End-to-End Jet Classification of Quarks and Gluons with the CMS Open Data

Understand

We describe the construction of end-to-end jet image classifiers based on simulated low-level detector data to discriminate quark- vs.

• gluon-initiated jets with high-fidelity simulated CMS Open Data.
• We highlight the importance of precise spatial information and demonstrate competitive performance to existing state-of-the-art jet classifiers.
• We further generalize the end-to-end approach to event-level classification of quark vs.