30 September 2024 to 3 October 2024
Toulouse, France
Europe/Paris timezone

Explaining Jet Flavour Taggers with Integrated Gradients

2 Oct 2024, 14:40
20m
Le Village, Auditorium (Toulouse, France)

Le Village, Auditorium

Toulouse, France

31 Allées Jules Guesde, 31000 TOULOUSE
Oral presentation

Speaker

Scott DeGraw (University College London)

Description

At the Large Hadron Collider (LHC), proton-proton collisions produce collimated streams of particles called jets created from particle decay chains. Identifying the particle that originated the jet (flavour tagging) is crucial. Modern taggers use deep learning models with features of the decay products as inputs. We show that integrated gradients reveal how these complex and opaque models use the characteristic features of the decay products to classify the particle that originated the jet.

Contribution length Short

Primary author

Scott DeGraw (University College London)

Co-author

Gabriel Facini (UCL (University College London))

Presentation materials