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19–29 avr. 2022
Institut Pascal
Fuseau horaire Europe/Paris

Generator model for 4-momenta events

25 avr. 2022, 10:40
20m
Institut Pascal

Institut Pascal

Orateur

Sascha Diefenbacher (Universität Hamburg)

Description

Event generation and Hadronization make up a significant fraction of our high energy physics simulation chain. Therefore there exists a strong interest in using generative models to supplement these simulation tasks. In both applications the data is commonly expressed as a list of 4-momenta. This presents an additional challenge to any generative model, as 4-momenta have inherent complex correlations that need to be correctly reproduced.

Several generative models for simulating 4-momenta are presented and discussed, with special focus on how the problem of complex correlations is addressed.

Documents de présentation