PC-JeDi: Diffusion for particle cloud generation in high energy physics

In this paper, we present a new method to efficiently generate jets in High Energy Physics called PC-JeDi. This method utilises score-based diffusion models in conjunction with transformers which are well suited to the task of generating jets as particle clouds due to their permutation equivariance....

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Bibliographic Details
Main Author: Matthew Leigh, Debajyoti Sengupta, Guillaume Quétant, John Andrew Raine, Knut Zoch, Tobias Golling
Format: Article
Language:English
Published: SciPost 2024-01-01
Series:SciPost Physics
Online Access:https://scipost.org/SciPostPhys.16.1.018