8โ€“12 Sept 2025
Hamburg, Germany
Europe/Berlin timezone

OmniJet-alpha: foundation model updates

9 Sept 2025, 14:50
20m
ESA B

ESA B

Oral Track 2: Data Analysis - Algorithms and Tools Track 2: Data Analysis - Algorithms and Tools

Speaker

Anna Hallin (University of Hamburg)

Description

OmniJet-alpha, the first cross-task foundation model for particle physics, was first presented at ACAT 2024. In its base configuration, OmniJet-alpha is capable of transfer learning between an unsupervised problem (jet generation) and a classic supervised task (jet tagging). Since its release, we have also shown that it can sucessfully transfer from CMS Open data to simulation, and even generate calorimeter showers. This talk will give an overview of the model, and present the latest developments and results.

References

https://arxiv.org/abs/2403.05618
https://arxiv.org/abs/2501.05534
https://arxiv.org/abs/2412.10504

Authors

Anna Hallin (University of Hamburg) Gregor Kasieczka (Hamburg University (DE)) Joschka Birk (Hamburg University (DE))

Presentation materials