6–10 Nov 2023
DESY
Europe/Zurich timezone

High multiplicity with JetGPT

7 Nov 2023, 14:30
15m
Seminarraum 4a/b (DESY)

Seminarraum 4a/b

DESY

Speaker

Jonas Spinner

Description

Generative networks are promising tools in fast event generation for the LHC, yet struggle to meet the required precision when scaling up to large multiplicities. We employ the flexibility of autoregressive transformers to tackle this challenge, focusing on Z and top quark pair production with additional jets. In order to further increase precision, we use classifiers to reweight the generated distributions.

Authors

Presentation materials