25–27 oct. 2023
Luminy
Fuseau horaire Europe/Paris

High Multiplicity with JetGPT

26 oct. 2023, 11:00
20m
Amphitheater Hexagone/CPPM (Luminy)

Amphitheater Hexagone/CPPM

Luminy

Methods and Tools Methods and Tools

Orateur

Jonas Spinner (Heidelberg University)

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. We demonstrate the use of classifiers in combination with the autoregressive transformer to further improve the precision of the generated distributions.

Auteurs principaux

Documents de présentation