- Editors' Suggestion
- Open Access
Gradient Flow for Parton Distribution Functions: First Application to the Pion
Phys. Rev. Lett. 136, 171903 – Published 29 April, 2026
DOI: https://doi.org/10.1103/z3wr-zk8n
Abstract
Parton distribution functions (PDFs) are central to precision QCD phenomenology. Their Mellin moments can be computed on the lattice, but direct determinations using local operators, besides , face severe challenges from reduced hypercubic symmetry, limiting results to the lowest moments. A recently proposed method resolves these issues using gradient flow. We demonstrate the efficacy of this method by computing ratios of flavor nonsinglet pion PDF moments up to on four lattice spacings at . The moments and reconstructed PDF agree quantitatively with recent phenomenological extractions.
Physics Subject Headings (PhySH)
See Also
Moments of parton distribution functions of the pion from lattice QCD using gradient flow
Article Text
References (135)
- S. Amoroso et al., Snowmass 2021 whitepaper: Proton structure at the precision frontier, Acta Phys. Pol. B 53, 12 (2022).
- J. S. Conway et al., Experimental study of muon pairs produced by 252-GeV pions on tungsten, Phys. Rev. D 39, 92 (1989).
- B. Betev et al. (NA10 Collaboration), Differential cross-section of high mass muon pairs produced by a beam on a tungsten target, Z. Phys. C 28, 9 (1985).
- J. F. Owens, dependent parametrizations of pion parton distribution functions, Phys. Rev. D 30, 943 (1984).
- P. Aurenche, R. Baier, M. Fontannaz, M. Kienzle-Focacci, and M. Werlen, The gluon content of the pion from high- photon production, Phys. Lett. B 233, 517 (1989).
- P. J. Sutton, A. D. Martin, R. G. Roberts, and W. J. Stirling, Parton distributions for the pion extracted from Drell-Yan and prompt photon experiments, Phys. Rev. D 45, 2349 (1992).
- M. Glück, E. Reya, and A. Vogt, Pionic parton distributions, Z. Phys. C 53, 651 (1992).
- K. Wijesooriya, P. E. Reimer, and R. J. Holt, The pion parton distribution function in the valence region, Phys. Rev. C 72, 065203 (2005).
- I. Novikov et al., Parton distribution functions of the charged pion within the xFitter framework, Phys. Rev. D 102, 014040 (2020).
- F. D. Aaron et al. (H1 Collaboration), Measurement of leading neutron production in deep-inelastic scattering at HERA, Eur. Phys. J. C 68, 381 (2010).
- S. Chekanov et al. (ZEUS Collaboration), Leading neutron production in collisions at HERA, Nucl. Phys. B637, 3 (2002).
- P. C. Barry, N. Sato, W. Melnitchouk, and C.-R. Ji, First Monte Carlo global QCD analysis of pion parton distributions, Phys. Rev. Lett. 121, 152001 (2018).
- N. Y. Cao, P. C. Barry, N. Sato, and W. Melnitchouk (Jefferson Lab Angular Momentum Collaboration), Towards the three-dimensional parton structure of the pion: Integrating transverse momentum data into global QCD analysis, Phys. Rev. D 103, 114014 (2021).
- P. C. Barry, C.-R. Ji, N. Sato, and W. Melnitchouk (Jefferson Lab Angular Momentum (JAM) Collaboration), Global QCD analysis of pion parton distributions with threshold resummation, Phys. Rev. Lett. 127, 232001 (2021).
- M. Aicher, A. Schäfer, and W. Vogelsang, Soft-gluon resummation and the valence parton distribution function of the pion, Phys. Rev. Lett. 105, 252003 (2010).
- D. Westmark and J. F. Owens, Enhanced threshold resummation formalism for lepton pair production and its effects in the determination of parton distribution functions, Phys. Rev. D 95, 056024 (2017).
- L. Kotz, A. Courtoy, P. Nadolsky, F. Olness, and M. Ponce-Chavez, Analysis of parton distributions in a pion with Bézier parametrizations, Phys. Rev. D 109, 074027 (2024).
- L. Kotz, A. Courtoy, P. Nadolsky, and M. Ponce-Chavez, Fantômas: Epistemic and nuclear uncertainties for the parton distributions of the pion, Phys. Rev. D 112, L071502 (2025).
- R. A. Montgomery, J. R. M. Annand, D. Dutta, C. E. Keppel, P. King, B. Wojtsekhowski, and J. Zhang (TDIS, SBS Collaborations), Proposed measurement of tagged deep inelastic scattering in Hall A of Jefferson lab, AIP Conf. Proc. 1819, 030004 (2017).
- R. Abdul Khalek et al., Science requirements and detector concepts for the electron-ion collider: EIC Yellow Report, Nucl. Phys. A1026, 122447 (2022).
- J. Arrington et al., Revealing the structure of light pseudoscalar mesons at the electron–ion collider, J. Phys. G 48, 075106 (2021).
- Z. F. Ezawa, Wide-angle scattering in softened field theory, Nuovo Cimento A 23, 271 (1974).
- P. V. Landshoff and J. C. Polkinghorne, Threshold properties of electroproduction and annihilation, Nucl. Phys. B53, 473 (1973).
- J. F. Gunion, S. J. Brodsky, and R. Blankenbecler, Large angle scattering and the interchange force, Phys. Rev. D 8, 287 (1973).
- G. R. Farrar and D. R. Jackson, The pion form-factor, Phys. Rev. Lett. 43, 246 (1979).
- E. L. Berger and S. J. Brodsky, Quark structure functions of mesons and the Drell-Yan process, Phys. Rev. Lett. 42, 940 (1979).
- T. Shigetani, K. Suzuki, and H. Toki, Pion structure function in the Nambu and Jona-Lasinio model, Phys. Lett. B 308, 383 (1993).
- A. Szczepaniak, C.-R. Ji, and S. R. Cotanch, Generalized relativistic meson wave function, Phys. Rev. D 49, 3466 (1994).
- R. M. Davidson and E. Ruiz Arriola, Structure functions of pseudoscalar mesons in the SU(3) NJL model, Phys. Lett. B 348, 163 (1995).
- M. B. Hecht, C. D. Roberts, and S. M. Schmidt, Valence quark distributions in the pion, Phys. Rev. C 63, 025213 (2001).
- W. Melnitchouk, Quark hadron duality in electron pion scattering, Eur. Phys. J. A 17, 223 (2003).
- S. Noguera and S. Scopetta, Pion transverse momentum dependent parton distributions in the Nambu and Jona-Lasinio model, J. High Energy Phys. 11 (2015) 102.
- P. T. P. Hutauruk, I. C. Cloet, and A. W. Thomas, Flavor dependence of the pion and kaon form factors and parton distribution functions, Phys. Rev. C 94, 035201 (2016).
- T. J. Hobbs, Quantifying finite-momentum effects in the quark quasidistribution functions of mesons, Phys. Rev. D 97, 054028 (2018).
- G. F. de Teramond, T. Liu, R. S. Sufian, H. G. Dosch, S. J. Brodsky, and A. Deur (HLFHS Collaboration), Universality of generalized parton distributions in light-front holographic QCD, Phys. Rev. Lett. 120, 182001 (2018).
- K. D. Bednar, I. C. Cloët, and P. C. Tandy, Distinguishing quarks and gluons in pion and kaon parton distribution functions, Phys. Rev. Lett. 124, 042002 (2020).
- J. Lan, C. Mondal, S. Jia, X. Zhao, and J. P. Vary, Parton distribution functions from a light front Hamiltonian and QCD evolution for light mesons, Phys. Rev. Lett. 122, 172001 (2019).
- J. Lan, C. Mondal, S. Jia, X. Zhao, and J. P. Vary, Pion and kaon parton distribution functions from basis light front quantization and QCD evolution, Phys. Rev. D 101, 034024 (2020).
- L. Chang, K. Raya, and X. Wang, Pion parton distribution function in light-front holographic QCD, Chin. Phys. C 44, 114105 (2020).
- Z.-F. Cui, M. Ding, F. Gao, K. Raya, D. Binosi, L. Chang, C. D. Roberts, J. Rodríguez-Quintero, and S. M. Schmidt, Kaon and pion parton distributions, Eur. Phys. J. C 80, 1064 (2020).
- A. Kock, Y. Liu, and I. Zahed, Pion and kaon parton distributions in the QCD instanton vacuum, Phys. Rev. D 102, 014039 (2020).
- Z. F. Cui, M. Ding, J. M. Morgado, K. Raya, D. Binosi, L. Chang, F. De Soto, C. D. Roberts, J. Rodríguez-Quintero, and S. M. Schmidt, Emergence of pion parton distributions, Phys. Rev. D 105, L091502 (2022).
- L. Albino, I. M. Higuera-Angulo, K. Raya, and A. Bashir, Pseudoscalar mesons: Light front wave functions, GPDs, and PDFs, Phys. Rev. D 106, 034003 (2022).
- M. Ahmady, S. Kaur, C. Mondal, and R. Sandapen, Pion spectroscopy and dynamics using the holographic light-front Schrödinger equation and the ’t Hooft equation, Phys. Lett. B 836, 137628 (2023).
- B. Pasquini, S. Rodini, and S. Venturini [MAP (Multi-dimensional Analyses of Partonic distributions) Collaboration], Valence quark, sea, and gluon content of the pion from the parton distribution functions and the electromagnetic form factor, Phys. Rev. D 107, 114023 (2023).
- Y. Lu, Y.-Z. Xu, K. Raya, C. D. Roberts, and J. Rodríguez-Quintero, Pion distribution functions from low-order Mellin moments, Phys. Lett. B 850, 138534 (2024).
- A. S. Kronfeld and D. M. Photiadis, Phenomenology on the lattice: Composite operators in lattice gauge theory, Phys. Rev. D 31, 2939 (1985).
- G. Martinelli and C. T. Sachrajda, Pion structure functions from lattice QCD, Phys. Lett. B 196, 184 (1987).
- G. Martinelli and C. T. Sachrajda, A lattice study of nucleon structure, Nucl. Phys. B316, 355 (1989).
- U. Aglietti, M. Ciuchini, G. Corbo, E. Franco, G. Martinelli, and L. Silvestrini, Model independent determination of the shape function for inclusive B decays and of the structure functions in DIS, Phys. Lett. B 432, 411 (1998).
- W. Detmold and C. J. D. Lin, Deep-inelastic scattering and the operator product expansion in lattice QCD, Phys. Rev. D 73, 014501 (2006).
- X. Ji, Parton physics on a Euclidean lattice, Phys. Rev. Lett. 110, 262002 (2013).
- C. Monahan and K. Orginos, Locally smeared operator product expansions in scalar field theory, Phys. Rev. D 91, 074513 (2015).
- A. Radyushkin, Nonperturbative evolution of parton quasi-distributions, Phys. Lett. B 767, 314 (2017).
- K. Orginos, A. Radyushkin, J. Karpie, and S. Zafeiropoulos, Lattice QCD exploration of parton pseudo-distribution functions, Phys. Rev. D 96, 094503 (2017).
- A. J. Chambers, R. Horsley, Y. Nakamura, H. Perlt, P. E. L. Rakow, G. Schierholz, A. Schiller, K. Somfleth, R. D. Young, and J. M. Zanotti, Nucleon structure functions from operator product expansion on the lattice, Phys. Rev. Lett. 118, 242001 (2017).
- V. Braun and D. Müller, Exclusive processes in position space and the pion distribution amplitude, Eur. Phys. J. C 55, 349 (2008).
- Y.-Q. Ma and J.-W. Qiu, Extracting parton distribution functions from lattice QCD calculations, Phys. Rev. D 98, 074021 (2018).
- J. Liang, T. Draper, K.-F. Liu, A. Rothkopf, and Y.-B. Yang (XQCD Collaboration), Towards the nucleon hadronic tensor from lattice QCD, Phys. Rev. D 101, 114503 (2020).
- T. Izubuchi, X. Ji, L. Jin, I. W. Stewart, and Y. Zhao, Factorization theorem relating Euclidean and light-cone parton distributions, Phys. Rev. D 98, 056004 (2018).
- J. Karpie, K. Orginos, and S. Zafeiropoulos, Moments of Ioffe time parton distribution functions from non-local matrix elements, J. High Energy Phys. 11 (2018) 178.
- B. Joó, J. Karpie, K. Orginos, A. Radyushkin, D. Richards, and S. Zafeiropoulos, Parton distribution functions from Ioffe time pseudo-distributions, J. High Energy Phys. 12 (2019) 081.
- B. Joó, J. Karpie, K. Orginos, A. V. Radyushkin, D. G. Richards, R. S. Sufian, and S. Zafeiropoulos, Pion valence structure from Ioffe-time parton pseudodistribution functions, Phys. Rev. D 100, 114512 (2019).
- B. Joó, J. Karpie, K. Orginos, A. V. Radyushkin, D. G. Richards, and S. Zafeiropoulos, Parton distribution functions from Ioffe time pseudodistributions from lattice calculations: Approaching the physical point, Phys. Rev. Lett. 125, 232003 (2020).
- Z. Fan, X. Gao, R. Li, H.-W. Lin, N. Karthik, S. Mukherjee, P. Petreczky, S. Syritsyn, Y.-B. Yang, and R. Zhang, Isovector parton distribution functions of the proton on a superfine lattice, Phys. Rev. D 102, 074504 (2020).
- C. Egerer et al. (HadStruc Collaboration), Transversity parton distribution function of the nucleon using the pseudodistribution approach, Phys. Rev. D 105, 034507 (2022).
- X. Gao, A. D. Hanlon, N. Karthik, S. Mukherjee, P. Petreczky, P. Scior, S. Shi, S. Syritsyn, Y. Zhao, and K. Zhou, Continuum-extrapolated NNLO valence PDF of the pion at the physical point, Phys. Rev. D 106, 114510 (2022).
- X. Gao, A. D. Hanlon, J. Holligan, N. Karthik, S. Mukherjee, P. Petreczky, S. Syritsyn, and Y. Zhao, Unpolarized proton PDF at NNLO from lattice QCD with physical quark masses, Phys. Rev. D 107, 074509 (2023).
- H. Dutrieux, R. G. Edwards, C. Egerer, J. Karpie, C. Monahan, K. Orginos, A. Radyushkin, D. Richards, E. Romero, and S. Zafeiropoulos (HadStruc Collaboration), Towards unpolarized GPDs from pseudo-distributions, J. High Energy Phys. 08 (2024) 162.
- A. Shindler, Moments of parton distribution functions of any order from lattice QCD, Phys. Rev. D 110, L051503 (2024).
- P. C. Barry et al. (Jefferson Lab Angular Momentum (JAM), HadStruc Collaborations), Complementarity of experimental and lattice QCD data on pion parton distributions, Phys. Rev. D 105, 114051 (2022).
- R. Narayanan and H. Neuberger, Infinite N phase transitions in continuum Wilson loop operators, J. High Energy Phys. 03 (2006) 064.
- M. Lüscher, Properties and uses of the Wilson flow in lattice QCD, J. High Energy Phys. 08 (2010) 071; 03 (2014) 92.
- M. Lüscher and P. Weisz, Perturbative analysis of the gradient flow in non-Abelian gauge theories, J. High Energy Phys. 02 (2011) 051.
- M. Lüscher, Chiral symmetry and the Yang–Mills gradient flow, J. High Energy Phys. 04 (2013) 123.
- H. Suzuki, Energy–momentum tensor from the Yang–Mills gradient flow, Prog. Theor. Exp. Phys. 2013, 083B03 (2013); 2015, 079201(E) (2015).
- M. Lüscher, Future applications of the Yang-Mills gradient flow in lattice QCD, Proc. Sci. LATTICE2013 (2014) 016 [arXiv:1308.5598].
In Ref. [70], the matching coefficients are denoted by .
- S. G. Gorishnii, S. A. Larin, and F. V. Tkachov, The algorithm for OPE coefficient functions in the MS scheme, Phys. Lett. B 124, 217 (1983).
- S. G. Gorishnii and S. A. Larin, Coefficient functions of asymptotic operator expansions in minimal subtraction scheme, Nucl. Phys. B283, 452 (1987).
- R. V. Harlander, Y. Kluth, and F. Lange, The two-loop energy-momentum tensor within the gradient-flow formalism, Eur. Phys. J. C 78, 944 (2018); 79, 858(E) (2019).
- J. Artz, R. V. Harlander, F. Lange, T. Neumann, and M. Prausa, Results and techniques for higher order calculations within the gradient-flow formalism, J. High Energy Phys. 06 (2019) 121; 10 (2019) 32.
- E. G. Floratos, D. A. Ross, and C. T. Sachrajda, Higher order effects in asymptotically free gauge theories: The anomalous dimensions of Wilson operators, Nucl. Phys. B129, 66 (1977); B139, 545(E) (1978).
- A. Gonzalez-Arroyo, C. Lopez, and F. J. Yndurain, Second order contributions to the structure functions in deep inelastic scattering. I. Theoretical calculations, Nucl. Phys. B153, 161 (1979).
- H. Makino and H. Suzuki, Lattice energy-momentum tensor from the Yang-Mills gradient flow—inclusion of fermion fields, Prog. Theor. Exp. Phys. 2014, 63B02 (2014); 2015, 079202(E) (2015).
- J. Borgulat, R. V. Harlander, J. T. Kohnen, and F. Lange, Short-flow-time expansion of quark bilinears through next-to-next-to-leading order QCD, J. High Energy Phys. 05 (2024) 179.
- A. Francis, P. Fritzsch, R. Karur, J. Kim, G. Pederiva, D. A. Pefkou, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, companion paper, Moments of parton distributions functions of the pion from lattice QCD using gradient flow, Phys. Rev. D 113, 074520 (2026).
- A. S. Francis, F. Cuteri, P. Fritzsch, G. Pederiva, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, Properties, ensembles and hadron spectra with stabilised Wilson fermions, Proc. Sci. LATTICE2021 (2022) 118 [arXiv:2201.03874].
- F. Cuteri, A. S. Francis, P. Fritzsch, G. Pederiva, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, Gauge generation and dissemination in OpenLat, Proc. Sci. LATTICE2022 (2023) 426 [arXiv:2212.07314].
- F. Cuteri, A. Francis, P. Fritzsch, G. Pederiva, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, Benchmark continuum limit results for spectroscopy with stabilized Wilson fermions, Proc. Sci. LATTICE2022 (2023) 074 [arXiv:2212.11048].
- A. Francis, F. Cuteri, P. Fritzsch, G. Pederiva, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, Progress in generating gauge ensembles with stabilized Wilson fermions, Proc. Sci. LATTICE2023 (2024) 048 [arXiv:2312.11298].
- Y. Aoki et al. (Flavour Lattice Averaging Group (FLAG) Collaboration), FLAG review 2024, Phys. Rev. D 113, 014508 (2026).
- T. Blum et al. (RBC, UKQCD Collaborations), Domain wall QCD with physical quark masses, Phys. Rev. D 93, 074505 (2016).
- G. S. Bali, S. Collins, P. Georg, D. Jenkins, P. Korcyl, A. Schäfer, E. E. Scholz, J. Simeth, W. Söldner, and S. Weishäupl (RQCD Collaboration), Scale setting and the light baryon spectrum in QCD with Wilson fermions, J. High Energy Phys. 05 (2023) 035.
- M. Bruno, T. Korzec, and S. Schaefer, Setting the scale for the CLS flavor ensembles, Phys. Rev. D 95, 074504 (2017).
- S. Borsányi, S. Dürr, Z. Fodor, C. Hoelbling, S. D. Katz, S. Krieg, T. Kurth, L. Lellouch, T. Lippert, and C. McNeile (BMW Collaboration), High-precision scale setting in lattice QCD, J. High Energy Phys. 09 (2012) 010.
We set to , as we do not find any advantage in other choices.
In the case of Ref. [14], the comparison employs the NLO + NLL double Mellin method.
- D. Brommel, M. Diehl, M. Göckeler, P. Hagler, R. Horsley, D. Pleiter, P. E. L. Rakow, A. Schäfer, G. Schierholz, and J. M. Zanotti, Structure of the pion from full lattice QCD, Proc. Sci. LAT2005 (2006) 360 [arXiv:hep-lat/0509133].
- D. Brommel, Pion structure from the lattice, Ph.D. thesis, Regensburg University, 2007.
- G. Bali, S. Collins, B. Glässle, M. Göckeler, N. Javadi-Motaghi, J. Najjar, W. Söldner, and A. Sternbeck, Pion structure from lattice QCD, Proc. Sci. LATTICE2013 (2014) 447 [arXiv:1311.7639].
- A. Abdel-Rehim et al., Nucleon and pion structure with lattice QCD simulations at physical value of the pion mass, Phys. Rev. D 92, 114513 (2015); 93, 039904(E) (2016).
- M. Oehm, C. Alexandrou, M. Constantinou, K. Jansen, G. Koutsou, B. Kostrzewa, F. Steffens, C. Urbach, and S. Zafeiropoulos, and of the pion PDF from lattice QCD with dynamical quark flavors, Phys. Rev. D 99, 014508 (2019).
- M. Löffler, P. Wein, T. Wurm, S. Weishäupl, D. Jenkins, R. Rödl, A. Schäfer, and L. Walter (RQCD Collaboration), Mellin moments of spin dependent and independent PDFs of the pion and rho meson, Phys. Rev. D 105, 014505 (2022).
- C. Alexandrou, S. Bacchio, I. Cloet, M. Constantinou, K. Hadjiyiannakou, G. Koutsou, and C. Lauer (ETM Collaboration), Mellin moments and for the pion and kaon from lattice QCD, Phys. Rev. D 103, 014508 (2021).
- C. Alexandrou, S. Bacchio, I. Cloët, M. Constantinou, K. Hadjiyiannakou, G. Koutsou, and C. Lauer (ETM Collaboration), Pion and kaon from lattice QCD and PDF reconstruction from Mellin moments, Phys. Rev. D 104, 054504 (2021).
- W. Detmold, W. Melnitchouk, and A. W. Thomas, Parton distribution functions in the pion from lattice QCD, Phys. Rev. D 68, 034025 (2003).
- G. Martinelli, C. Pittori, C. T. Sachrajda, M. Testa, and A. Vladikas, A general method for nonperturbative renormalization of lattice operators, Nucl. Phys. B445, 81 (1995).
- G. Martinelli, S. Petrarca, C. T. Sachrajda, and A. Vladikas, Nonperturbative renormalization of two quark operators with an improved lattice fermion action, Phys. Lett. B 311, 241 (1993); 317, 660(E) (1993).
- H. Dutrieux, J. Karpie, K. Orginos, and S. Zafeiropoulos, Simple nonparametric reconstruction of parton distributions from limited Fourier information, Phys. Rev. D 111, 034515 (2025).
- A. Candido, L. Del Debbio, T. Giani, and G. Petrillo, Bayesian inference with Gaussian processes for the determination of parton distribution functions, Eur. Phys. J. C 84, 716 (2024).
- X.-D. Ji, Off forward parton distributions, J. Phys. G 24, 1181 (1998).
- A. V. Radyushkin, Nonforward parton distributions, Phys. Rev. D 56, 5524 (1997).
- A. Buckley, J. Ferrando, S. Lloyd, K. Nordström, B. Page, M. Rüfenacht, M. Schönherr, and G. Watt, LHAPDF6: Parton density access in the LHC precision era, Eur. Phys. J. C 75, 132 (2015).
- www.gauss-centre.eu.
- Jülich Supercomputing Centre, juwels cluster and booster: Exascale pathfinder with modular supercomputing architecture at Juelich Supercomputing Centre, J. Large-Scale Res. Facil. 7, A183 (2021).
- M. Lüscher, Code available at https://luscher.web.cern.ch/luscher/openQCD/.
- R. G. Edwards and B. Joó (SciDAC, LHPC, UKQCD Collaborations), The chroma software system for lattice QCD, Nucl. Phys. B, Proc. Suppl. 140, 832 (2005).
- M. Clark, R. Babich, K. Barros, R. Brower, and C. Rebbi, Solving lattice QCD systems of equations using mixed precision solvers on GPUs, Comput. Phys. Commun. 181, 1517 (2010).
- R. Babich, M. Clark, B. Joó, G. Shi, R. Brower, and S. Gottlieb, Scaling lattice QCD beyond 100 GPUs, in SC11 International Conference for High Performance Computing, Networking, Storage and Analysis (2011), arXiv:1109.2935.
- M. A. Clark, B. Joó, A. Strelchenko, M. Cheng, A. Gambhir, and R. Brower, Accelerating lattice QCD multigrid on GPUs using fine-grained parallelization, arXiv:1612.07873.
- F. T. Winter, M. A. Clark, R. G. Edwards, and B. Joó, A Framework for Lattice QCD Calculations on GPUs, in 2014 IEEE 28th International Parallel and Distributed Processing Symposium, Phoenix, AZ, USA (2014), pp. 1073–1082.
- A. Gambhir, D. Brantley, J. Chang, B. Hörz, H. Monge-Camacho, P. Vranas, and A. Walker-Loud, lalibe, https://github.com/callat-qcd/lalibe (2018).
- C. R. Harris et al., Array programming with numpy, Nature (London) 585, 357 (2020).
- P. Virtanen et al. (scipy 1.0 Contributors), scipy 1.0: Fundamental algorithms for scientific computing in python, Nat. Methods 17, 261 (2020).
- G. P. Lepage, gvar v. 11.9.1, (2020), https://github.com/gplepage/gvar, 10.5281/zenodo.4290884.
- G. P. Lepage, lsqfit v. 11.7, (2020), https://github.com/gplepage/lsqfit, 10.5281/zenodo.4037174.
- J. D. Hunter, matplotlib: A 2D graphics environment, Comput. Sci. Eng. 9, 90 (2007).
- G. Martinelli and C. T. Sachrajda, A lattice calculation of the pion’s form-factor and structure function, Nucl. Phys. B306, 865 (1988).
- C. W. Bernard, T. Draper, G. Hockney, and A. Soni, Calculation of weak matrix elements: Some technical aspects, in Workshop on Lattice Gauge Theories (Springer US, Boston, MA, 1986).
- A. Francis, P. Fritzsch, R. Karur, J. Kim, G. Pederiva, D. A. Pefkou, A. Rago, A. Shindler, A. Walker-Loud, and S. Zafeiropoulos, Probing higher moments of pion parton distribution functions, Proc. Sci. LATTICE2024 (2025) 336 [arXiv:2412.01750].
- K. Symanzik, Continuum limit and improved action in lattice theories: I. Principles and theory, Nucl. Phys. B226, 187 (1983).
- K. Symanzik, Continuum limit and improved action in lattice theories: II. nonlinear sigma model in perturbation theory, Nucl. Phys. B226, 205 (1983).
- M. Luscher, S. Sint, R. Sommer, and P. Weisz, Chiral symmetry and improvement in lattice QCD, Nucl. Phys. B478, 365 (1996).
- A. Francis, P. Fritzsch, M. Lüscher, and A. Rago, Master-field simulations of -improved lattice QCD: Algorithms, stability and exactness, Comput. Phys. Commun. 255, 107355 (2020).