Published December 12, 2024 | Version 1.0.0
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TrackFormers - Collision Event Data Sets

Creators

  • 1. ROR icon University of Twente
  • 2. ROR icon National Institute for Subatomic Physics
  • 3. ROR icon Radboud University Nijmegen

Contributors

  • 1. ROR icon Radboud University Nijmegen
  • 2. ROR icon National Institute for Subatomic Physics
  • 3. EDMO icon University of Valencia
  • 4. ROR icon University of Amsterdam
  • 5. SURF

Description

This artefact includes five individual data sets containing particle collision data in virtual detector setups. These data sets are utilised for Machine Learning (ML) model design and training within the publication “TrackFormers: In Search of Transformer-Based Particle Tracking for the High-Luminosity LHC Era”. Three of the data sets are generated using the REDuced VIrtual Detector (REDVID) simulation framework. The other two are reduced versions of the TrackML data set. The full TrackML data set is simulated using Pythia 8 event generator.

Refer to the provided README file for further details.

Files

Files (8.2 GB)

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md5:bc949a9837ffba842af73830f438f8e8
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2.3 GB Download

Additional details

Related works

Is cited by
Preprint: 10.48550/arXiv.2407.07179 (DOI)