Ultrafast jet classification at the HL-LHC

Three machine learning models are used to perform jet origin classification. These models are optimized for deployment on a field-programmable gate array device. In this context, we demonstrate how latency and resource consumption scale with the input size and choice of algorithm. Moreover, the mode...

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Veröffentlicht in:	Machine learning: science and technology 2024-07, Vol.5 (3)
Hauptverfasser:	Odagiu, Patrick, Que, Zhiqiang, Duarte, Javier, Haller, Johannes, Kasieczka, Gregor, Lobanov, Artur, Loncar, Vladimir, Luk, Wayne, Ngadiuba, Jennifer, Pierini, Maurizio, Rincke, Philipp, Seksaria, Arpita, Summers, Sioni, Sznajder, Andre, Tapper, Alexander, Årrestad, Thea K.
Format:	Artikel
Sprache:	eng
Schlagworte:	INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY PHYSICS OF ELEMENTARY PARTICLES AND FIELDS
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