WG2 - Technological innovation in data analysis

Useful info

• Alessandra Cappati
• Riccardo Finotello
• Claudius Krause

• 22 November 2023: https://indico.cern.ch/event/1349057/

To access it, you first need to use the invitation link that you can find in the general COMETA twiki.

HEP issues that we would like to address using ML techniques

• jet/event topology tagging
• polarization
• simulations
• jet substructures
• trajectory reconstruction
• signal detection (to be tested on public datasets)

Benchmarks

Common spaces where to test algorithms to target the HEP issues identified.

Techniques

To address the HEP issues, to be tested on the common benchmarks.

Available public datasets

• The LHC Olympics 2020: https://arxiv.org/abs/2101.08320
• IML public datasets: https://iml.web.cern.ch/public-datasets
• A Living Review of Machine Learning for Particle Physics: https://iml-wg.github.io/HEPML-LivingReview/

Guidelines for presentations