- Open Access
Extraction of spectral densities from lattice correlators: Decoupling signal from noise
Phys. Rev. D 114, 074511 – Published 20 October, 2026
DOI: https://doi.org/10.1103/g99j-k1fj
Abstract
We expand the treatment of the problem of the extraction of smeared spectral densities from Euclidean correlators, introduced in [Extraction of spectral densities from lattice correlators, Phys. Rev. D 99, 094508 (2019).], providing an alternative which does not rely on the Backus-Gilbert regularization. This is possible due to the observation that the solution can be decomposed into a sum of terms, in the spirit of the singular value decomposition, where those with the largest contribution to the statistical noise happen to contribute the least to the central value of the smeared spectral density. The analysis of the systematics of the inverse problem is then shifted to finding the optimal truncation of such summation, so that the signal is saturated before the noise explodes. We scrutinize the performance and systematics of this approach either as a stand-alone procedure, or to complement the stability analysis required to extrapolate the unbiased result in the Backus-Gilbert regulated version of the solution.
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References (31)
- J. C. A. Barata and K. Fredenhagen, Particle scattering in Euclidean lattice field theories, Commun. Math. Phys. 138, 507 (1991).
- M. Bertero, C. D. Mol, and E. R. Pike, Linear inverse problems with discrete data: II. Stability and regularisation, Inverse Probl. 4, 573 (1988).
- M. Hansen, A. Lupo, and N. Tantalo, Extraction of spectral densities from lattice correlators, Phys. Rev. D 99, 094508 (2019).
- W. Furmanski and R. Petronzio, A method of analyzing the scaling violation of inclusive spectra in hard processes, Nucl. Phys. B195, 237 (1982).
- G. Backus and F. Gilbert, The resolving power of gross earth data, Geophys. J. Int. 16, 169 (1968).
- F. P. Pijpers and M. J. Thompson, The sola method for helioseismic inversion, Astron. Astrophys. 281, 231 (1994).
- J. Bulava, M. T. Hansen, M. W. Hansen, A. Patella, and N. Tantalo, Inclusive rates from smeared spectral densities in the two-dimensional O(3) non-linear -model, J. High Energy Phys. 07 (2022) 034.
- L. Del Debbio, A. Lupo, M. Panero, and N. Tantalo, Bayesian solution to the inverse problem and its relation to Backus–Gilbert methods, Eur. Phys. J. C 85, 185 (2025).
- M. Buzzicotti, A. De Santis, and N. Tantalo, Teaching to extract spectral densities from lattice correlators to a broad audience of learning-machines, Eur. Phys. J. C 84, 32 (2024).
- L. Del Debbio, A. Lupo, M. Panero, and N. Tantalo, Multi-representation dynamics of SU(4) composite Higgs models: Chiral limit and spectral reconstructions, Eur. Phys. J. C 83, 220 (2023).
- E. Bennett et al., Meson spectroscopy from spectral densities in lattice gauge theories, Phys. Rev. D 110, 074509 (2024).
- Extended Twisted Mass Collaboration, Probing the energy-smeared R ratio using lattice QCD, Phys. Rev. Lett. 130, 241901 (2023).
- Extended Twisted Mass Collaboration, Inclusive hadronic decay rate of the Lepton from Lattice QCD: The flavor channel and the Cabibbo Angle, Phys. Rev. Lett. 132, 261901 (2024).
- Extended Twisted Mass Collaboration, Inclusive hadronic decay rate of the lepton from lattice QCD, Phys. Rev. D 108, 074513 (2023).
- A. De Santis et al., Inclusive semileptonic decays of the meson: A first-principles lattice QCD calculation, Phys. Rev. D 112, 054503 (2025).
- A. De Santis et al., Inclusive semileptonic decays of the meson: Lattice QCD confronts experiments, Phys. Rev. Lett. 135, 121901 (2025).
- C. Bonanno, F. D’Angelo, M. D’Elia, L. Maio, and M. Naviglio, Sphaleron rate from a modified Backus-Gilbert inversion method, Phys. Rev. D 108, 074515 (2023).
- C. Bonanno, F. D’Angelo, M. D’Elia, L. Maio, and M. Naviglio, Sphaleron rate of Nf = 2 + 1 QCD, Phys. Rev. Lett. 132, 051903 (2024).
- Y. Burnier and A. Rothkopf, Bayesian approach to spectral function reconstruction for Euclidean quantum field theories, Phys. Rev. Lett. 111, 182003 (2013).
- M. T. Hansen, H. B. Meyer, and D. Robaina, From deep inelastic scattering to heavy-flavor semileptonic decays: Total rates into multihadron final states from lattice QCD, Phys. Rev. D 96, 094513 (2017).
- L. Del Debbio, T. Giani, J. Karpie, K. Orginos, A. Radyushkin, and S. Zafeiropoulos, Neural-network analysis of parton distribution functions from Ioffe-time pseudodistributions, J. High Energy Phys. 02 (2021) 138.
- L. Del Debbio, T. Giani, and M. Wilson, Bayesian approach to inverse problems: An application to NNPDF closure testing, Eur. Phys. J. C 82, 330 (2022).
- Y. C. Medrano, H. Dutrieux, J. Karpie, K. Orginos, and S. Zafeiropoulos, Gaussian processes for inferring parton distributions, J. High Energy Phys. 04 (2026) 182.
- A. Barone, S. Hashimoto, A. Jüttner, T. Kaneko, and R. Kellermann, Approaches to inclusive semileptonic -meson decays from Lattice QCD, J. High Energy Phys. 07 (2023) 145.
- R. Kellermann, Z. Hu, A. Barone, A. Elgaziari, S. Hashimoto, T. Kaneko et al., Inclusive semileptonic decays from lattice QCD: Analysis of systematic effects, Phys. Rev. D 112, 014501 (2025).
- T. Bergamaschi, W. I. Jay, and P. R. Oare, Hadronic structure, conformal maps, and analytic continuation, Phys. Rev. D 108, 074516 (2023).
- M. Bruno, L. Giusti, and M. Saccardi, Spectral densities from Euclidean lattice correlators via the Mellin transform, Phys. Rev. D 111, 094515 (2025).
- P. V. Buividovich and B. Hind, Spectral reconstruction based on dimensional reduction in high-temperature gauge theories, arXiv:2512.23560.
- R. Tsuji and S. Hashimoto, Spectral reconstruction from Euclidean lattice correlators through singular value decomposition, arXiv:2605.15674.
- A. Patella and N. Tantalo, Scattering amplitudes from Euclidean correlators: Haag-Ruelle theory and approximation formulae, J. High Energy Phys. 01 (2025) 091.
- R. Aliberti et al., The anomalous magnetic moment of the muon in the standard model: An update, Phys. Rep. 1143, 1 (2025).