8 December 2023
DESY
Europe/Berlin timezone

Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information

8 Dec 2023, 12:24
12m
Flash Seminar Room (DESY)

Flash Seminar Room

DESY

Flash Talk Session II

Speaker

Joschka Valentin Maria Birk (None)

Description

We introduce a method for efficiently generating jets in the
field of High Energy Physics. Our model is designed to generate ten different
types of jets, expanding the versatility of jet generation techniques. Beyond
the kinematic features of the jet constituents, our model also excels in
generating informative features that provide insight into the types of jet
constituents, such as features that indicate if a constituent is an electron
or a photon, offering a more comprehensive understanding of the generated
jets. Furthermore, our model incorporates valuable impact parameter
information, enhancing its potential utility in high-energy physics research.

Primary authors

Cedric Tido Ewen (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)) David Shih (Rutgers University) Erik Buhmann (University of Hamburg) Gregor Kasieczka (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik)) Joschka Valentin Maria Birk (None)

Presentation materials