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arXiv:2508.20092·v1·High Energy Physics — Experiment

GLOW: A Unified Particle Flow Transformer

Dmitrii Kobylianskii🇮🇱 · Samuel Van Stroud🇬🇧 · Kwok Yiu Wong🇬🇧 · Max Hart🇬🇧 · Etienne Dreyer🇮🇱 · Eilam Gross🇮🇱 · Gabriel Facini🇬🇧 · Tim Scanlon🇬🇧

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Abstract

We present GLOW, a transformer-based particle flow model that combines incidence matrix supervision from HGPflow with a MaskFormer architecture. Evaluated on CLIC detector simulations, GLOW achieves state-of-the-art performance and, together with prior work, demonstrates that a single unified transformer architecture can effectively address diverse reconstruction tasks in particle physics.

Comments: 4 pages, 4 figures

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