PyHEP.dev 2024 Workshop Summary Report, August 26-30 2024, Aachen, Germany

Azzah Alshehri; Jan Bürger; Saransh Chopra; Niclas Eich; Jonas Eppelt; Martin Erdmann; Jonas Eschle; Peter Fackeldey; Maté Farkas; Matthew Feickert; Tristan Fillinger; Benjamin Fischer; Stefan Fröse; Lino Oscar Gerlach; Nikolai Hartmann; Alexander Heidelbach; Alexander Held; Marian I Ivanov; Josué Molina; Yaroslav Nikitenko; Ianna Osborne; Vincenzo Eduardo Padulano; Jim Pivarski; Cyrille Praz; Marcel Rieger; Eduardo Rodrigues; Oksana Shadura; Juraj Smieško; Giordon Holtsberg Stark; Judith Steinfeld; Angela Warkentin

arXiv · 2410.02112

PyHEP.dev 2024 Workshop Summary Report, August 26-30 2024, Aachen, Germany

View original source ↗Read source document ↗Export metadata ↓

Abstract

The second PyHEP.dev workshop, part of the "Python in HEP Developers" series organized by the HEP Software Foundation (HSF), took place in Aachen, Germany, from August 26 to 30, 2024. This gathering brought together nearly 30 Python package developers, maintainers, and power users to engage in informal discussions about current trends in Python, with a primary focus on analysis tools and techniques in High Energy Physics (HEP). The workshop agenda encompassed a range of topics, such as defining the scope of HEP data analysis, exploring the Analysis Grand Challenge project, evaluating statistical models and serialization methods, assessing workflow management systems, examining histogramming practices, and investigating distributed processing tools like RDataFrame, Coffea, and Dask. Additionally, the workshop dedicated time to brainstorming the organization of future PyHEP.dev events, upholding the tradition of alternating between Europe and the United States as host locations. This document, prepared by the session conveners in the weeks following the workshop, serves as a summary of the key discussions, salient points, and conclusions that emerged.

Explore related subjects

hep-ex physics.comp-ph

Keep this discovery

BibTeX RIS

Azzah Alshehri, Jan Bürger, Saransh Chopra, Niclas Eich, Jonas Eppelt, Martin Erdmann, Jonas Eschle, Peter Fackeldey, Maté Farkas, Matthew Feickert, Tristan Fillinger, Benjamin Fischer, Stefan Fröse, Lino Oscar Gerlach, Nikolai Hartmann, Alexander Heidelbach, Alexander Held, Marian I Ivanov, Josué Molina, Yaroslav Nikitenko, Ianna Osborne, Vincenzo Eduardo Padulano, Jim Pivarski, Cyrille Praz, Marcel Rieger, Eduardo Rodrigues, Oksana Shadura, Juraj Smieško, Giordon Holtsberg Stark, Judith Steinfeld, Angela Warkentin. 2024-10-03. PyHEP.dev 2024 Workshop Summary Report, August 26-30 2024, Aachen, Germany. https://arxiv.org/abs/2410.02112

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

arXiv2026

Production of Light Nuclei and Hypernuclei in Heavy-Ion Collisions

We review recent STAR and ALICE measurements of light-nucleus and hypernucleus yields, femtoscopic correlations, and collective flow presented at SQM 2026. Statistical-hadronization calculations provide a useful baseline for integrated yields but do not simultaneously describe all measured light-nucleus ratios across collision energies and system sizes. For bound states with mass number $A<4$, current coalescence calculations provide a broadly consistent description of yields, femtoscopic correlations, and collective flow, although the quantitative hypertriton comparison depends on the assumed few-body wave function. The suppressed production of resonant $^{4}$Li relative to compact $^{4}$He indicates an effect of nuclear structure and late-stage dynamics. However, the quantitative model comparison also depends on the treatment of feed-down from unstable states. In high-multiplicity $p$+$p$ collisions, pion-deuteron femtoscopy further indicates that most observed (anti)deuterons are formed through nucleon fusion after strong decays of short-lived resonances. Taken together, these measurements show that production chronology and internal nuclear structure leave measurable imprints on the physics observables.

hep-ex↗

arXiv2026

Search for the process $e^+e^-\to f_1(1285)$ at the SND detector

In the experiment with the SND detector at the VEPP-2000 $e^+e^-$ collider, a search is performed for the direct production of the $C$-even $f_1(1285)$ resonance in $e^+e^-$ collisions. The analysis is based on data with an integrated luminosity of about 200 pb$^{-1}$, accumulated in the center-of-mass energy range of 1.14--1.46 GeV, of which about 72 pb$^{-1}$ were recorded near the maximum of the $f_1(1285)$ resonance. The $f_1(1285)$ production cross section at the resonance maximum $\sigma(e^+e^-\to f_1)=(31\pm 13\pm 2)$ pb and the branching fraction $B(f_1(1285)\to e^+e^-)=(3.5\pm 1.4\pm 0.3)\times 10^{-9}$ have been measured. The significance of the observation of the $e^+e^-\to f_1(1285)$ process is $2.5\sigma$. Since the significance is low, we also present the upper limits at the 90% confidence level: $\sigma(e^+e^-\to f_1)<48\mbox{ pb}$ and $B(f_1(1285)\to e^+e^-)<5.4\times 10^{-9}$.

hep-ex↗

arXiv2026

Projected Sensitivity to Slow Muonphilic Dark Matter with Accelerator Muon Beams

The nature of dark matter (DM) remains one of the most enduring open questions in modern physics, and muonphilic DM has emerged as a promising scenario that complements traditional DM candidates. Following the recently established cosmic-ray muon scattering approach, we investigate the sensitivity for probing slow muonphilic DM with accelerator muon beams. A Geant4-based simulation framework is developed, incorporating the detector geometry from the PKMu muon tomography system and a dedicated elastic $\mu$-DM scattering process. The projected sensitivity is found to be largely insensitive to both the beam energy and the transverse beam size when the beam is fully contained within the detector acceptance. For a benchmark beam intensity of $10^5/\rm{s}$, the simulated pure-muon beam surpasses the existing cosmic-ray limit of $1.61\times10^{-17}$ cm$^2$ at $m_{\rm DM}=1$ GeV within approximately 11 seconds. A realistic muon beam phase-space distribution based on simulations for the High Intensity heavy-ion Accelerator Facility (HIAF) is also implemented, yielding projected limits that improve upon the cosmic-ray results by nearly two orders of magnitude in a one-day exposure. These results demonstrate that a beam-muon scattering experiment offers a robust and promising route toward significantly improved sensitivity to slow muonphilic DM.

hep-ex↗