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Unbiased Krylov subspace method for the extraction of ground states from lattice correlators

Ryutaro Tsuji*, Shoji Hashimoto, and Ryan Kellermann

  • *Contact author: rtsuji@post.kek.jp

Phys. Rev. D 113, 054514 – Published 31 March, 2026

DOI: https://doi.org/10.1103/9891-x33t

Abstract

Ground-state energy and matrix elements are reconstructed from correlators in lattice QCD by diagonalizing transfer matrix T^ within the Krylov subspace spanned by T^n|χ⟩, where |χ⟩ is a state generated by an interpolating field on the lattice. In numerical applications, this strategy is spoiled by statistical noise. To circumvent the problem, we introduce a low-rank approximation based on a singular-value decomposition of a matrix made of the correlators. The associated bias is eliminated by an extrapolation to the limit of vanishing variance of energy eigenvalues. The strategy is tested using a set of mock data as well as real data of K and Ds meson correlators.

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References (31)

  1. G. Parisi, Phys. Rep. 103, 203 (1984).
  2. G. P. Lepage, The analysis of algorithms for lattice field theory, invited lecture at the 1989 TASI summer school, Boulder CO, June 4-39, 1989.
  3. Y. Aoki, K.-I. Ishikawa, Y. Kuramashi, S. Sasaki, K. Sato, E. Shintani, R. Tsuji, H. Watanabe, and T. Yamazaki (PACS Collaboration), Phys. Rev. D 112, 074510 (2025).
  4. P. Gambino and S. Hashimoto, Phys. Rev. Lett. 125, 032001 (2020).
  5. C. Michael, Nucl. Phys. B259, 58 (1985).
  6. M. Luscher and U. Wolff, Nucl. Phys. B339, 222 (1990).
  7. T. Blum et al. (RBC and UKQCD Collaborations), Phys. Rev. D 107, 094512 (2023); 108, 039902(E) (2023).
  8. M. L. Wagman, Phys. Rev. Lett. 134, 241901 (2025).
  9. D. C. Hackett and M. L. Wagman, Phys. Rev. D 112, 054506 (2025).
  10. D. C. Hackett and M. L. Wagman, Phys. Rev. D 112, 014514 (2025).
  11. D. Chakraborty, D. Sood, A. Radhakrishnan, and N. Mathur, Phys. Rev. D 112, 074506 (2025).
  12. J. Ostmeyer, A. Sen, and C. Urbach, Eur. Phys. J. A 61, 26 (2025).
  13. R. Abbott, D. C. Hackett, G. T. Fleming, D. A. Pefkou, and M. L. Wagman, arXiv:2503.17357.
  14. J. Ostmeyer and C. Urbach, arXiv:2510.15500.
  15. J. Cullum and R. A. Willoughby, J. Comput. Phys. 44, 329 (1981).
  16. J. K. Cullum and R. Willoughby, in Lanczos Algorithms for Large Symmetric Eigenvalue Computations Vol. I Theory (Birkhäuser Boston, Boston, MA, 1985), pp. 92–163.
  17. G. T. Fleming, in QCD and Numerical Analysis III, edited by A. Boriçi, A. Frommer, B. Joó, A. Kennedy, and B. Pendleton (Springer, Berlin, Heidelberg, 2005), pp. 143–152, ISBN [Amazon][WorldCat].
  18. S. R. Beane, W. Detmold, T. C. Luu, K. Orginos, A. Parreno, M. J. Savage, A. Torok, and A. Walker-Loud, Phys. Rev. D 79, 114502 (2009).
  19. K. K. Cushman and G. T. Fleming, Proc. Sci., LATTICE2018 (2019) 297 [arXiv:1902.10695].
  20. K. K. Cushman and G. T. Fleming, Phys. Rev. E 102, 043303 (2020).
  21. G. T. Fleming, in Proceedings of the 40th International Symposium on Lattice Field Theory (2023), arXiv:2309.05111, and relevant references therein.
  22. M. Fischer, B. Kostrzewa, J. Ostmeyer, K. Ottnad, M. Ueding, and C. Urbach, Eur. Phys. J. A 56, 206 (2020).
  23. M. Imada and T. Kashima, J. Phys. Soc. Jpn. 69, 2723 (2000).
  24. T. Kashima and M. Imada, J. Phys. Soc. Jpn. 70, 2287 (2001).
  25. D. Wu et al., Science 386, adg9774 (2024).
  26. F. L. Bauer and C. T. Fike, Numer. Math. 2, 137 (1960).
  27. S. Sorella, Phys. Rev. B 64, 024512 (2001).
  28. B. Colquhoun, S. Hashimoto, T. Kaneko, and J. Koponen (JLQCD Collaboration), Phys. Rev. D 106, 054502 (2022).
  29. M. Tomii, G. Cossu, B. Fahy, H. Fukaya, S. Hashimoto, T. Kaneko, and J. Noaki (JLQCD Collaboration), Phys. Rev. D 94, 054504 (2016).
  30. S. Capitani, M. Della Morte, G. von Hippel, B. Jager, A. Juttner, B. Knippschild, H. B. Meyer, and H. Wittig, Phys. Rev. D 86, 074502 (2012).
  31. S. Hashimoto, Prog. Theor. Exp. Phys. 2017, 053B03 (2017).

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