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6–10 Nov 2023
DESY
Europe/Zurich timezone

High-Dimensional Diffusion Generative Models in Collider Physics

7 Nov 2023, 14:15
15m
Main Auditorium (DESY)

Main Auditorium

DESY

Speaker

Vinicius Massami Mikuni (Lawrence Berkeley National Lab. (US))

Description

Diffusion generative models are a recent type of generative models that excel in various tasks, including those in collider physics and beyond. Thanks to their stable training and flexibility, these models can easily incorporate symmetries to better represent the data they generate. In this talk, I will provide an overview of diffusion models' key features and highlight their practical applications in collider physics based on recent works, such as fast detector simulation, jet generation, direct density estimation, and anomaly detection of new physics processes.

Authors

Ben Nachman (Lawrence Berkeley National Lab. (US)) Vinicius Massami Mikuni (Lawrence Berkeley National Lab. (US))

Presentation materials