424 citations · 860 across the 26 of their papers we have counts for
12 papers · 1 filter
Contrastive Metric Learning for Point Cloud Segmentation in Highly Granular Detectors
Max Marriott-Clarke, Lazar Novakovic, Elizabeth Ratzer +3
We propose a novel clustering approach for point-cloud segmentation based on supervised contrastive metric learning (CML). Rather than predicting cluster assignments or object-cent…
Modern jet flavour tagging in hadronic Z decays with archived ALEPH data
Matteo M. Defranchis, Jacopo Fanini, Apranik Fatehi +6
We present a reanalysis of archived data from the ALEPH experiment at LEP in the final state. We apply modern jet flavour tagging techniques to improve th…
Building an AI-native Research Ecosystem for Experimental Particle Physics: A Community Vision
Thea Klaeboe Aarrestad, Alaa Abdelhamid, Haider Abidi +457
Experimental particle physics seeks to understand the universe by probing its fundamental particles and forces and exploring how they govern the large-scale processes that shape co…
Physics Briefing Book: Input for the 2026 update of the European Strategy for Particle Physics
Jorge de Blas, Monica Dunford, Emanuele Bagnaschi +127
The European Strategy for Particle Physics (ESPP) reflects the vision and presents concrete plans of the European particle physics community for advancing human knowledge in fundam…
Precision Measurements of Higgs Hadronic Decay Modes at the FCC-ee
Andrea Del Vecchio, Jan Eysermans, Loukas Gouskos +4
The expected precision at the FCC-ee on the product of Higgs boson production cross sections times branching ratio…
ECFA Higgs, electroweak, and top Factory Study
H. Abidi, J. A. Aguilar-Saavedra, S. Airen +373
The ECFA Higgs, electroweak, and top Factory Study ran between 2021 and 2025 as a broad effort across the experimental and theoretical particle physics communities, bringing togeth…
Second Analysis Ecosystem Workshop Report
Mohamed Aly, Jackson Burzynski, Bryan Cardwell +66
The second workshop on the HEP Analysis Ecosystem took place 23-25 May 2022 at IJCLab in Orsay, to look at progress and continuing challenges in scaling up HEP analysis to meet the…
Constraints on future analysis metadata systems in High Energy Physics
T. J. Khoo, A. Reinsvold Hall, N. Skidmore +22
In High Energy Physics (HEP), analysis metadata comes in many forms -- from theoretical cross-sections, to calibration corrections, to details about file processing. Correctly appl…
Jet Flavour Tagging for Future Colliders with Fast Simulation
Franco Bedeschi, Loukas Gouskos, Michele Selvaggi
Jet flavour identification algorithms are of paramount importance to maximise the physics potential of future collider experiments. This work describes a novel set of tools allowin…
Higgs and top physics reconstruction challenges and opportunities at FCC-ee
Patrizia Azzi, Loukas Gouskos, Michele Selvaggi +1
The Higgs bosons and the top quark decay into rich and diverse final states, containing both light and heavy quarks, gluons, photons as well as W and Z bosons. This article reviews…
Report on the ECFA Early-Career Researchers Debate on the 2020 European Strategy Update for Particle Physics
N. Andari, L. Apolinário, K. Augsten +118
A group of Early-Career Researchers (ECRs) has been given a mandate from the European Committee for Future Accelerators (ECFA) to debate the topics of the current European Strategy…
Interplay and Characterization of Dark Matter Searches at Colliders and in Direct Detection Experiments
Sarah A. Malik, Christopher McCabe, Henrique Araujo +19
In this White Paper we present and discuss a concrete proposal for the consistent interpretation of Dark Matter searches at colliders and in direct detection experiments. Based on…