Scientific publications using Scikit-HEP

Table of contents

• Peer reviewed journal papers
  • Experimental Particle Physics
  • Particle Physics Phenomenology
  • Experimental and Theoretical Nuclear Physics
  • Data Analysis, Statistics and Probability
  • Instrumentation and Detectors
  • Astronomy, Astrophysics and Cosmology
  • Physics in Medicine and Biology
• Conference proceedings and reports
• General articles
  • Experimental Particle Physics
  • Particle Physics Phenomenology
  • Astronomy, Astrophysics and Cosmology
  • Computational Physics
  • Computer Science, Machine Learning
  • Data Analysis, Statistics and Probability
  • Chemical Physics
• PhD theses

A list of publications citing the pyhf package or material using it is collected at https://scikit-hep.org/pyhf/citations.html#use-in-publications.

Peer reviewed journal papers

Experimental Particle Physics

• 2024 JINST 19 P05065 (arXiv:2305.10515 [hep-ex]) - cites the Scikit-HEP project.
• Phys. Rev. D 108, L111104 (2023) (arXiv:2306.02830 [hep-ex]) - cites the Scikit-HEP project.
• Scientific Data 9, 31 (2022) (arXiv:2108.02214 [hep-ex]) - cites awkward and uproot.
• LHCb Collaboration, JHEP 01 (2022) 166 (arXiv:2107.10090 [hep-ex]), first LHCb analysis performed fully in Python with standard scientific packages and Scikit-HEP packages - cites boost-histogram, iminuit, Particle, uproot.
• Phys. Rev. D 104, 112011 (2021) (arXiv:2109.01685 [hep-ex]) - cites iminuit.
• JHEP 12 (2021) 133 (arXiv:2107.2105.13330 [hep-ex]) - cites awkward.
• Comput. Softw. Big Sci. 5, 22 (2021) (arxiv:2103.00659 [hep-ex]) - cites uproot.

Particle Physics Phenomenology

• Phys. Rev. D 110, 035029 (2024) (arXiv:2405.07330 [hep-ph]) - cites the Scikit-HEP project.
• JHEP 06 (2024) 163 (arxiv:2402.17714 [hep-ph]) - cites the Scikit-HEP project.
• Phys. Rev. D 109, 016010 (2024) (arXiv:2309.08604 [hep-ph]) - cites the Scikit-HEP project.
• Phys. Rev. D 109, 014040 (2024) (arXiv:2306.01578 [hep-ph]) - cites the Scikit-HEP project.
• Eur. Phys. J. C 84, 366 (2024) (arXiv:2312.04646 [hep-ph]) - cites pylhe.
• Eur. Phys. J. C 84, 363 (2024) (arXiv:2309.12793 [hep-ph]) - cites the Scikit-HEP project.
• Phys. Rev. D 108, 095020 (2023) (arXiv:2309.10417 [hep-ph]) - cites the Scikit-HEP project.
• Phys. Rev. D 108, 035001 (2023) (arXiv:2302.08281 [hep-ph]) - cites pylhe.
• SciPost Phys. Core 6, 085 (2023) (arXiv:2212.10493 [hep-ph]) - cites pyhepmc, pyjet, Scikit-HEP project.
• SciPost Phys. 14, 009 (2023) (arXiv:2206.14870 [hep-ph]) - cites pyhf.
• Eur. Phys. J. C 82, 326 (2022) (arXiv:2104.08921 [hep-ph]) - cites iminuit.
• JHEP 10 (2022) 092 (arxiv:2208.10406 [hep-ph]) - cites pylhe.
• Int. J. of Modern Physics A (arXiv:2208.09538 [hep-ph]) - cites Particle, Scikit-HEP project.
• Phys. Rev. D 106, 052011 (2022) (arXiv:2206.09932 [hep-ph]) - cites the Scikit-HEP project.
• JHEP 05 (2022) 085 (arXiv:2110.02174 [hep-ph]) - cites iminuit.
• JHEP 04 (2022) 119 (arXiv:2201.01788 [hep-ph]) - cites iminuit.
• SciPost Phys. 12, 037 (2022) (arXiv:2109.04981 [hep-ph]) - cites cabinetry, pyhf.
• Eur. Phys. J. C 82, 194 (2022) (arXiv:2107.07537 [hep-ph]) - cites iminuit.
• Eur. Phys. J. C 82, 46 (2022) (arXiv:2109.08159 [hep-ph]) - cites pyjet.
• Rep. Prog. Phys. 85, 052201 (2022) (arXiv:2012.09874 [hep-ph]) - cites iminuit.
• Phys. Rev. D 105, 094033 (2022) (arXiv:2108.05383 [hep-ph]) - cites iminuit.
• Phys. Rev. D 105, 075001 (2021) (arXiv:2111.10343 [hep-ph]) - cites the Scikit-HEP project.
• Eur. Phys. J. C 81, 952 (2021) (arXiv:2103.13370 [hep-ph]) - cites iminuit.
• JHEP 11 (2021) 066 (arXiv:2107.06625 [hep-ph]) - cites pyjet.
• JHEP 05 (2021) 151 (arXiv:2103.03270 [hep-ph]) - cites iminuit.
• Rep. Prog. Phys. 84, 124201 (2021) (arXiv:2101.08320 [hep-ph]) - cites pyjet.
• Phys. Rev. D 104, 113008 (2021) (arXiv:2105.08270 [hep-ph]) - cites uproot, Scikit-HEP project.
• Phys. Rev. D 104, 035012 (2021) (arXiv:2105.07077 [hep-ph]) - cites uproot, Scikit-HEP project.
• Phys. Rev. D 104, 035014 (2021) (arXiv:2010.07941 [hep-ph]) - cites the Scikit-HEP project.
• Phys. Rev. D 103, 056014 (2021) (arXiv:2012.10500 [hep-ph]) - cites uproot, Scikit-HEP project.
• SciPost Phys. 10, 139 (2021) (arXiv:2008.06545 [hep-ph]) - cites iminuit, probfit.
• Phys. Rev. D 102, 015032 (2020) (arXiv:2006.10630 [hep-ph]) - cites pylhe, Scikit-HEP project.
• Phys. Rev. D 102, 015007 (2020) (arXiv:2005.03594 [hep-ph]) - cites pylhe, Scikit-HEP project.
• Comput. Softw. Big Sci. 4, 3 (2020) (arxiv:1907.10621 [hep-ph]) - cites pylhe, scikit-hep, uproot, Scikit-HEP project.
• JHEP 03 (2020) 094 (arXiv:2001.11041 [hep-ph]) - cites iminuit.
• JHEP 03 (2020) 076 (arXiv:1912.09760 [hep-ph]) - cites iminuit.
• JHEP 11 (2019) 034 (arXiv:1908.06980 [hep-ph]) - cites pylhe, uproot, Scikit-HEP project.
• Phys. Rev. Lett. 123 (2019) 14, 141801 (arxiv:1811.06465 [hep-ph]) - cites pylhe.

Experimental and Theoretical Nuclear Physics

• Phys. Rev. D 109, 096011 (2024) (arXiv:2402.06996 [nucl-th]) - cites Particle, Scikit-HEP project.
• J. Phys. G: Nucl. Part. Phys. 49 015104 (2022) (arXiv:2106.16243 [nucl-ex]) - cites iminuit.

Data Analysis, Statistics and Probability

• Comput. Softw. Big Sci. 8, 3 (2024) (arxiv:2308.09575 [physics.data-an]) - cites the Scikit-HEP project.
• J. Phys. G: Nucl. Part. Phys. 49 025001 (2022) (arXiv:2102.04275 [physics.data-an]) - cites probfit.
• 2021 JINST 16 P06016 (arXiv:1902.01452 [physics.data-an]) - cites iminuit.
• SoftwareX 11, 100508 (2020) (arXiv:1910.13429 [physics.data-an]) - cites hepstats, probfit.

Instrumentation and Detectors

• Eur. Phys. J. C 82, 79 (2022) (arXiv:2107.02119 [physics.ins-det]) - cites uproot.
• 2019 JINST 14 P09013 (arXiv:1903.06568 [stat.CO]) - cites uproot.

Astronomy, Astrophysics and Cosmology

• A&A 660, A18 (2022) (arXiv:2112.14573 [astro-ph.IM]) - cites iminuit.
• Phys. Rev. D 105, 063028 (2022) (arXiv:2110.03679 [astro-ph.HE]) - cites iminuit.
• Phys. Rev. D 105, 023015 (2022) (arXiv:2111.05864 [astro-ph.HE]) - cites iminuit.
• Monthly Notices of the Royal Astronomical Society, Volume 509, Issue 3, Jan. 2022, Pages 3904–3923 ([arXiv:2108.03640 [astro-ph.CO]] (https://arxiv.org/abs/2108.03640)) - cites iminuit.
• Phys. Rev. D 104, 123022 (2021) (arXiv:2107.09070 [astro-ph.HE]) - cites iminuit.
• A&A 655, A58 (2021) (arXiv:2109.01167 [astro-ph.GA]) - cites iminuit.
• JCAP 12 (2021) 007 (arXiv:2107.10261 [astro-ph.HE]) - cites iminuit.
• The Astrophysical Journal 923 265 (2021) (arXiv:2104.07795 [astro-ph.CO]) - cites iminuit.
• The Astrophysical Journal 920 1 (2021) (arXiv:2108.00363 [astro-ph.HE]) - cites iminuit.
• The Astrophysical Journal 918 86 (2021) (arXiv:2006.00909 [astro-ph.IM]) - cites iminuit.
• The Astrophysical Journal 918 78 (2021) (arXiv:2104.09196 [astro-ph.HE]) - cites iminuit.
• The Astrophysical Journal 915 88 (2021) (arXiv:2102.03210 [astro-ph.CO]) - cites iminuit.
• The Astrophysical Journal 912 46 (2021) (arXiv:2008.09986 [astro-ph.HE]) - cites iminuit.
• JCAP 09 (2020) 004 (arXiv:2002.01229 [astro-ph.HE]) - cites iminuit.
• JCAP 03 (2020) 068 (arXiv:1912.02763 [astro-ph.CO]) - cites iminuit.
• Phys. Rev. D 101, 063513 (2020) (arXiv:1910.08325 [astro-ph.CO]) - cites iminuit.
• Monthly Notices of the Royal Astronomical Society, Volume 497, Issue 4, Oct. 2020, Pages 4407-4415 (arXiv:1906.11219 [astro-ph.CO]) - cites iminuit.
• PoS (ICRC2019) 881 (arXiv:1909.08365 [astro-ph.HE]) - cites iminuit.
• A&A 625, A15 (2019) (arXiv:1803.06197 [astro-ph.CO]) - cites iminuit.
• JCAP 11 (2017) 032 (arXiv:1709.06022 [astro-ph.CO]) - cites iminuit.

Physics in Medicine and Biology

• 2021 Phys. Med. Biol. 66 10TR03 (arXiv:1709.06022 [astro-ph.CO]) - cites uproot.

Conference proceedings and reports

• PyHEP.dev 2024 Workshop, Aachen, Germany; arXiv:2410.02112 [hep-ex] - cites the Scikit-HEP project and many of its packages.
• CHEP 2023 Conference, Norfolk, USA; EPJ Web of Conferences 295, 08017 (2024); arXiv:2309.14571 [hep-ex] - cites pyhf, Scikit-HEP project.
• CHEP 2023 Conference, Norfolk, USA; EPJ Web of Conferences 295, 08008 (2024) - cites the Scikit-HEP project.
• CHEP 2023 Conference, Norfolk, USA; EPJ Web of Conferences 295, 07025 (2024) - cites the Scikit-HEP project.
• CHEP 2023 Conference, Norfolk, USA; EPJ Web of Conferences 295, 06016 (2024); arXiv:2401.02766 [hep-ex] - cites awkward, boost-histogram, cabinetry, Hist, mplhep, pyhf, uproot, Scikit-HEP project.
• CHEP 2023 Conference, Norfolk, USA; EPJ Web of Conferences 295, 04006 (2024) - cites the Scikit-HEP project.
• 41st International Conference on High Energy Physics (ICHEP 2022), Bologna, Italy; PoS ICHEP2022 (2022) 235 - cites awkward, boost-histogram, cabinetry, Hist, pyhf, uproot, Scikit-HEP project.
• 41st International Conference on High Energy Physics (ICHEP 2022), Bologna, Italy; PoS ICHEP2022 (2022) 230 - cites the Scikit-HEP project.
• ACAT 2021 Workshop; J. Phys. Conf. Ser. 2438 (2023), 012033 - cites awkward, boost-histogram, Hist, mplhep, uproot, Scikit-HEP project.
• 37th International Cosmic Ray Conference; PoS (ICRC2021) 716 - cites iminuit.
• International Workshop on Future Linear Colliders (LCWS2021); arXiv:2105.05718v1 [hep-ex] - cites iminuit.
• EPS-HEP 2021 Conference; PoS EPS-HEP2021 (2022) 792 - cites the Scikit-HEP project.
• EPS-HEP 2021 Conference; PoS EPS-HEP2021 (2022) 137 - cites iminuit.
• virtual CHEP 2021 Conference; EPJ Web of Conferences 251, 03068 (2021) - cites awkward.
• virtual CHEP 2021 Conference; EPJ Web of Conferences 251, 03067 (2021) - cites awkward, boost-histogram, mplhep , pyhf, uproot.
• virtual CHEP 2021 Conference; EPJ Web of Conferences 251, 03002 (2021) - cites awkward, uproot.
• CHEP 2019 Conference; EPJ Web of Conferences 245, 07046 (2020) - cites uproot.
• CHEP 2019 Conference; EPJ Web of Conferences 245, 06025 (2020) - cites hepstats.
• CHEP 2019 Conference; EPJ Web of Conferences 245, 06016 (2020) - mentions the Scikit-HEP project.
• CHEP 2019 Conference; EPJ Web of Conferences 245, 05014 (2020) - cites uproot.
• ACAT 2019 Workshop; J. Phys. Conf. Ser. 1525 (2020), 012017 - cites the Scikit-HEP project.
• CHEP 2018 Conference; EPJ Web of Conferences 214, 02001 (2019) - cites root_pandas and uproot.
• CHEP 2016 Conference; J. Phys. Conf. Ser. 898 (2017), 042003 - cites root_numpy and root_pandas.

General articles

Experimental Particle Physics

• arXiv:2404.06335 [hep-ex] - cites awkward, boost-histogram, Hist, iminuit, pyhf, uproot, Scikit-HEP project.
• arXiv:2404.02100 [hep-ex] - cites uproot.
• arXiv:2302.01317 [hep-ex] - cites awkward, boost-histogram, cabinetry, pyhf, uproot, Scikit-HEP project.
• arXiv:2212.04889 [hep-ex] - cites pyhf, uproot, Scikit-HEP project.
• arXiv:2202.02194 [physics.data-an] - cites awkward, iminuit, pyhf, Scikit-HEP project.
• arXiv:1706.01420 [hep-ex] - cites iminuit.

Particle Physics Phenomenology

• arXiv:2401.03168 [hep-ph] - cites pylhe.
• arXiv:2403.06336 [hep-ph] - cites pylhe.
• arXiv:2207.10756 [hep-ph] - cites pyhf.
• arXiv:2207.04137 [hep-ph] - cites Particle, pyhepmc, Scikit-HEP project.
• arXiv:2205.09137 [hep-ph] - cites pylhe, Vector, Scikit-HEP project.
• arXiv:2111.05868 [hep-ph] - cites pylhe, Scikit-HEP project.
• arXiv:1712.05401 [hep-ph] - cites iminuit.
• arXiv:1505.01102 [hep-ph] - cites iminuit.

Astronomy, Astrophysics and Cosmology

• arXiv:2112.01828 [astro-ph.IM] - cites uproot.
• arXiv:2001.01804 [astro-ph.IM] - cites iminuit.
• arXiv:1806.03167 [astro-ph.IM] - cites iminuit.
• arXiv:1801.06075 [astro-ph.HE] - cites iminuit.

Computational Physics

• 2209.14984 [physics.comp-ph] - cites awkward-array, Hist, mplhep, Scikit-HEP project.

Computer Science, Machine Learning

• arXiv:2104.12615 [cs.DB] - cites the Scikit-HEP project.
• arXiv:2012.11638 [cs.LG] - cites pyjet.

Data Analysis, Statistics and Probability

• arXiv:2210.15665 [physics.data-an] - cites the Scikit-HEP project.
• arXiv:2202.02194 [physics.data-an] - cites Scikit-HEP project and various of its packages.
• arXiv:2111.12849 [physics.data-an] - cites pyjet, Scikit-HEP project.
• arXiv:2110.00294 [stat.AP] - cites iminuit.
• arXiv:1811.01242 [physics.data-an] - cites iminuit.

Chemical Physics

• arXiv:2002.07678 [physics.chem-ph] - cites iminuit.

PhD theses

• Ethan Lewis Simpson (Glasgow U.), Apr. 2024, ATLAS experiment - cites the Scikit-HEP project.
• Benjamin Couturier (Ferrara U.), Mar. 2024, LHCb experiment - cites the Scikit-HEP project.
• Jonas Eschle (Zurich U.), Jan. 2024, LHCb experiment - cites boost_histogram, hepstats, hepunits, hist, iminuit, mplhep, Particle, scikit-hep, uproot, zfit.
• Sascha Simon Dreyer (Hamburg U.), Dec. 2023, Belle-II experiment - cites hepstats, Scikit-HEP project.
• Davide Zuliani (Padova U.), Sep. 2023, LHCb experiment - cites the Scikit-HEP project.
• Nathan Simpson (Lund U.), Jan. 2023, ATLAS experiment - cites pyhf.
• Robin Newhouse (British Columbia U.), Dec. 2022, ATLAS experiment - cites the Scikit-HEP project.
• Audrey Kvam (Washington U.), Apr. 2022, ATLAS experiment - cites pyhf.
• Lucas Santiago Borgna (University College London), Mar. 2022, ATLAS experiment - cites pyhf.
• Dalila Salamani (Geneva U.), Dec. 2021, ATLAS experiment - cites the Scikit-HEP project.
• Srishti Bhasin (Bristol U.), Sep. 2021, LHCb experiment - cites scikit-hep, Scikit-HEP project.
• Corin J. K. Hoad (Brunel U.), 2020, CMS experiment - cites the Scikit-HEP project.
• Matthieu P. L. Marinangeli (Ecole Polytechnique, Lausanne), Sep. 2020, LHCb experiment - cites awkward-array, hepstats, hepunits, iminuit, mplhep, Particle, uproot, Scikit-HEP project.