<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">kaz29</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Казахстанско-Британского технического университета</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of the Kazakh-British Technical University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-6688</issn><issn pub-type="epub">2959-8109</issn><publisher><publisher-name>Казахстанско-Британский Технический Университет</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.55452/1998-6688-2024-21-2-95-105</article-id><article-id custom-type="elpub" pub-id-type="custom">kaz29-1257</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>КОМПЬЮТЕРНЫЕ НАУКИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>COMPUTER SCIENCE</subject></subj-group></article-categories><title-group><article-title>ИНВАРИАНТНЫЕ МНОГОЧЛЕНЫ С ПРИМЕНЕНИЕМ К КВАНТОВЫМ ВЫЧИСЛЕНИЯМ</article-title><trans-title-group xml:lang="en"><trans-title>INVARIANT POLYNOMIALS WITH APPLICATIONS TO QUANTUM COMPUTING</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7669-0656</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Аманов</surname><given-names>А.</given-names></name><name name-style="western" xml:lang="en"><surname>Amanov</surname><given-names>A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD студент</p><p>050000, г. Алматы</p></bio><bio xml:lang="en"><p>PhD student</p><p>050000, Almaty</p></bio><email xlink:type="simple">alimzhan.amanov@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Казахстанско-Британский технический университет<country>Казахстан</country></aff><aff xml:lang="en">Kazakh-British Technical University<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>01</day><month>07</month><year>2024</year></pub-date><volume>21</volume><issue>2</issue><fpage>95</fpage><lpage>105</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Аманов А., 2024</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="ru">Аманов А.</copyright-holder><copyright-holder xml:lang="en">Amanov A.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://vestnik.kbtu.edu.kz/jour/article/view/1257">https://vestnik.kbtu.edu.kz/jour/article/view/1257</self-uri><abstract><p>В теории квантовой информации понимание сложности запутанных состояний в контексте SLOCC (стохастические локальные операции и классическая коммуникация) с d кубитами (или кудитами) является важным для продвижения наших знаний о квантовых системах. Эта сложность часто анализируется путем классификации состояний через локальные группы симметрии. Полученные классы можно различить с помощью инвариантных многочленов, которые служат мерой запутанности. В данной статье представлен новый метод получения инвариантных многочленов наименьших степеней, что значительно повышает эффективность характеристики классов SLOCC запутанных квантовых состояний. Наш метод не только упрощает процесс идентификации этих классов, но и предоставляет надежный инструмент для анализа свойств запутанности сложных квантовых систем. В качестве практического применения мы демонстрируем вывод инвариантов минимальной степени в специальных случаях, иллюстрируя эффективность нашего подхода в реальных сценариях. Это достижение имеет потенциал для упрощения различных процессов в теории квантовой информации, делая понимание, классификацию и использование запутанных состояний более легкими и эффективными.</p></abstract><trans-abstract xml:lang="en"><p>In quantum information theory, understanding the complexity of entangled states within the context of SLOCC (stochastic local operations and classical communications) involving d qubits (or qudits) is essential for advancing our knowledge of quantum systems. This complexity is often analyzed by classifying the states via local symmetry groups. The resulting classes can be distinguished using invariant polynomials, which serve as a measure of entanglement. This paper introduces a novel method for obtaining invariant polynomials of the smallest degrees, which significantly enhances the efficiency of characterizing SLOCC classes of entangled quantum states. Our method not only simplifies the process of identifying these classes but also provides a robust tool for analyzing the entanglement properties of complex quantum systems. As a practical application, we demonstrate the derivation of minimal degree invariants in specific cases, illustrating the effectiveness of our approach in real-world scenarios. This advancement has the potential to streamline various processes in quantum information theory, making it easier to understand, classify, and utilize entangled states effectively.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>инвариантные полиномы</kwd><kwd>квантовая запутанность</kwd><kwd>SLOCC</kwd></kwd-group><kwd-group xml:lang="en"><kwd>invariant polynomials</kwd><kwd>quantum entanglement</kwd><kwd>SLOCC</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>This research was supported by the Science Committee of the Ministry of Science and Higher  Education of the Republic of Kazakhstan (Grant No. AP14869221).</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>This research was supported by the Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan (Grant No. AP14869221).</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Dür W., Vidal G. &amp; Cirac J.I. (2000). Three qubits can be entangled in two inequivalent ways. Physical Review A, 62(6), 062314.</mixed-citation><mixed-citation xml:lang="en">Dür W., Vidal G. &amp; Cirac J.I. (2000). Three qubits can be entangled in two inequivalent ways. Physical Review A, 62(6), 062314.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">J.-G. Luque and Jean-Yves Thibon. (2003) Polynomial invariants of four qubits. Physical Review A, vol. 67, no.</mixed-citation><mixed-citation xml:lang="en">J.-G. Luque and Jean-Yves Thibon. (2003) Polynomial invariants of four qubits. Physical Review A, vol. 67, no.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">https://doi.org/10.1103/physreva.67.042303. 3 J.-G. Luque and Jean-Yves Thibon. (2005) Algebraic invariants of five qubits. Journal of physics, vol. 39, no. 2, pp. 371–377. https://doi.org/10.1088/0305-4470/39/2/007.</mixed-citation><mixed-citation xml:lang="en">https://doi.org/10.1103/physreva.67.042303. 3 J.-G. Luque and Jean-Yves Thibon. (2005) Algebraic invariants of five qubits. Journal of physics, vol. 39, no. 2, pp. 371–377. https://doi.org/10.1088/0305-4470/39/2/007.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Horodecki R., Horodecki P., Horodecki M. and Horodecki K. (2009) Quantum entanglement," Reviews of Modern Physics, vol. 81, no. 2, pp. 865–942. https://doi.org/10.1103/revmodphys.81.865.</mixed-citation><mixed-citation xml:lang="en">Horodecki R., Horodecki P., Horodecki M. and Horodecki K. (2009) Quantum entanglement," Reviews of Modern Physics, vol. 81, no. 2, pp. 865–942. https://doi.org/10.1103/revmodphys.81.865.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Nielsen M.A. and Chuang I.L. (2019) Quantum computation and quantum information. Cambridge Cambridge University Press.</mixed-citation><mixed-citation xml:lang="en">Nielsen M.A. and Chuang I.L. (2019) Quantum computation and quantum information. Cambridge Cambridge University Press.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Hillery M., Buâek V. &amp; Berthiaume A. (1999) Quantum secret sharing. Physical Review A, 59(3), 1829.</mixed-citation><mixed-citation xml:lang="en">Hillery M., Buâek V. &amp; Berthiaume A. (1999) Quantum secret sharing. Physical Review A, 59(3), 1829.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Miyake A. (2003) Classification of multipartite entangled states by multidimensional determinants, Physical Review A, vol. 67, no. 1. https://doi.org/10.1103/physreva.67.012108.</mixed-citation><mixed-citation xml:lang="en">Miyake A. (2003) Classification of multipartite entangled states by multidimensional determinants, Physical Review A, vol. 67, no. 1. https://doi.org/10.1103/physreva.67.012108.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Bürgisser P. and C. Ikenmeyer. (2017) Fundamental invariants of orbit closures. Journal of Algebra, vol. 477, pp. 390–434. https://doi.org/10.1016/j.jalgebra.2016.12.035.</mixed-citation><mixed-citation xml:lang="en">Bürgisser P. and C. Ikenmeyer. (2017) Fundamental invariants of orbit closures. Journal of Algebra, vol. 477, pp. 390–434. https://doi.org/10.1016/j.jalgebra.2016.12.035.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Bürgisser P., Garg A., OliveiraR., Walter M. and Wigderson A. (2018) Alternating Minimization, Scaling Algorithms, and the Null-Cone Problem from Invariant Theory. In 9th Innovations in Theoretical Computer Science Conference (ITCS 2018). Leibniz International Proceedings in Informatics (LIPIcs), vol. 94, pp. 24:1–24:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPIcs.ITCS.2018.24.</mixed-citation><mixed-citation xml:lang="en">Bürgisser P., Garg A., OliveiraR., Walter M. and Wigderson A. (2018) Alternating Minimization, Scaling Algorithms, and the Null-Cone Problem from Invariant Theory. In 9th Innovations in Theoretical Computer Science Conference (ITCS 2018). Leibniz International Proceedings in Informatics (LIPIcs), vol. 94, pp. 24:1–24:20, Schloss Dagstuhl – Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPIcs.ITCS.2018.24.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Amanov A. and Yeliussizov D. (2022) Fundamental Invariants of Tensors, Latin Hypercubes, and Rectangular Kronecker Coefficients, International Mathematics Research Notices, vol. 2023, no. 20, pp. 17552–17599. https://doi.org/10.1093/imrn/rnac311.</mixed-citation><mixed-citation xml:lang="en">Amanov A. and Yeliussizov D. (2022) Fundamental Invariants of Tensors, Latin Hypercubes, and Rectangular Kronecker Coefficients, International Mathematics Research Notices, vol. 2023, no. 20, pp. 17552–17599. https://doi.org/10.1093/imrn/rnac311.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Bürgisser P., Garg A., Oliveira R., Walter M. and Wigderson A. (2018) Alternating Minimization, Scaling Algorithms, and the Null-Cone Problem from Invariant Theory. In 9th Innovations in Theoretical Computer Science Conference (ITCS 2018). Leibniz International Proceedings in Informatics (LIPIcs), vol. 94, pp. 24:1–24:20, Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPIcs.ITCS.2018.24</mixed-citation><mixed-citation xml:lang="en">Bürgisser P., Garg A., Oliveira R., Walter M. and Wigderson A. (2018) Alternating Minimization, Scaling Algorithms, and the Null-Cone Problem from Invariant Theory. In 9th Innovations in Theoretical Computer Science Conference (ITCS 2018). Leibniz International Proceedings in Informatics (LIPIcs), vol. 94, pp. 24:1–24:20, Schloss Dagstuhl - Leibniz-Zentrum für Informatik. https://doi.org/10.4230/LIPIcs.ITCS.2018.24</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Blinder S.M. (2022) Three-Qubit W-States on a Quantum Computer, Wolfram Demonstrations Project. [Online]. Available: http://demonstrations.wolfram.com/ThreeQubitWStatesOnAQuantumC omputer/ (accessed: Jun. 14, 2024).</mixed-citation><mixed-citation xml:lang="en">Blinder S.M. (2022) Three-Qubit W-States on a Quantum Computer, Wolfram Demonstrations Project. [Online]. Available: http://demonstrations.wolfram.com/ThreeQubitWStatesOnAQuantumC omputer/ (accessed: Jun. 14, 2024).</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Cervera-Lierta A., Gasull A., Latorre J.I. and Sierra G. (2018) Multipartite entanglement in spin chains and the hyperdeterminant. Journal of physics. A, Mathematical and theoretical (Print), vol. 51, no. 50, pp. 505301–505301. https://doi.org/10.1088/1751-8121/aaee1f.</mixed-citation><mixed-citation xml:lang="en">Cervera-Lierta A., Gasull A., Latorre J.I. and Sierra G. (2018) Multipartite entanglement in spin chains and the hyperdeterminant. Journal of physics. A, Mathematical and theoretical (Print), vol. 51, no. 50, pp. 505301–505301. https://doi.org/10.1088/1751-8121/aaee1f.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Viehmann O., Eltschka C. and Siewert J. (2011) Polynomial invariants for discrimination and classification of four-qubit entanglement. Physical Review A, vol. 83, no. 5. https://doi.org/10.1103/physreva.83.052330.</mixed-citation><mixed-citation xml:lang="en">Viehmann O., Eltschka C. and Siewert J. (2011) Polynomial invariants for discrimination and classification of four-qubit entanglement. Physical Review A, vol. 83, no. 5. https://doi.org/10.1103/physreva.83.052330.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Cayley A. (1844) On the theory of determinants. Pitt Press. 16 Cayley A. (1845) On the theory of linear transformations. E. Johnson.</mixed-citation><mixed-citation xml:lang="en">Cayley A. (1844) On the theory of determinants. Pitt Press. 16 Cayley A. (1845) On the theory of linear transformations. E. Johnson.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Gelfand I.M., Kapranov M.M. and Zelevinsky A.V. (1992) Hyperdeterminants, Advances in Mathematics, vol. 96, no. 2, pp. 226–263. https://doi.org/10.1016/0001-8708(92)90056-q.</mixed-citation><mixed-citation xml:lang="en">Gelfand I.M., Kapranov M.M. and Zelevinsky A.V. (1992) Hyperdeterminants, Advances in Mathematics, vol. 96, no. 2, pp. 226–263. https://doi.org/10.1016/0001-8708(92)90056-q.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">SageMath Mathematical Software System – Sage, SageMath Mathematical Software System. http://www.sagemath.org (accessed Apr. 04, 2024).</mixed-citation><mixed-citation xml:lang="en">SageMath Mathematical Software System – Sage, SageMath Mathematical Software System. http://www.sagemath.org (accessed Apr. 04, 2024).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Maria C. (2021) Parameterized Complexity of Quantum Invariants, Proceedings of the 37th International Symposium on Computational Geometry (SoCG 2021). https://doi.org/10.4230/LIPIcs. SoCG.2021.53.</mixed-citation><mixed-citation xml:lang="en">Maria C. (2021) Parameterized Complexity of Quantum Invariants, Proceedings of the 37th International Symposium on Computational Geometry (SoCG 2021). https://doi.org/10.4230/LIPIcs. SoCG.2021.53.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Haddadin W. (2021) Invariant polynomials and machine learning. arXiv preprint arXiv:2104.12733.</mixed-citation><mixed-citation xml:lang="en">Haddadin W. (2021) Invariant polynomials and machine learning. arXiv preprint arXiv:2104.12733.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Liu J. (2019) Block distance invariant method for monoterm canonicalization of Riemann tensor polynomials, ACM Communications in Computer Algebra, vol. 53, pp. 134–137. https://doi.org/10.1145/3377006.3377019.</mixed-citation><mixed-citation xml:lang="en">Liu J. (2019) Block distance invariant method for monoterm canonicalization of Riemann tensor polynomials, ACM Communications in Computer Algebra, vol. 53, pp. 134–137. https://doi.org/10.1145/3377006.3377019.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Avohou R.C., Geloun J.B. &amp; Dub N. (2020) On the counting of O(N) tensor invariants. Advances in Theoretical and Mathematical Physics, vol. 24, no. 4. https://doi.org/10.4310/ATMP.2020.v24.n4.a1.</mixed-citation><mixed-citation xml:lang="en">Avohou R.C., Geloun J.B. &amp; Dub N. (2020) On the counting of O(N) tensor invariants. Advances in Theoretical and Mathematical Physics, vol. 24, no. 4. https://doi.org/10.4310/ATMP.2020.v24.n4.a1.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Geloun J.B. (2020) On the counting tensor model observables as U(N) and O(N) classical invariants, Proceedings of Corfu Summer Institute 2019 "School and Workshops on Elementary Particle Physics and Gravity" - PoS(CORFU2019). https://doi.org/10.22323/1.376.0175.</mixed-citation><mixed-citation xml:lang="en">Geloun J.B. (2020) On the counting tensor model observables as U(N) and O(N) classical invariants, Proceedings of Corfu Summer Institute 2019 "School and Workshops on Elementary Particle Physics and Gravity" - PoS(CORFU2019). https://doi.org/10.22323/1.376.0175.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Grochow J.A. &amp; Qiao Y. (2021) On the Complexity of Isomorphism Problems for Tensors, Groups, and Polynomials I: Tensor Isomorphism-Completeness, Leibniz International Proceedings in Informatics (LIPIcs), vol. 2021, pp. 31:1–31:19. https://doi.org/10.4230/LIPIcs.ITCS.2021.31.</mixed-citation><mixed-citation xml:lang="en">Grochow J.A. &amp; Qiao Y. (2021) On the Complexity of Isomorphism Problems for Tensors, Groups, and Polynomials I: Tensor Isomorphism-Completeness, Leibniz International Proceedings in Informatics (LIPIcs), vol. 2021, pp. 31:1–31:19. https://doi.org/10.4230/LIPIcs.ITCS.2021.31.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Hrushovski E., Ouaknine J., Pouly A. &amp; Worrell J. (2023) On Strongest Algebraic Program Invariants. Journal of the ACM, vol. 70, pp. 1–22. https://doi.org/10.1145/3614319.</mixed-citation><mixed-citation xml:lang="en">Hrushovski E., Ouaknine J., Pouly A. &amp; Worrell J. (2023) On Strongest Algebraic Program Invariants. Journal of the ACM, vol. 70, pp. 1–22. https://doi.org/10.1145/3614319.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Raith F., Blecha C., Nagel T., Parisio F., Kolditz O., Günther F., Stommel M. &amp; Scheuermann G. (2019) Tensor Field Visualization using Fiber Surfaces of Invariant Space, IEEE Transactions on Visualization and Computer Graphics, vol. 25, pp. 1122–1131. https://doi.org/10.1109/TVCG.2018.2864846.</mixed-citation><mixed-citation xml:lang="en">Raith F., Blecha C., Nagel T., Parisio F., Kolditz O., Günther F., Stommel M. &amp; Scheuermann G. (2019) Tensor Field Visualization using Fiber Surfaces of Invariant Space, IEEE Transactions on Visualization and Computer Graphics, vol. 25, pp. 1122–1131. https://doi.org/10.1109/TVCG.2018.2864846.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Hillar C.J. &amp; Lim L.H. (2013). Most tensor problems are NP-hard. Journal of the ACM (JACM), 60(6), pp. 1–39.</mixed-citation><mixed-citation xml:lang="en">Hillar C.J. &amp; Lim L.H. (2013). Most tensor problems are NP-hard. Journal of the ACM (JACM), 60(6), pp. 1–39.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
