Attention to the strengths of physical interactions: Transformer and graph-based event classification for particle physics experiments

A major task in particle physics is the measurement of rare signal processes. Even modest improvements in background rejection, at a fixed signal efficiency, can significantly enhance the measurement sensitivity. Building on prior research by others that incorporated physical symmetries into neural...

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Bibliographic Details
Published in:SciPost Physics
Main Author: Luc Builtjes, Sascha Caron, Polina Moskvitina, Clara Nellist, Roberto Ruiz de Austri, Rob Verheyen, Zhongyi Zhang
Format: Article
Language:English
Published: SciPost 2025-07-01
Online Access:https://scipost.org/SciPostPhys.19.1.028