Classical simulation and quantum resource theory of non-Gaussian optics

Oliver Hahn1,2, Ryuji Takagi2, Giulia Ferrini1, and Hayata Yamasaki3,4

1Wallenberg Centre for Quantum Technology, Department of Microtechnology and Nanoscience, Chalmers University of Technology, Sweden , SE-412 96 Göteborg, Sweden
2Department of Basic Science, The University of Tokyo, 3-8-1 Komaba, Meguro-ku, Tokyo, 153-8902, Japan
3Department of Physics, Graduate School of Science, The University of Tokyo, 7–3–1 Hongo, Bunkyo-ku, Tokyo, 113–0033, Japan
4Department of Computer Science, Graduate School of Information Science and Technology, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan

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Abstract

We propose efficient algorithms for classically simulating Gaussian unitaries and measurements applied to non-Gaussian initial states. The constructions are based on decomposing the non-Gaussian states into linear combinations of Gaussian states. We use an extension of the covariance matrix formalism to efficiently track relative phases in the superpositions of Gaussian states. We get an exact simulation algorithm, which costs quadratically with the number of Gaussian states required to represent the initial state, and an approximate simulation algorithm, which costs linearly with the $l_1$ norm of the coefficients associated with the superposition. We define measures of non-Gaussianity quantifying this simulation cost, which we call the Gaussian rank and the Gaussian extent. From the perspective of quantum resource theories, we investigate the properties of this type of non-Gaussianity measure and compute optimal decompositions for states relevant to continuous-variable quantum computing.

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[1] Nissim Ofek, Andrei Petrenko, Reinier Heeres, Philip Reinhold, Zaki Leghtas, Brian Vlastakis, Yehan Liu, Luigi Frunzio, S. M. Girvin, Liang Jiang, Mazyar Mirrahimi, M. H. Devoret, and R. J. Schoelkopf. ``Extending the lifetime of a quantum bit with error correction in superconducting circuits''. Nature 536, 441–445 (2016).
https:/​/​doi.org/​10.1038/​nature18949

[2] VV Sivak, Alec Eickbusch, Baptiste Royer, Shraddha Singh, Ioannis Tsioutsios, Suhas Ganjam, Alessandro Miano, BL Brock, AZ Ding, Luigi Frunzio, et al. ``Real-time quantum error correction beyond break-even''. Nature 616, 50–55 (2023).
https:/​/​doi.org/​10.1038/​s41586-023-05782-6

[3] Olivier Pfister. ``Continuous-variable quantum computing in the quantum optical frequency comb''. Journal of Physics B: Atomic, Molecular and Optical Physics 53, 012001 (2020).
https:/​/​doi.org/​10.1088/​1361-6455/​ab526f

[4] Alexandre Blais, Arne L. Grimsmo, S. M. Girvin, and Andreas Wallraff. ``Circuit quantum electrodynamics''. Rev. Mod. Phys. 93, 025005 (2021).
https:/​/​doi.org/​10.1103/​RevModPhys.93.025005

[5] Arne L. Grimsmo and Alexandre Blais. ``Squeezing and quantum state engineering with josephson traveling wave amplifiers''. npj Quantum Information 3, 20 (2017).
https:/​/​doi.org/​10.1038/​s41534-017-0020-8

[6] Michael Schmidt, Max Ludwig, and Florian Marquardt. ``Optomechanical circuits for nanomechanical continuous variable quantum state processing''. New Journal of Physics 14, 125005 (2012).
https:/​/​doi.org/​10.1088/​1367-2630/​14/​12/​125005

[7] Oussama Houhou, Habib Aissaoui, and Alessandro Ferraro. ``Generation of cluster states in optomechanical quantum systems''. Physical Review A 92, 063843 (2015).
https:/​/​doi.org/​10.1103/​PhysRevA.92.063843

[8] A. Mari and J. Eisert. ``Positive wigner functions render classical simulation of quantum computation efficient''. Phys. Rev. Lett. 109, 230503 (2012).
https:/​/​doi.org/​10.1103/​PhysRevLett.109.230503

[9] Julien Niset, Jaromír Fiurášek, and Nicolas J. Cerf. ``No-go theorem for gaussian quantum error correction''. Phys. Rev. Lett. 102, 120501 (2009).
https:/​/​doi.org/​10.1103/​PhysRevLett.102.120501

[10] Victor Veitch, Nathan Wiebe, Christopher Ferrie, and Joseph Emerson. ``Efficient simulation scheme for a class of quantum optics experiments with non-negative wigner representation''. New Journal of Physics 15, 013037 (2013).
https:/​/​doi.org/​10.1088/​1367-2630/​15/​1/​013037

[11] Hakop Pashayan, Joel J. Wallman, and Stephen D. Bartlett. ``Estimating outcome probabilities of quantum circuits using quasiprobabilities''. Phys. Rev. Lett. 115, 070501 (2015).
https:/​/​doi.org/​10.1103/​PhysRevLett.115.070501

[12] Anatole Kenfack and Karol Życzkowski. ``Negativity of the wigner function as an indicator of non-classicality''. J. Opt. B: Quantum Semiclass. Opt. 6, 396 (2004).
https:/​/​doi.org/​10.1088/​1464-4266/​6/​10/​003

[13] Ryuji Takagi and Quntao Zhuang. ``Convex resource theory of non-Gaussianity''. Phys. Rev. A 97, 062337 (2018).
https:/​/​doi.org/​10.1103/​PhysRevA.97.062337

[14] Francesco Albarelli, Marco G. Genoni, Matteo G. A. Paris, and Alessandro Ferraro. ``Resource theory of quantum non-gaussianity and wigner negativity''. Phys. Rev. A 98, 052350 (2018).
https:/​/​doi.org/​10.1103/​PhysRevA.98.052350

[15] Laura García-Álvarez, Cameron Calcluth, Alessandro Ferraro, and Giulia Ferrini. ``Efficient simulatability of continuous-variable circuits with large Wigner negativity''. Phys. Rev. Research 2, 043322 (2020).
https:/​/​doi.org/​10.1103/​PhysRevResearch.2.043322

[16] Cameron Calcluth, Alessandro Ferraro, and Giulia Ferrini. ``Efficient simulation of Gottesman-Kitaev-Preskill states with Gaussian circuits''. Quantum 6, 867 (2022).
https:/​/​doi.org/​10.22331/​q-2022-12-01-867

[17] Cameron Calcluth, Alessandro Ferraro, and Giulia Ferrini. ``Vacuum provides quantum advantage to otherwise simulatable architectures''. Phys. Rev. A 107, 062414 (2023).
https:/​/​doi.org/​10.1103/​PhysRevA.107.062414

[18] Oliver Hahn, Giulia Ferrini, and Ryuji Takagi. ``Bridging magic and non-gaussian resources via gottesman-kitaev-preskill encoding''. PRX Quantum 6, 010330 (2025).
https:/​/​doi.org/​10.1103/​PRXQuantum.6.010330

[19] Ulysse Chabaud, Giulia Ferrini, Frédéric Grosshans, and Damian Markham. ``Classical simulation of gaussian quantum circuits with non-gaussian input states''. Phys. Rev. Res. 3, 033018 (2021).
https:/​/​doi.org/​10.1103/​PhysRevResearch.3.033018

[20] Ulysse Chabaud and Mattia Walschaers. ``Resources for bosonic quantum computational advantage''. Phys. Rev. Lett. 130, 090602 (2023).
https:/​/​doi.org/​10.1103/​PhysRevLett.130.090602

[21] Ulysse Chabaud, Damian Markham, and Frédéric Grosshans. ``Stellar representation of non-gaussian quantum states''. Phys. Rev. Lett. 124, 063605 (2020).
https:/​/​doi.org/​10.1103/​PhysRevLett.124.063605

[22] J. Eli Bourassa, Nicolás Quesada, Ilan Tzitrin, Antal Száva, Theodor Isacsson, Josh Izaac, Krishna Kumar Sabapathy, Guillaume Dauphinais, and Ish Dhand. ``Fast simulation of bosonic qubits via gaussian functions in phase space''. PRX Quantum 2, 040315 (2021).
https:/​/​doi.org/​10.1103/​PRXQuantum.2.040315

[23] Sergey Bravyi, Dan Browne, Padraic Calpin, Earl Campbell, David Gosset, and Mark Howard. ``Simulation of quantum circuits by low-rank stabilizer decompositions''. Quantum 3, 181 (2019).
https:/​/​doi.org/​10.22331/​q-2019-09-02-181

[24] Beatriz Dias and Robert Koenig. ``Classical simulation of non-Gaussian fermionic circuits''. Quantum 8, 1350 (2024).
https:/​/​doi.org/​10.22331/​q-2024-05-21-1350

[25] Jeffrey Marshall and Namit Anand. ``Simulation of quantum optics by coherent state decomposition''. Optica Quantum 1, 78 (2023).
https:/​/​doi.org/​10.1364/​OPTICAQ.504311

[26] Bartosz Regula, Ludovico Lami, Giovanni Ferrari, and Ryuji Takagi. ``Operational quantification of continuous-variable quantum resources''. Phys. Rev. Lett. 126, 110403 (2021).
https:/​/​doi.org/​10.1103/​PhysRevLett.126.110403

[27] Ludovico Lami, Bartosz Regula, Ryuji Takagi, and Giovanni Ferrari. ``Framework for resource quantification in infinite-dimensional general probabilistic theories''. Phys. Rev. A 103, 032424 (2021).
https:/​/​doi.org/​10.1103/​PhysRevA.103.032424

[28] Alessio Serafini. ``Quantum continuous variables: a primer of theoretical methods''. CRC press. (2017).
https:/​/​doi.org/​10.1201/​9781315118727

[29] Froilán M Dopico and Charles R Johnson. ``Parametrization of the matrix symplectic group and applications''. SIAM journal on matrix analysis and applications 31, 650–673 (2009).
https:/​/​doi.org/​10.1137/​060678221

[30] James R. Seddon, Bartosz Regula, Hakop Pashayan, Yingkai Ouyang, and Earl T. Campbell. ``Quantifying quantum speedups: Improved classical simulation from tighter magic monotones''. PRX Quantum 2, 010345 (2021).
https:/​/​doi.org/​10.1103/​PRXQuantum.2.010345

[31] Sergey Bravyi and David Gosset. ``Complexity of Quantum Impurity Problems''. Communications in Mathematical Physics 356, 451–500 (2017).
https:/​/​doi.org/​10.1007/​s00220-017-2976-9

[32] Gaetana Spedalieri, Christian Weedbrook, and Stefano Pirandola. ``A limit formula for the quantum fidelity''. Journal of Physics A: Mathematical and Theoretical 46, 025304 (2012).
https:/​/​doi.org/​10.1088/​1751-8113/​46/​2/​025304

[33] Yuan Yao, Filippo Miatto, and Nicolás Quesada. ``Riemannian optimization of photonic quantum circuits in phase and Fock space''. SciPost Phys. 17, 082 (2024).
https:/​/​doi.org/​10.21468/​SciPostPhys.17.3.082

[34] Daniel Gottesman, Alexei Kitaev, and John Preskill. ``Encoding a qubit in an oscillator''. Phys. Rev. A 64, 012310 (2001).
https:/​/​doi.org/​10.1103/​PhysRevA.64.012310

[35] Ben Q. Baragiola, Giacomo Pantaleoni, Rafael N. Alexander, Angela Karanjai, and Nicolas C. Menicucci. ``All-gaussian universality and fault tolerance with the gottesman-kitaev-preskill code''. Phys. Rev. Lett. 123, 200502 (2019).
https:/​/​doi.org/​10.1103/​PhysRevLett.123.200502

[36] Hayata Yamasaki, Takaya Matsuura, and Masato Koashi. ``Cost-reduced all-gaussian universality with the gottesman-kitaev-preskill code: Resource-theoretic approach to cost analysis''. Phys. Rev. Res. 2, 023270 (2020).
https:/​/​doi.org/​10.1103/​PhysRevResearch.2.023270

[37] Shohini Ghose and Barry C. Sanders. ``Non-gaussian ancilla states for continuous variable quantum computation via gaussian maps''. Journal of Modern Optics 54, 855–869 (2007).
https:/​/​doi.org/​10.1080/​09500340601101575

[38] Sergey Bravyi and David Gosset. ``Improved classical simulation of quantum circuits dominated by clifford gates''. Phys. Rev. Lett. 116, 250501 (2016).
https:/​/​doi.org/​10.1103/​PhysRevLett.116.250501

[39] Quntao Zhuang, Thomas Schuster, Beni Yoshida, and Norman Y. Yao. ``Scrambling and complexity in phase space''. Phys. Rev. A 99, 062334 (2019).
https:/​/​doi.org/​10.1103/​PhysRevA.99.062334

[40] V. Bargmann, P. Butera, L. Girardello, and John R. Klauder. ``On the completeness of the coherent states''. Reports on Mathematical Physics 2, 221–228 (1971).
https:/​/​doi.org/​10.1016/​0034-4877(71)90006-1

[41] A M Perelomov. ``On the completeness of a system of coherent states''. Theoretical and Mathematical Physics 6, 156–164 (1971).
https:/​/​doi.org/​10.1007/​BF01036577

[42] Eric Chitambar and Gilad Gour. ``Quantum resource theories''. Rev. Mod. Phys. 91, 025001 (2019).
https:/​/​doi.org/​10.1103/​RevModPhys.91.025001

[43] Kohdai Kuroiwa and Hayata Yamasaki. ``General Quantum Resource Theories: Distillation, Formation and Consistent Resource Measures''. Quantum 4, 355 (2020).
https:/​/​doi.org/​10.22331/​q-2020-11-01-355

[44] Sergey Bravyi, Graeme Smith, and John A. Smolin. ``Trading classical and quantum computational resources''. Phys. Rev. X 6, 021043 (2016).
https:/​/​doi.org/​10.1103/​PhysRevX.6.021043

[45] M. Mraz, J. Sperling, W. Vogel, and B. Hage. ``Witnessing the degree of nonclassicality of light''. Phys. Rev. A 90, 033812 (2014).
https:/​/​doi.org/​10.1103/​PhysRevA.90.033812

[46] Arne Heimendahl, Felipe Montealegre-Mora, Frank Vallentin, and David Gross. ``Stabilizer extent is not multiplicative''. Quantum 5, 400 (2021).
https:/​/​doi.org/​10.22331/​q-2021-02-24-400

[47] Arne L. Grimsmo, Joshua Combes, and Ben Q. Baragiola. ``Quantum computing with rotation-symmetric bosonic codes''. Phys. Rev. X 10, 011058 (2020).
https:/​/​doi.org/​10.1103/​PhysRevX.10.011058

[48] Shunya Konno, Warit Asavanant, Fumiya Hanamura, Hironari Nagayoshi, Kosuke Fukui, Atsushi Sakaguchi, Ryuhoh Ide, Fumihiro China, Masahiro Yabuno, Shigehito Miki, Hirotaka Terai, Kan Takase, Mamoru Endo, Petr Marek, Radim Filip, Peter van Loock, and Akira Furusawa. ``Logical states for fault-tolerant quantum computation with propagating light''. Science 383, 289–293 (2024).
https:/​/​doi.org/​10.1126/​science.adk7560

[49] Oliver Hahn, Alessandro Ferraro, Lina Hultquist, Giulia Ferrini, and Laura García-Álvarez. ``Quantifying qubit magic resource with gottesman-kitaev-preskill encoding''. Phys. Rev. Lett. 128, 210502 (2022).
https:/​/​doi.org/​10.1103/​PhysRevLett.128.210502

[50] Takaya Matsuura, Hayata Yamasaki, and Masato Koashi. ``Equivalence of approximate gottesman-kitaev-preskill codes''. Phys. Rev. A 102, 032408 (2020).
https:/​/​doi.org/​10.1103/​PhysRevA.102.032408

[51] Arne L. Grimsmo and Shruti Puri. ``Quantum error correction with the gottesman-kitaev-preskill code''. PRX Quantum 2, 020101 (2021).
https:/​/​doi.org/​10.1103/​PRXQuantum.2.020101

[52] Scott Aaronson and Alex Arkhipov. ``The computational complexity of linear optics''. In Proceedings of the Forty-Third Annual ACM Symposium on Theory of Computing. Page 333–342. STOC '11New York, NY, USA (2011). Association for Computing Machinery.
https:/​/​doi.org/​10.1145/​1993636.1993682

[53] Craig S. Hamilton, Regina Kruse, Linda Sansoni, Sonja Barkhofen, Christine Silberhorn, and Igor Jex. ``Gaussian boson sampling''. Phys. Rev. Lett. 119, 170501 (2017).
https:/​/​doi.org/​10.1103/​PhysRevLett.119.170501

[54] U. Chabaud, T. Douce, D. Markham, P. van Loock, E. Kashefi, and G. Ferrini. ``Continuous-variable sampling from photon-added or photon-subtracted squeezed states''. Phys. Rev. A 96, 062307 (2017).
https:/​/​doi.org/​10.1103/​PhysRevA.96.062307

[55] Daniel J. Weigand and Barbara M. Terhal. ``Generating grid states from schrödinger-cat states without postselection''. Phys. Rev. A 97, 022341 (2018).
https:/​/​doi.org/​10.1103/​PhysRevA.97.022341

[56] Vlad Gheorghiu, Michele Mosca, and Priyanka Mukhopadhyay. ``T-count and t-depth of any multi-qubit unitary''. npj Quantum Information 8, 141 (2022).
https:/​/​doi.org/​10.1038/​s41534-022-00651-y

[57] Francesco Anna Mele, Antonio Anna Mele, Lennart Bittel, Jens Eisert, Vittorio Giovannetti, Ludovico Lami, Lorenzo Leone, and Salvatore FE Oliviero. ``Learning quantum states of continuous variable systems'' (2024). url: https:/​/​arxiv.org/​abs/​2405.01431.
arXiv:2405.01431

[58] Beatriz Dias and Robert König. ``Classical simulation of non-gaussian bosonic circuits''. Phys. Rev. A 110, 042402 (2024).
https:/​/​doi.org/​10.1103/​PhysRevA.110.042402

[59] Ulysse Chabaud and Saeed Mehraban. ``Holomorphic representation of quantum computations''. Quantum 6, 831 (2022).
https:/​/​doi.org/​10.22331/​q-2022-10-06-831

[60] Martin Houde, Will McCutcheon, and Nicolás Quesada. ``Matrix decompositions in quantum optics: Takagi/​autonne, bloch–messiah/​euler, iwasawa, and williamson''. Canadian Journal of Physics 102, 497–507 (2024).
https:/​/​doi.org/​10.1139/​cjp-2024-0070

[61] Vittorio Giovannetti, Saikat Guha, Seth Lloyd, Lorenzo Maccone, and Jeffrey H. Shapiro. ``Minimum output entropy of bosonic channels: A conjecture''. Phys. Rev. A 70, 032315 (2004).
https:/​/​doi.org/​10.1103/​PhysRevA.70.032315

[62] William Arveson. ``Maximal vectors in hilbert space and quantum entanglement''. J. Funct. Anal. 256, 1476–1510 (2009).
https:/​/​doi.org/​10.1016/​j.jfa.2008.08.004

[63] Ulysse Chabaud, Ganaël Roeland, Mattia Walschaers, Frédéric Grosshans, Valentina Parigi, Damian Markham, and Nicolas Treps. ``Certification of non-gaussian states with operational measurements''. PRX Quantum 2, 020333 (2021).
https:/​/​doi.org/​10.1103/​PRXQuantum.2.020333

[64] Ulysse Chabaud, Ganaël Roeland, Mattia Walschaers, Frédéric Grosshans, Valentina Parigi, Damian Markham, and Nicolas Treps. ``Erratum: Certification of non-gaussian states with operational measurements [prx quantum 2, 020333 (2021)]''. PRX Quantum 6, 010902 (2025).
https:/​/​doi.org/​10.1103/​PRXQuantum.6.010902

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