On multivariate polynomials achievable with quantum signal processing

Lorenzo Laneve and Stefan Wolf

Faculty of Informatics — Università della Svizzera Italiana, 6900 Lugano, Switzerland

Find this paper interesting or want to discuss? Scite or leave a comment on SciRate.

Abstract

Quantum signal processing (QSP) is a framework which was proven to unify and simplify a large number of known quantum algorithms, as well as discovering new ones. QSP allows one to transform a signal embedded in a given unitary using polynomials. Characterizing which polynomials can be achieved with QSP protocols is an important part of the power of this technique, and while such a characterization is well-understood in the case of univariate signals, it is unclear which multivariate polynomials can be constructed when the signal is a vector, rather than a scalar. This work uses a slightly different formalism than what is found in the literature, and uses it to find simpler necessary conditions for decomposability, as well as a sufficient condition – the first, to the best of our knowledge, proven for a (generally inhomogeneous) multivariate polynomial in the context of quantum signal processing.

► BibTeX data

► References

[1] Gilles Brassard, Peter Hoyer, Michele Mosca, and Alain Tapp. ``Quantum Amplitude Amplification and Estimation''. Quantum Computation and Information 305, 53–74 (2002).
https:/​/​doi.org/​10.1090/​conm/​305/​05215

[2] Lov K. Grover. ``A Fast Quantum Mechanical Algorithm for Database Search''. In Proceedings of the Twenty-Eighth Annual ACM Symposium on Theory of Computing. Pages 212–219. Association for Computing Machinery (1996).
https:/​/​doi.org/​10.1145/​237814.237866

[3] Andrew M Childs and Nathan Wiebe. ``Hamiltonian simulation using linear combinations of unitary operations''. Quantum Information and Computation 12, 901–924 (2012).
https:/​/​doi.org/​10.26421/​QIC12.11-12-1

[4] Aram W. Harrow, Avinatan Hassidim, and Seth Lloyd. ``Quantum Algorithm for Linear Systems of Equations''. Physical Review Letters 103, 150502 (2009).
https:/​/​doi.org/​10.1103/​PhysRevLett.103.150502

[5] Mario Szegedy. ``Quantum speed-up of Markov chain based algorithms''. In 45th Annual IEEE Symposium on Foundations of Computer Science. Pages 32–41. (2004).
https:/​/​doi.org/​10.1109/​FOCS.2004.53

[6] A Ambainis. ``Quantum walk algorithm for element distinctness''. In 45th Annual IEEE Symposium on Foundations of Computer Science. Pages 22–31. (2004).
https:/​/​doi.org/​10.1109/​FOCS.2004.54

[7] Simon Apers, András Gilyén, and Stacey Jeffery. ``A Unified Framework of Quantum Walk Search''. In Leibniz International Proceedings in Informatics (LIPIcs). Volume 187 of Leibniz International Proceedings in Informatics (LIPIcs), pages 6:1–6:13. Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2021).
https:/​/​doi.org/​10.4230/​LIPIcs.STACS.2021.6

[8] Arjan Cornelissen, Stacey Jeffery, Maris Ozols, and Alvaro Piedrafita. ``Span programs and quantum time complexity''. In 45th International Symposium on Mathematical Foundations of Computer Science (MFCS 2020). Volume 170 of Leibniz International Proceedings in Informatics (LIPIcs), pages 26:1–26:14. Schloss Dagstuhl–Leibniz-Zentrum für Informatik (2020).
https:/​/​doi.org/​10.4230/​LIPIcs.MFCS.2020.26

[9] Andrew M Childs, Robin Kothari, Matt Kovacs-Deak, Aarthi Sundaram, and Daochen Wang. ``Quantum divide and conquer'' (2022). arXiv:2210.06419.
arXiv:2210.06419

[10] Aleksandrs Belovs, Stacey Jeffery, and Duyal Yolcu. ``Taming Quantum Time Complexity''. Quantum 8, 1444 (2024).
https:/​/​doi.org/​10.22331/​q-2024-08-23-1444

[11] Guang Hao Low, Theodore J. Yoder, and Isaac L. Chuang. ``Methodology of Resonant Equiangular Composite Quantum Gates''. Physical Review X 6, 41067 (2016).
https:/​/​doi.org/​10.1103/​PhysRevX.6.041067

[12] Guang Hao Low. ``Quantum signal processing by single-qubit dynamics''. Thesis. Massachusetts Institute of Technology. (2017). url: https:/​/​dspace.mit.edu/​handle/​1721.1/​115025.
https:/​/​dspace.mit.edu/​handle/​1721.1/​115025

[13] András Gilyén, Yuan Su, Guang Hao Low, and Nathan Wiebe. ``Quantum singular value transformation and beyond: Exponential improvements for quantum matrix arithmetics''. In Proceedings of the 51st Annual ACM SIGACT Symposium on Theory of Computing. Pages 193–204. ACM (2019).
https:/​/​doi.org/​10.1145/​3313276.3316366

[14] John M. Martyn, Zane M. Rossi, Andrew K. Tan, and Isaac L. Chuang. ``A Grand Unification of Quantum Algorithms''. PRX Quantum 2, 40203 (2021).
https:/​/​doi.org/​10.1103/​PRXQuantum.2.040203

[15] Camille Jordan. ``Essai sur la géométrie à n dimensions''. Bulletin de la Société mathématique de France 2, 103–174 (1875).
https:/​/​doi.org/​10.24033/​bsmf.90

[16] Guang Hao Low and Isaac L. Chuang. ``Optimal Hamiltonian Simulation by Quantum Signal Processing''. Physical Review Letters 118, 010501 (2017).
https:/​/​doi.org/​10.1103/​PhysRevLett.118.010501

[17] Guang Hao Low and Isaac L Chuang. ``Hamiltonian Simulation by Uniform Spectral Amplification'' (2017). arXiv:1707.05391.
arXiv:1707.05391

[18] Seth Lloyd, Bobak T. Kiani, David R. M. Arvidsson-Shukur, Samuel Bosch, Giacomo De Palma, William M. Kaminsky, Zi-Wen Liu, and Milad Marvian. ``Hamiltonian singular value transformation and inverse block encoding'' (2021). arXiv:2104.01410.
arXiv:2104.01410

[19] Guang Hao Low and Isaac L Chuang. ``Hamiltonian Simulation by Qubitization''. Quantum 3, 163 (2019).
https:/​/​doi.org/​10.22331/​q-2019-07-12-163

[20] John M. Martyn, Yuan Liu, Zachary E. Chin, and Isaac L. Chuang. ``Efficient fully-coherent quantum signal processing algorithms for real-time dynamics simulation''. The Journal of Chemical Physics 158, 024106 (2023).
https:/​/​doi.org/​10.1063/​5.0124385

[21] Sam McArdle, András Gilyén, and Mario Berta. ``Quantum state preparation without coherent arithmetic'' (2022). arXiv:2210.14892.
arXiv:2210.14892

[22] Lorenzo Laneve. ``Robust black-box quantum-state preparation via quantum signal processing'' (2023). arXiv:2305.04705.
arXiv:2305.04705

[23] Jeongwan Haah. ``Product Decomposition of Periodic Functions in Quantum Signal Processing''. Quantum 3, 190 (2019).
https:/​/​doi.org/​10.22331/​q-2019-10-07-190

[24] Rui Chao, Dawei Ding, Andras Gilyen, Cupjin Huang, and Mario Szegedy. ``Finding Angles for Quantum Signal Processing with Machine Precision'' (2020). arXiv:2003.02831.
arXiv:2003.02831

[25] Yulong Dong, Xiang Meng, K Birgitta Whaley, and Lin Lin. ``Efficient phase-factor evaluation in quantum signal processing''. Physical Review A 103, 42419 (2021).
https:/​/​doi.org/​10.1103/​PhysRevA.103.042419

[26] Yulong Dong, Lin Lin, Hongkang Ni, and Jiasu Wang. ``Infinite quantum signal processing''. Quantum 8, 1558 (2024).
https:/​/​doi.org/​10.22331/​q-2024-12-10-1558

[27] Jiasu Wang, Yulong Dong, and Lin Lin. ``On the energy landscape of symmetric quantum signal processing''. Quantum 6, 850 (2022).
https:/​/​doi.org/​10.22331/​q-2022-11-03-850

[28] Kaoru Mizuta and Keisuke Fujii. ``Recursive quantum eigenvalue and singular-value transformation: Analytic construction of matrix sign function by Newton iteration''. Physical Review Research 6, L012007 (2024).
https:/​/​doi.org/​10.1103/​PhysRevResearch.6.L012007

[29] Zane M. Rossi and Isaac L. Chuang. ``Semantic embedding for quantum algorithms''. Journal of Mathematical Physics 64, 122202 (2023).
https:/​/​doi.org/​10.1063/​5.0160910

[30] Zane M. Rossi, Jack L. Ceroni, and Isaac L. Chuang. ``Modular quantum signal processing in many variables'' (2023). arXiv:2309.16665.
arXiv:2309.16665

[31] Zane M Rossi, Victor M Bastidas, William J Munro, and Isaac L Chuang. ``Quantum signal processing with continuous variables'' (2023). arXiv:2304.14383.
arXiv:2304.14383

[32] Danial Motlagh and Nathan Wiebe. ``Generalized Quantum Signal Processing''. PRX Quantum 5, 020368 (2024).
https:/​/​doi.org/​10.1103/​PRXQuantum.5.020368

[33] Lorenzo Laneve. ``Quantum signal processing over SU(N)'' (2024). arXiv:2311.03949.
arXiv:2311.03949

[34] V. M. Bastidas and K. J. Joven. ``Complexification of Quantum Signal Processing and its Ramifications'' (2024). arXiv:2407.04780.
arXiv:2407.04780

[35] Zane M. Rossi and Isaac L. Chuang. ``Multivariable quantum signal processing (M-QSP): Prophecies of the two-headed oracle''. Quantum 6, 811 (2022).
https:/​/​doi.org/​10.22331/​q-2022-09-20-811

[36] Balázs Németh, Blanka Kövér, Boglárka Kulcsár, Roland Botond Miklósi, and András Gilyén. ``On variants of multivariate quantum signal processing and their characterizations'' (2023). arXiv:2312.09072.
arXiv:2312.09072

[37] Yonah Borns-Weil, Tahsin Saffat, and Zachary Stier. ``A Quantum Algorithm for Functions of Multiple Commuting Hermitian Matrices'' (2023). arXiv:2302.11139.
arXiv:2302.11139

[38] Hitomi Mori, Kaoru Mizuta, and Keisuke Fujii. ``Comment on "Multivariable quantum signal processing (M-QSP): Prophecies of the two-headed oracle"''. Quantum 8, 1512 (2024).
https:/​/​doi.org/​10.22331/​q-2024-10-29-1512

[39] Ewin Tang and Kevin Tian. ``A CS guide to the quantum singular value transformation'' (2023). arXiv:2302.14324.
arXiv:2302.14324

[40] Elias M. Stein and Rami Shakarchi. ``Fourier Analysis: An Introduction''. Princeton University Press. (2011). url: https:/​/​press.princeton.edu/​books/​hardcover/​9780691113845/​fourier-analysis.
https:/​/​press.princeton.edu/​books/​hardcover/​9780691113845/​fourier-analysis

[41] Martin Roelfs. ``Geometric Invariant Decomposition of SU(3)''. Advances in Applied Clifford Algebras 33, 5 (2022).
https:/​/​doi.org/​10.1007/​s00006-022-01252-w

[42] Martin Idel and Michael M. Wolf. ``Sinkhorn normal form for unitary matrices''. Linear Algebra and its Applications 471, 76–84 (2015).
https:/​/​doi.org/​10.1016/​j.laa.2014.12.031

[43] Dominic W. Berry, Danial Motlagh, Giacomo Pantaleoni, and Nathan Wiebe. ``Doubling the efficiency of Hamiltonian simulation via generalized quantum signal processing''. Physical Review A 110, 012612 (2024).
https:/​/​doi.org/​10.1103/​PhysRevA.110.012612

[44] Jeffrey S. Geronimo and Hugo J. Woerdeman. ``Positive extensions, Fejér-Riesz factorization and autoregressive filters in two variables''. Annals of Mathematics 160, 839–906 (2004).
https:/​/​doi.org/​10.4007/​ANNALS.2004.160.839

[45] Abdulmtalb Hussen and Abdelbaset Zeyani. ``Fejer-Riesz Theorem and Its Generalization''. International Journal of Scientific and Research Publications (IJSRP) 11, 286–292 (2021).
https:/​/​doi.org/​10.29322/​IJSRP.11.06.2021.p11437

Cited by

[1] Xi Lu, Yuan Liu, and Hongwei Lin, "Quantum Signal Processing and Quantum Singular Value Transformation on U(N)", Quantum 10, 2048 (2026).

[2] Christopher F. Kane, Siddharth Hariprakash, Neel S. Modi, Michael Kreshchuk, and Christian W Bauer, "Block encoding bosons by signal processing", Quantum 9, 1747 (2025).

[3] Aishwarya Majumdar, Bojko N. Bakalov, Dror Baron, and Yuan Liu, ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 1 (2025) ISBN:979-8-3503-6874-1.

[4] Kidus Tessma, Hrvoje Kukina, and Jakub Szefer, 2025 IEEE 43rd International Conference on Computer Design (ICCD) 342 (2025) ISBN:979-8-3315-0346-8.

[5] Jungsoo Hong, Seong Ho Kim, Seung Kyu Min, and Joonsuk Huh, "Oscillator–qubit generalized quantum signal processing: a case study of the uracil cation vibronic model", Chemical Science 17 24, 11911 (2026).

[6] Yuki Ito, Hitomi Mori, Kazuki Sakamoto, and Keisuke Fujii, "Polynomial time constructive decision algorithm for multivariable quantum signal processing", Quantum 10, 2102 (2026).

[7] Lorenzo Laneve, "An adversary bound for quantum signal processing", Quantum 10, 2025 (2026).

[8] Hitomi Mori, Kaoru Mizuta, and Keisuke Fujii, "Comment on "Multivariable quantum signal processing (M-QSP): prophecies of the two-headed oracle"", Quantum 8, 1512 (2024).

[9] Yuki Ito, Hitomi Mori, Kazuki Sakamoto, and Keisuke Fujii, "Polynomial time constructive decision algorithm for multivariable quantum signal processing", arXiv:2410.02332, (2024).

[10] S. E. Skelton, "The Hitchhiker's Guide to QSP pre-processing", arXiv:2501.05977, (2025).

[11] Pierre-Antoine Bernard and Nathan Wiebe, "Analytical Angle-Finding and Series Expansions for Quantum Signal Processing via Orthogonal Polynomial Theory", arXiv:2605.05321, (2026).

The above citations are from Crossref's cited-by service (last updated successfully 2026-08-09 03:08:30) and SAO/NASA ADS (last updated successfully 2026-08-09 03:08:31). The list may be incomplete as not all publishers provide suitable and complete citation data.