20–24 Jun 2024
Dobřichovice
Europe/Prague timezone

Masked Modelling Applied to Calorimeter Simulations

23 Jun 2024, 14:00
20m
Dobřichovice

Dobřichovice

Pražská 375, 252 29, Dobřichovice

Speaker

Kristina Jarůšková (FNSPE CTU in Prague)

Description

Fast detector simulations have been of interest in the high energy physics community because of the increasing data intake. Among different deep learning techniques, transformer networks stand out thanks to the lack of inductive bias and their potential to learn complex data structures. We present a study on representation learning of transformers using the calorimeter showers and an image completion task with data preprocessing inspired by the Vision Transformer.

Primary author

Kristina Jarůšková (FNSPE CTU in Prague)

Presentation materials

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