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Contrastive Metric Learning for Point Cloud Segmentation in Highly Granular Detectors

Max Marriott-Clarke ^1,2,*, Lazar Novakovic ³, Elizabeth Ratzer¹, Robert J. Bainbridge ¹, Loukas Gouskos ^3,4, and Benedikt Maier ¹

¹Blackett Laboratory, Imperial College London, London, United Kingdom
²Experimental Physics Department, European Organization for Nuclear Research (CERN), Geneva, Switzerland
³Department of Physics & Astronomy, Brown University, Providence, Rhode Island, USA
⁴Brown Center for Theoretical Physics and Innovation (BCTPI), Brown University, Providence, Rhode Island, USA

^*Contact author: max.marriott-clarke@cern.ch

Unpacking Particle Showers with Machine Learning

Samuel Jarman

Physics 19 107 (2026)

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