pyhf
is a pure-python implementation of the widely-used HistFactory p.d.f. template described in [CERN-OPEN-2012-016]. It also includes interval estimation is based on the asymptotic formulas of “Asymptotic formulae for likelihood-based tests of new physics” [arxiv:1007.1727]. The aim is also to support modern computational graph libraries such as PyTorch and TensorFlow in order to make use of features such as autodifferentiation and GPU acceleration.
Coverage in the media
- Featured on CERN homepage and in Symmetry Magazine and the CERN Courier
- The CERN homepage featured an article on pyhf: New open release allows theorists to explore LHC data in a new way: The ATLAS collaboration releases full analysis likelihoods, a first for an LHC experiment. (January, 2020)
- Symmetry Magazine: ATLAS releases ‘full orchestra’ of analysis instruments (January, 2021)
- CERN Courier May/June 2021 Issue: LHC reinterpreters think long-term (April, 2021)
- Probability model publishing covered in National Academies of Sciences, Engineering, and Medicine report
- National Academies of Sciences, Engineering, and Medicine. 2022. Automated Research Workflows For Accelerated Discovery: Closing the Knowledge Discovery Loop. Washington, DC: The National Academies Press. doi:10.17226/26532.
- Chapter 3: Automated Research Workflows in Action
- News Release “Automated Research Workflows Are Speeding Pace of Scientific Discovery; New Report Offers Recommendations to Advance Their Development” (May, 2022)
- National Academies of Sciences, Engineering, and Medicine. 2022. Automated Research Workflows For Accelerated Discovery: Closing the Knowledge Discovery Loop. Washington, DC: The National Academies Press. doi:10.17226/26532.
Recent Talks and Tutorials
- Matthew Feickert’s SciPy 2020 talk:
pyhf
tutorial (continually updated to use the latestpyhf
release)- Past tutorials (with recordings on YouTube) are listed on the tutorial GitHub project
Projects using pyhf
An updating list of libraries, projects, and analyses that use pyhf
are listed on the users projects repository.
Citations and Use in Publications
Updating list of citations (from use in analyses and general reference) of pyhf
:
- Oksana Shadura and Alexander Held. First performance measurements with the Analysis Grand Challenge. April 2023. arXiv:2304.05214.
- Qilong Guo, Leyun Gao, Yajun Mao, and Qiang Li. Search for vector-like leptons at a Muon Collider. April 2023. arXiv:2304.01885.
- Subhasish Behera, Manuel Hageluken, and Matthias Schott. Prospects of Searches for Anomalous Hadronic Higgs Boson Decays at the LHeC. Feb 2023. arXiv:2302.12885.
- Jay Chan and Benjamin Nachman. Unbinned Profiled Unfolding. Feb 2023. arXiv:2302.05390.
- Brian Bockelman, Peter Elmer, and Gordon Watts. IRIS-HEP Strategic Plan for the Next Phase of Software Upgrades for HL-LHC Physics. Feb 2023. arxiv:2302.01317
- ATLAS Collaboration. Search for long-lived, massive particles in events with displaced vertices and multiple jets in pp collisions at s√=13 TeV with the ATLAS detector. Jan 2023. arXiv:2301.13866.
- Nicolas Berger. Simplified likelihoods using linearized systematic uncertainties. Jan 2023. arXiv:2301.05676.
- Florian Bury. Application of deep learning techniques in CMS: from matrix element regression to the search for Higgs boson pair production. PhD thesis, Université catholique de Louvain, Dec 2022 https://inspirehep.net/literature/2621189
- Mohamed Aly et al. Second Analysis Ecosystem Workshop Report. Dec 2022. arxiv:2212.04889
- Belle II Collaboration. Search for an invisible Z′ in a final state with two muons and missing energy at Belle II. Dec 2022. arXiv:2212.03066.
- Matthew Feickert, Lukas Heinrich, and Giordon Stark. pyhf: a pure-Python statistical fitting library with tensors and automatic differentiation. PoS, ICHEP2022:245, Nov 2022. doi:10.22323/1.414.0245.
- Alexander Held and Oksana Shadura. The IRIS-HEP Analysis Grand Challenge. PoS, ICHEP2022:235, Nov 2022. doi:10.22323/1.414.0235.
- Lukas Allwicher, Darius. A. Faroughy, Florentin Jaffredo, Olcyr Sumensari, and Felix Wilsch. HighPT: A Tool for high-pT Drell-Yan Tails Beyond the Standard Model. Jul 2022. arXiv:2207.10756.
- Belle Collaboration. Search for a dark leptophilic scalar produced in association with τ+τ− pair in e+e− annihilation at center-of-mass energies near 10.58 GeV. Jul 2022. arXiv:2207.07476.
- Gaël Alguero, Jack Y. Araz, Benjamin Fuks, and Sabine Kraml. Signal region combination with full and simplified likelihoods in MadAnalysis 5. Jun 2022. arXiv:2206.14870.
- Audrey Kvam. Search for Events with Two Displaced Vertices from Pair-Produced Neutral Long-Lived Particles Decaying to Hadronic Jets in the Muon Spectrometer of the ATLAS Detector with Full Run 2 Data. PhD thesis, Washington U., Seattle, Jun, 2022. https://cds.cern.ch/record/2812260.
- ATLAS Collaboration. Search for heavy, long-lived, charged particles with large ionisation energy loss in pp collisions at s√=13 TeV using the ATLAS experiment and the full Run 2 dataset. May 2022. arxiv:2205.06013.
- ATLAS Collaboration. SimpleAnalysis: Truth-level Analysis Framework. Apr 2022. https://cds.cern.ch/record/2805991.
- Tommaso Dorigo et al. Toward the End-to-End Optimization of Particle Physics Instruments with Differentiable Programming: a White Paper. Mar 2022. arXiv:2203.13818.
- Lucas Santiago Borgna. Search for pair production of Higgs Bosons decaying to four bottom quarks with data collected by the ATLAS detector. PhD thesis, University Coll. London, Mar, 2022. https://cds.cern.ch/record/2812193.
- Alexander Albert et al. Strange quark as a probe for new physics in the Higgs sector. In 2022 Snowmass Summer Study. Mar 2022. arXiv:2203.07535.
- Nathan Simpson and Lukas Heinrich. neos: End-to-End-Optimised Summary Statistics for High Energy Physics. Mar 2022. arXiv:2203.05570.
- Harry Enke et al. Survey of Open Data Concepts Within Fundamental Physics: An Initiative of the PUNCH4NFDI Consortium. Computing and Software for Big Science, 6(1):6, Mar 2022. doi:10.1007/s41781-022-00081-7.
- ATLAS Collaboration. Search for neutral long-lived particles in pp collisions at s√=13 TeV that decay into displaced hadronic jets in the ATLAS calorimeter. JHEP, 06:005, Jun 2022. arXiv:2203.01009, doi:10.1007/JHEP06(2022)005.
- ATLAS Collaboration. Search for events with a pair of displaced vertices from long-lived neutral particles decaying into hadronic jets in the ATLAS muon spectrometer in pp collisions at s√=13 TeV. Mar 2022. arXiv:2203.00587.
- Lukas Heinrich and Michael Kagan. Differentiable Matrix Elements with MadJax. Feb 2022. arXiv:2203.00057.
- Jim Pivarski, Eduardo Rodrigues, Kevin Pedro, Oksana Shadura, Benjamin Krikler, and Graeme A. Stewart. HL-LHC Computing Review Stage 2, Common Software Projects: Data Science Tools for Analysis. Feb 2022. arXiv:2202.02194.
- Florentin Jaffredo. Revisiting mono-tau tails at the LHC. Eur. Phys. J. C, 82(6):541, Jun 2022. arXiv:2112.14604, doi:10.1140/epjc/s10052-022-10504-9.
- ATLAS Collaboration. Implementation of simplified likelihoods in HistFactory for searches for supersymmetry. Sep 2021. https://cds.cern.ch/record/2782654.
- Michael J. Baker, Darius A. Faroughy, and Sokratis Trifinopoulos. Collider Signatures of Coannihilating Dark Matter in Light of the B-Physics Anomalies. Sep 2021. arXiv:2109.08689.
- Kyle Cranmer and others. Publishing statistical models: Getting the most out of particle physics experiments. Sep 2021. arXiv:2109.04981.
- Kyle Cranmer and Alexander Held. Building and steering binned template fits with cabinetry. EPJ Web Conf., 251:03067, 2021. doi:10.1051/epjconf/202125103067.
- Jean-Loup Tastet, Oleg Ruchayskiy, and Inar Timiryasov. Reinterpreting the ATLAS bounds on heavy neutral leptons in a realistic neutrino oscillation model. July 2021. arXiv:2107.12980.
- ATLAS Collaboration. Search for chargino–neutralino pair production in final states with three leptons and missing transverse momentum in s√=13 TeV pp collisions with the ATLAS detector. June 2021. arXiv:2106.01676.
- Belle II Collaboration. Search for B⁺→ K⁺νν̅ decays using an inclusive tagging method at Belle II. Contribution to the 2021 EW session of the 55th Rencontres de Moriond. May 2021. arXiv:2105.05754.
- Belle II Collaboration. Search for B⁺→ K⁺νν̅ decays using an inclusive tagging method at Belle II. Apr 2021. arXiv:2104.12624.
- Andrei Angelescu, Damir Bečirević, Darius A. Faroughy, Florentin Jaffredo, and Olcyr Sumensari. On the single leptoquark solutions to the B-physics anomalies. Mar 2021. arXiv:2103.12504.
- Matthew Feickert, Lukas Heinrich, Giordon Stark, and Ben Galewsky. Distributed statistical inference with pyhf enabled through funcX. EPJ Web Conf., 251:02070, 2021. arXiv:2103.02182, doi:10.1051/epjconf/202125102070.
- Rodolfo Capdevilla, Federico Meloni, Rosa Simoniello, and Jose Zurita. Hunting wino and higgsino dark matter at the muon collider with disappearing tracks. Feb 2021. arXiv:2102.11292.
- Vincenzo Cirigliano, Kaori Fuyuto, Christopher Lee, Emanuele Mereghetti, and Bin Yan. Charged Lepton Flavor Violation at the EIC. Feb 2021. arXiv:2102.06176.
- Jack Y. Araz and others. Proceedings of the second MadAnalysis 5 workshop on LHC recasting in Korea. Mod. Phys. Lett. A, 36(01):2102001, 2021. arXiv:2101.02245, doi:10.1142/S0217732321020016.
- Simone Amoroso, Deepak Kar, and Matthias Schott. How to discover QCD Instantons at the LHC. Eur. Phys. J. C, 81(7):624, Dec 2020. arXiv:2012.09120, doi:10.1140/epjc/s10052-021-09412-1.
- Wolfgang Waltenberger, André Lessa, and Sabine Kraml. Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results. Dec 2020. arXiv:2012.12246, doi: 10.1007/JHEP03(2021)207.
- Gaël Alguero, Jan Heisig, Charanjit K. Khosa, Sabine Kraml, Suchita Kulkarni, Andre Lessa, Philipp Neuhuber, Humberto Reyes-González, Wolfgang Waltenberger, and Alicia Wongel. New developments in SModelS. In Tools for High Energy Physics and Cosmology. Dec 2020. arXiv:2012.08192.
- Matthew Feickert, Lukas Heinrich, and Giordon Stark. Likelihood preservation and statistical reproduction of searches for new physics. EPJ Web Conf., Nov 2020. doi:10.1051/epjconf/202024506017.
- Gaël Alguero, Sabine Kraml, and Wolfgang Waltenberger. A SModelS interface for pyhf likelihoods. Sep 2020. arXiv:2009.01809.
- ATLAS Collaboration. Search for new phenomena in events with two opposite-charge leptons, jets and missing transverse momentum in pp collisions at s√=13 TeV with the ATLAS detector. Geneva, Aug 2020. https://cds.cern.ch/record/2684863.
- Jeffrey Krupa and others. GPU coprocessors as a service for deep learning inference in high energy physics. July 2020. arXiv:2007.10359.
- Charanjit K. Khosa, Sabine Kraml, Andre Lessa, Philipp Neuhuber, and Wolfgang Waltenberger. SModelS database update v1.2.3. LHEP, 158:2020, May 2020. arXiv:2005.00555, doi:10.31526/lhep.2020.158.
- Waleed Abdallah and others. Reinterpretation of LHC Results for New Physics: Status and Recommendations after Run 2. 2020. arXiv:2003.07868.
- G. Brooijmans and others. Les Houches 2019 Physics at TeV Colliders: New Physics Working Group Report. In 2020. arXiv:2002.12220.
- Andrei Angelescu, Darius A. Faroughy, and Olcyr Sumensari. Lepton Flavor Violation and Dilepton Tails at the LHC. Eur. Phys. J. C, 80(7):641, 2020. arXiv:2002.05684, doi:10.1140/epjc/s10052-020-8210-5.
- B.C. Allanach, Tyler Corbett, and Maeve Madigan. Sensitivity of Future Hadron Colliders to Leptoquark Pair Production in the Di-Muon Di-Jets Channel. Eur. Phys. J. C, 80(2):170, 2020. arXiv:1911.04455, doi:10.1140/epjc/s10052-020-7722-3.
- J. Alison and others. Higgs boson potential at colliders: status and perspectives. In 2019. arXiv:1910.00012.
- ATLAS Collaboration. Reproducing searches for new physics with the ATLAS experiment through publication of full statistical likelihoods. Geneva, Aug 2019. https://cds.cern.ch/record/2684863.
- Johann Brehmer, Felix Kling, Irina Espejo, and Kyle Cranmer. MadMiner: Machine learning-based inference for particle physics. Comput. Softw. Big Sci., 4(1):3, 2020. arXiv:1907.10621, doi:10.1007/s41781-020-0035-2.
- Lukas Heinrich, Holger Schulz, Jessica Turner, and Ye-Ling Zhou. Constraining A₄ Leptonic Flavour Model Parameters at Colliders and Beyond. 2018. arXiv:1810.05648.
Published Probability Models
Updating list of HEPData entries for publications using HistFactory
JSON statistical models. There is also an automatically generated list of statistical models that is updated nightly available at pyhf.github.io/public-probability-models.
- Search for supersymmetry in final states with missing transverse momentum and three or more b-jets in 139 fb−1 of proton-proton collisions at s√=13 TeV with the ATLAS detector. 2022. doi:10.17182/hepdata.95928
- Search for flavour-changing neutral-current couplings between the top quark and the photon with the ATLAS detector at s√=13 TeV. 2022. doi:10.17182/hepdata.129959
- Searches for new phenomena in events with two leptons, jets, and missing transverse momentum in 139 fb−1 of s√=13 TeV pp collisions with the ATLAS detector. 2022. doi:10.17182/hepdata.116034
- Search for Higgs boson pair production in the two bottom quarks plus two photons final state in pp collisions at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.105864
- Search for charginos and neutralinos in final states with two boosted hadronically decaying bosons and missing transverse momentum in pp collisions at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.104458
- Measurement of the tt̅tt̅ production cross section in pp collisions at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.105039
- Search for R-parity violating supersymmetry in a final state containing leptons and many jets with the ATLAS experiment using s√=13 TeV proton-proton collision data. 2021. doi:10.17182/hepdata.104860
- Search for chargino–neutralino pair production in final states with three leptons and missing transverse momentum in s√=13 TeV pp collisions with the ATLAS detector. 2021. doi:10.17182/hepdata.95751
- Measurements of the inclusive and differential production cross sections of a top-quark-antiquark pair in association with a Z boson at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.100351
- Search for pair production of third-generation scalar leptoquarks decaying into a top quark and a τ-lepton in pp collisions at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.100174.
- Search for squarks and gluinos in final states with one isolated lepton, jets, and missing transverse momentum at s√=13 TeV with the ATLAS detector. 2021. doi:10.17182/hepdata.97041
- Search for trilepton resonances from chargino and neutralino pair production in s√=13 TeV pp collisions with the ATLAS detector. 2020. doi:10.17182/hepdata.99806.
- Search for displaced leptons in s√=13 TeV pp collisions with the ATLAS detector. 2020. doi:10.17182/hepdata.98796.
- Search for squarks and gluinos in final states with jets and missing transverse momentum using 139 fb−1 of s√=13 TeV pp collision data with the ATLAS detector. 2020. doi:10.17182/hepdata.95664.
- Measurement of the tt̅ production cross-section in the lepton+jets channel at s√=13 TeV with the ATLAS experiment. 2020. doi:10.17182/hepdata.95748.
- Search for long-lived, massive particles in events with a displaced vertex and a muon with large impact parameter in pp collisions at s√=13 TeV with the ATLAS detector. 2020. doi:10.17182/hepdata.91760
- Search for chargino-neutralino production with mass splittings near the electroweak scale in three-lepton final states in s√ = 13 TeV pp collisions with the ATLAS detector. 2019. doi:10.17182/hepdata.91127.
- Searches for electroweak production of supersymmetric particles with compressed mass spectra in s√=13 TeV pp collisions with the ATLAS detector. 2019. doi:10.17182/hepdata.91374
- Search for direct stau production in events with two hadronic τ-leptons in s√=13 TeV pp collisions with the ATLAS detector. 2019. doi:10.17182/hepdata.92006.
- Search for direct production of electroweakinos in final states with one lepton, missing transverse momentum and a Higgs boson decaying into two b-jets in (pp) collisions at s√=13 TeV with the ATLAS detector. 2019. doi:10.17182/hepdata.90607.
- Search for squarks and gluinos in final states with same-sign leptons and jets using 139 fb−1 of data collected with the ATLAS detector. 2019. doi:10.17182/hepdata.91214.
- Search for bottom-squark pair production with the ATLAS detector in final states containing Higgs bosons, b-jets and missing transverse momentum. 2019. doi:10.17182/hepdata.89408.
Team
- Kyle Cranmer
- Lukas Heinrich
- Matthew Feickert
- Giordon Stark
Presentations
- 19 Jul 2024 - "Statistical tools: pyhf and cabinetry", Alexander Held, US ATLAS / IRIS-HEP Analysis Software Training Event 2024
- 11 Oct 2023 - "pyhf Tutorial and Exploration", Matthew Feickert, PyHEP 2023 Workshop
- 26 Jul 2023 - "pyhf Tutorial and Demonstration", Matthew Feickert, Computational HEP Traineeship Summer School 2023
- 12 Apr 2023 - "pyhf: pure-Python implementation of HistFactory with tensors and automatic differentiation", Matthew Feickert, CMS Common Analysis Tools General Meeting
- 3 Mar 2023 - "How to contribute to pyhf development", Matthew Feickert, Belle II pyhf workshop 2023
- 3 Mar 2023 - "cabinetry tutorial", Alexander Held, Belle II pyhf workshop
- 15 Sep 2022 - "End-to-end physics analysis with Open Data: the Analysis Grand Challenge", Alexander Held, PyHEP 2022 (virtual) Workshop
- 6 Sep 2022 - "pyhf and analysis optimization with automatic differentiation", Matthew Feickert, ATLAS HDBS Workshop 2022
- 8 Jul 2022 - "pyhf: a pure-Python statistical fitting library with tensors and automatic differentiation", Matthew Feickert, International Conference on High Energy Physics (ICHEP) 2022
- 28 Jun 2022 - "pyhf tutorial", Alexander Held, Hybrid ATLAS Induction Day + Software Tutorial
- 9 Jun 2022 - "Introduction to pyhf and experience in the context of ATLAS", Alexander Held, ATLAS Statistics Forum Meeting
- 23 May 2022 - "Analysis user experience with the Python HEP ecosystem", Jim Pivarski, Analysis Ecosystems Workshop II
- 25 Apr 2022 - "Statistical inference: pyhf and cabinetry", Matthew Feickert, IRIS-HEP AGC Tools 2022 Workshop
- 25 Apr 2022 - "From data delivery to statistical inference with CMS Open Data", Alexander Held, IRIS-HEP AGC Tools 2022 Workshop
- 15 Mar 2022 - "Introduction to cabinetry", Alexander Held, ATLAS SUSY Background Forum
- 1 Dec 2021 - "pyhf: pure-Python implementation of HistFactory with tensors and automatic differentiation", Matthew Feickert, CMS Analysis Tools Task Force
- 3 Nov 2021 - "From data delivery to statistical inference: ServiceX, coffea, cabinetry & pyhf", Alexander Held, IRIS-HEP AGC Tools 2021 Workshop
- 27 Oct 2021 - "Distributed statistical inference with pyhf powered by funcX", Matthew Feickert, Parsl & funcX Fest 2021
- 21 Sep 2021 - "pyhf and cabinetry", Alexander Held, ATLAS SUSY Workshop 2021
- 15 Jul 2021 - "Distributed statistical inference with pyhf powered by funcX" , Matthew Feickert, 20th Python in Science Conference (SciPy 2021)
- 6 Jul 2021 - "Distributed statistical inference with pyhf" , Matthew Feickert, PyHEP 2021 Workshop
- 20 May 2021 - "Distributed statistical inference with pyhf enabled through funcX" , Matthew Feickert, vCHEP 2021 Conference
- 7 Apr 2021 - "PyHEP pyhf Tutorial" , Matthew Feickert, PyHEP Python Module of the Month (April 2021)
- 8 Dec 2020 - "Steps Towards Differentiable and Scalable Physics Analyses at the LHC", Matthew Feickert, Argonne Lunch Seminar
- 4 Dec 2020 - "Fitting and Statistical Inference as a Service", Matthew Feickert, Mini-Workshop on Portable Inference
- 3 Nov 2020 - "pyhf: pure-Python implementation of HistFactory with tensors and automatic differentiation", Matthew Feickert, Tools for High Energy Physics and Cosmology 2020 Workshop
- 26 Oct 2020 - "Toward Fitting as a Service with pyhf", Matthew Feickert, IRIS-HEP Future Analysis Systems and Facilities Blueprint Workshop
- 10 Aug 2020 - "Likelihood Publication and Preservation", Matthew Feickert, Snowmass 2021 Computational Frontier Workshop
- 16 Jul 2020 - "pyhf Tutorial: Accelerating analyses and preserving likelihoods" , Matthew Feickert, PyHEP 2020 Workshop
- 7 Jul 2020 - "pyhf: a pure Python statistical fitting library with tensors and autograd" , Matthew Feickert, 19th Python in Science Conference (SciPy 2020)
- 27 May 2020 - "pyhf Roadmap for IRIS-HEP Execution Phase", Matthew Feickert, 2020 IRIS-HEP Team Retreat
- 27 Feb 2020 - "pyhf: A Pure Python Statistical Fitting Library with Tensors and Autograd", Matthew Feickert, IRIS-HEP Postdoc Presentations
- 27 Feb 2020 - "pyhf: Pure Python Implementation of HistFactory", Matthew Feickert, IRIS-HEP Poster Session 2020
- 25 Nov 2019 - "An introduction to pyhf and HistFactory likelihoods", Matthew Feickert, LHCb Statistics Working Group
- 7 Nov 2019 - "Likelihood preservation and statistical reproduction of searches for new physics", Matthew Feickert, CHEP 2019 Conference
- 5 Nov 2019 - "pyhf: a pure Python implementation of HistFactory with tensors and autograd (poster)", Matthew Feickert, CHEP 2019 Conference
- 18 Oct 2019 - "pyhf: pure-Python implementation of HistFactory", Matthew Feickert, PyHEP 2019 Workshop
- 12 Sep 2019 - "pyhf Roadmap: 2019 into 2020", Matthew Feickert, 2019 IRIS-HEP Institute Retreat
- 9 Jul 2019 - "pyhf: a pure Python statistical fitting library for High Energy Physics with tensors and autograd", Matthew Feickert, 18th annual Scientific Computing with Python conference (SciPy 2019)
- 29 Oct 2018 - "pyhf: a pure Python implementation of HistFactory with tensors and autograd", Matthew Feickert, DIANA/HEP Meeting
Publications
- How the Scientific Python ecosystem helps answer fundamental questions of the Universe, Matthew Feickert, Nikolai Hartmann, Lukas Heinrich, Alexander Held, Vangelis Kourlitis, Nils Krumnack, Giordon Stark, Matthias Vigl, Gordon Watts, SciPy 2024 (10 Jul 2024).
- Bayesian Methodologies with pyhf, M. Feickert, L. Heinrich and M. Horstmann, EPJ Web Conf. 295 06004 (2024) (29 Sep 2023) [2 citations].
- pyhf: a pure-Python statistical fitting library with tensors and automatic differentiation, M. Feickert, L. Heinrich and G. Stark, arXiv 2211.15838 (28 Nov 2022) [5 citations].
- Publishing statistical models: Getting the most out of particle physics experiments, K. Cranmer et. al., SciPost Phys. 12 037 (2022) (10 Sep 2021) [40 citations] [NSF PAR].
- Distributed statistical inference with pyhf enabled through funcX, M. Feickert, L. Heinrich, G. Stark and B. Galewsky, EPJ Web Conf. 251 02070 (2021) (03 Mar 2021) [2 citations] [NSF PAR].
- pyhf: pure-Python implementation of HistFactory statistical models, L. Heinrich, M. Feickert, G. Stark and K. Cranmer, J.Open Source Softw. 6 2823 (2021) (04 Feb 2021) [147 citations] [NSF PAR].
- Reproducing searches for new physics with the ATLAS experiment through publication of full statistical likelihoods, ATL-PHYS-PUB-2019-029 (05 Aug 2019).
- Open is not enough, X. Chen et. al., Nature Phys. 15 (2019) (15 Nov 2018) [24 citations].