev. B 99, 174205 (2019).
- 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).
- P. Sierant, M. Schirò, M. Lewenstein, and X. Turkeshi, Entanglement growth and minimal membranes in random unitary circuits, Phys. Rev. Lett. 131, 230403 (2023).
- T. Zhou and A. Nahum, Entanglement membrane in chaotic many-body systems, Phys. Rev. X 10, 031066 (2020).
- 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).
- 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).
- 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).
- X. Turkeshi and P. Sierant, Hilbert space delocalization under random unitary circuits, Entropy 26, 471 (2024).
- D. García-Martín, P. Braccia, and M. Cerezo, Architectures and random properties of symplectic quantum circuits, Quantum Sci. Technol. 11, 015012 (2025).
- 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).
- 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).
- 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).
- Y. Zhang, S. Vijay, Y. Gu, and Y. Bao, Designs from magic-augmented Clifford circuits, PRX Quantum 7, 010344 (2026).
- X. Turkeshi, E. Tirrito, and P. Sierant, Magic spreading in random quantum circuits, Nat. Commun. 16, 2575 (2025).
- E. Tirrito, X. Turkeshi, and P. Sierant, Anticoncentration and nonstabilizerness spreading under ergodic quantum dynamics, Phys. Rev. Lett. 135, 220401 (2025).
- A. De Luca and A. Scardicchio, Ergodicity breaking in a model showing many-body localization, EPL 101, 37003 (2013).
- N. Macé, F. Alet, and N. Laflorencie, Multifractal scalings across the many-body localization transition, Phys. Rev. Lett. 123, 180601 (2019).
- 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).
- J.-M. Stéphan, G. Misguich, and V. Pasquier, Rényi entropy of a line in two-dimensional Ising models, Phys. Rev. B 82, 125455 (2010).
- D. J. Luitz, F. Alet, and N. Laflorencie, Universal behavior beyond multifractality in quantum many-body systems, Phys. Rev. Lett. 112, 057203 (2014).
- 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).
- Y. Y. Atas and E. Bogomolny, Multifractality of eigenfunctions in spin chains, Phys. Rev. E 86, 021104 (2012).
- J. Lindinger, A. Buchleitner, and A. Rodríguez, Many-body multifractality throughout Bosonic superfluid and Mott insulator phases, Phys. Rev. Lett. 122, 106603 (2019).
- 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).
- 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).
- B. Eastin and E. Knill, Restrictions on transversal encoded quantum gate sets, Phys. Rev. Lett. 102, 110502 (2009).
- S. Bravyi and R. König, Classification of topologically protected gates for local stabilizer codes, Phys. Rev. Lett. 110, 170503 (2013).
- H. Bombín, Dimensional jump in quantum error correction, New J. Phys. 18, 043038 (2016).
- X. Turkeshi, P. Calabrese, and A. De Luca, Quantum Mpemba effect in random circuits, Phys. Rev. Lett. 135, 040403 (2025).
- 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).
- S. Aditya, A. Summer, P. Sierant, and X. Turkeshi, Mpemba effects in quantum complexity, arXiv:2509.22176.
- 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).
- T. Haug and L. Piroli, Stabilizer entropies and nonstabilizerness monotones, Quantum 7, 1092 (2023).
- L. Leone and L. Bittel, Stabilizer entropies are monotones for magic-state resource theory, Phys. Rev. A 110, L040403 (2024).
- S. F. E. Oliviero, L. Leone, A. Hamma, and S. Lloyd, Measuring magic on a quantum processor, npj Quantum Inf. 8, 148 (2022).
- 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).
- T. Haug, S. Lee, and M. S. Kim, Efficient quantum algorithms for stabilizer entropies, Phys. Rev. Lett. 132, 240602 (2024).
- T. Haug and P. S. Tarabunga, Efficient witnessing and testing of magic in mixed quantum states, npj Quantum Inf. 12, 40 (2026).
- M. Heinrich and D. Gross, Robustness of magic and symmetries of the stabiliser polytope, Quantum 3, 132 (2019).
- H. Hamaguchi, K. Hamada, and N. Yoshioka, Handbook for quantifying robustness of magic, Quantum 8, 1461 (2024).
- F. Levi and F. Mintert, A quantitative theory of coherent delocalization, New J. Phys. 16, 033007 (2014).
- G. B. Mbeng, A. Russomanno, and G. E. Santoro, The quantum Ising chain for beginners, SciPost Phys. Lect. Notes 82 (2024).
- J. Surace and L. Tagliacozzo, Fermionic Gaussian states: An introduction to numerical approaches, SciPost Phys. Lect. Notes 54 (2022).
- I. Peschel and V. Eisler, Reduced density matrices and entanglement entropy in free lattice models, J. Phys. A: Math. Theor. 42, 504003 (2009).
- J. Williamson, On the algebraic problem concerning the normal forms of linear dynamical systems, Am. J. Math. 58, 141 (1936).
- B. Zumino, Normal forms of complex matrices, J. Math. Phys. 3, 1055 (1962).
- S. Aaronson and D. Gottesman, Improved simulation of stabilizer circuits, Phys. Rev. A 70, 052328 (2004).
- C. Gidney, Stim: A fast stabilizer circuit simulator, Quantum 5, 497 (2021).
- 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.
- B. M. Terhal and D. P. DiVincenzo, Classical simulation of noninteracting-fermion quantum circuits, Phys. Rev. A 65, 032325 (2002).
- R. Jozsa and A. Miyake, Matchgates and classical simulation of quantum circuits, Proc. R. Soc. A Math. Phys. Eng. Sci. 464, 3089 (2008).
- S. Bravyi and A. Kitaev, Universal quantum computation with ideal Clifford gates and noisy ancillas, Phys. Rev. A 71, 022316 (2005).
- 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).
- S. Bravyi and D. Gosset, Improved classical simulation of quantum circuits dominated by Clifford gates, Phys. Rev. Lett. 116, 250501 (2016).
- 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).
- X. Turkeshi, Lecture notes on replica tensor networks for random quantum circuits, arXiv:2605.11150.
- A. Jamiołkowski, Linear transformations which preserve trace and positive semidefiniteness of operators, Rep. Math. Phys. 3, 275 (1972).
- M.-D. Choi, Completely positive linear maps on complex matrices, Linear Algebra Appl. 10, 285 (1975).
- X. Turkeshi, M. Schirò, and P. Sierant, Measuring nonstabilizerness via multifractal flatness, Phys. Rev. A 108, 042408 (2023).
- L. Ebner, B. Müller, A. Schäfer, L. Schmotzer, C. Seidl, and X. Yao, The magic barrier before thermalization, Phys. Rev. Lett. 136, 230403 (2026).
- 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).
- 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).
- H. Yu, Z.-X. Li, and S.-X. Zhang, Symmetry breaking dynamics in quantum many-body systems, Chin. Phys. Lett. 42, 110602 (2025).
- 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).
- T. Rakovszky, F. Pollmann, and C. W. von Keyserlingk, Sub-ballistic growth of Rényi entropies due to diffusion, Phys. Rev. Lett. 122, 250602 (2019).
- A. A. Michailidis, D. A. Abanin, and L. V. Delacrétaz, Corrections to diffusion in interacting quantum systems, Phys. Rev. X 14, 031020 (2024).
- S. Aditya, E. Tirrito, P. Sierant, and X. Turkeshi, Coherence dynamics in quantum many-body systems with conservation laws, arXiv:2604.23192.
- Y. Zhang and Y. Gu, Quantum magic dynamics in random circuits, npj Quantum Inf. 12, 87 (2026).
- R. Moessner and S. L. Sondhi, Equilibration and order in quantum Floquet matter, Nat. Phys. 13, 424 (2017).
- A. Polkovnikov, K. Sengupta, A. Silva, and M. Vengalattore, Colloquium: Nonequilibrium dynamics of closed interacting quantum systems, Rev. Mod. Phys. 83, 863 (2011).
- S. Aditya, S. Murciano, and X. Turkeshi, Higher-order symmetric quantum Mpemba effect in fragmented systems, arXiv:2606.06653.
- L. Vidmar and M. Rigol, Generalized Gibbs ensemble in integrable lattice models, J. Stat. Mech. (2016) 064007.
- M. Serbyn, D. A. Abanin, and Z. Papić, Quantum many-body scars and weak breaking of ergodicity, Nat. Phys. 17, 675 (2021).
- A. Chandran, T. Iadecola, V. Khemani, and R. Moessner, Quantum many-body scars: A quasiparticle perspective, Annu. Rev. Condens. Matter Phys. 14, 443 (2023).
- X. Turkeshi, A. Dymarsky, and P. Sierant, Pauli spectrum and nonstabilizerness of typical quantum many-body states, Phys. Rev. B 111, 054301 (2025).
- S. Maity and R. Hamazaki, Local spreading of stabilizer Rényi entropy in a brickwork random Clifford circuit, Phys. Rev. Res. 8, 013324 (2026).
- M. Bejan, P. W. Claeys, and J. Yao, Magic spreading under unitary Clifford dynamics, arXiv:2511.21487.
- 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.
- D. Gross, Hudson’s theorem for finite‐dimensional quantum systems, J. Math. Phys. 47, 122107 (2006).
- V. Veitch, C. Ferrie, D. Gross, and J. Emerson, Negative quasi-probability as a resource for quantum computation, New J. Phys. 14, 113011 (2012).
- P. S. Tarabunga, Critical behaviors of non-stabilizerness in quantum spin chains, Quantum 8, 1413 (2024).
- P. Sierant, J. Vallès-Muns, and A. Garcia-Saez, Computing quantum magic of state vectors, Quantum 10, 2059 (2026).
- D. Gottesman, Fault-tolerant quantum computation with higher-dimensional systems, Chaos, Solit. Fractals 10, 1749 (1999).