Computing quantum magic of state vectors

Piotr Sierant1, Jofre Vallès-Muns1, and Artur Garcia-Saez1,2

1Barcelona Supercomputing Center, Barcelona 08034, Spain
2Qilimanjaro Quantum Tech, 08019 Barcelona, Spain

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Abstract

Non-stabilizerness, also known as “magic,'' quantifies how far a quantum state departs from the stabilizer set. It is a central resource behind quantum advantage and a useful probe of the complexity of quantum many-body states. Yet standard magic quantifiers, such as the stabilizer Rényi entropy (SRE) for qubits and the mana for qutrits, are costly to evaluate numerically, with the computational complexity growing rapidly with the number $N$ of qudits. Here we introduce efficient, numerically exact algorithms that exploit the fast Hadamard transform to compute the SRE for qubits ($d=2$) and the mana for qutrits ($d=3$) for pure states given as state vectors. Our methods compute SRE and mana at cost $O(N d^{2N})$, providing an exponential improvement over the naive $O(d^{3N})$ scaling, with substantial parallelism and straightforward GPU acceleration. We further show how to combine the fast Hadamard transform with Monte Carlo sampling to estimate the SRE of state vectors, and we extend the approach to compute the mana of mixed states. All algorithms are implemented in the open-source Julia package HadaMAG, which provides a high-performance toolbox for computing SRE and mana with built-in support for multithreading, MPI-based distributed parallelism, and GPU acceleration. The package, together with the methods developed in this work, offers a practical route to large-scale numerical studies of magic in quantum many-body systems.

Stabilizer states form a special class of quantum states that align with a discrete set of privileged directions in Hilbert space and can therefore be simulated efficiently on a classical computer. Magic, or non-stabilizerness, measures how far a state departs from this classically tractable set, and is a key resource behind the enhanced computational power of quantum systems. Characterizing this feature in concrete many-body states requires computing suitable measures of magic. Yet this quickly becomes difficult in practice, because standard magic measures require summing exponentially many expectation values. Here we show that this computation can be reorganized using fast Hadamard and Fourier transforms, yielding exact algorithms that are exponentially faster than straightforward approaches. This enables the computation of measures of magic: "stabilizer Rényi entropy" for qubits and "mana" for qutrits in significantly larger systems than previously accessible from state-vector data. We also develop approximate sampling methods and extend the same framework to mixed states. All methods are implemented in the open-source Julia package HadaMAG.jl, providing a practical toolbox for large-scale studies of quantum magic.

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arXiv:2512.24685

[128] P. S. Tarabunga, E. Tirrito, M. C. Bañuls, and M. Dalmonte, Quantum Sci. Technol. 10, 045026 (2025).
https:/​/​doi.org/​10.1088/​2058-9565/​adfd0d

Cited by

[1] Sergi Masot-Llima, Piotr Sierant, Paolo Stornati, and Artur Garcia-Saez, "Limits of Clifford disentangling in tensor network states", Physical Review B 114 2, 024311 (2026).

[2] Sabhyata Gupta, Piotr Sierant, Luis Santos, and Paolo Stornati, "Exact stabilizer scars in two-dimensional U(1) lattice gauge theory", Physical Review D 113 9, 094509 (2026).

[3] Ning Sun and Pengfei Zhang, "Connecting Magic Dynamics in Thermofield Double States to Spectral Form Factors", Physical Review Letters 137 3, 030401 (2026).

[4] Sreemayee Aditya, Xhek Turkeshi, and Piotr Sierant, "Growth and spreading of quantum resources under random circuit dynamics", Physical Review Research 8 3, 033062 (2026).

[5] Zhenyu Xiao and Shinsei Ryu, "Exponentially Accelerated Sampling of Pauli Strings for Nonstabilizerness", arXiv:2601.00761, (2026).

[6] Xuyang Huang, Han-Ze Li, Ching Hua Lee, and Jian-Xin Zhong, "A fast and exact approach for stabilizer Rényi entropy via the XOR-FWHT algorithm", arXiv:2512.24685, (2025).

[7] Piotr Sierant and Xhek Turkeshi, "Theory of Magic Phase Transitions in Encoding-Decoding Circuits", arXiv:2603.00235, (2026).

[8] Caroline E. P. Robin and Martin J. Savage, "Quantum Complexity and New Directions in Nuclear Physics and High-Energy Physics Phenomenology", arXiv:2604.26376, (2026).

[9] Daniele Iannotti, Beatrice Magni, Riccardo Cioli, Alioscia Hamma, and Xhek Turkeshi, "Non-Local Magic Resources for Fermionic Gaussian States", arXiv:2604.27049, (2026).

[10] Daichi Kagamihara and Shunji Tsuchiya, "Stabilizer Rényi entropy of 3-uniform hypergraph states", arXiv:2602.23687, (2026).

[11] Henry Froland and Dorota M. Grabowska, "Measuring Non-Stabilizerness in an SU(2) Lattice Gauge Theory", arXiv:2606.14842, (2026).

[12] Gianluca Esposito, Michele Viscardi, and Alioscia Hamma, "Stabilizer entropy is trustworthy for mixed states", arXiv:2606.29443, (2026).

The above citations are from Crossref's cited-by service (last updated successfully 2026-08-08 01:09:59) and SAO/NASA ADS (last updated successfully 2026-08-08 01:10:01). The list may be incomplete as not all publishers provide suitable and complete citation data.