Ultrafast jet classification at the HL-LHC Article Swipe
Patrick Odagiu
,
Zhiqiang Que
,
J. Duarte
,
J. Haller
,
G. Kasieczka
,
A. Lobanov
,
Vladimir Lončar
,
Wayne Luk
,
J. Ngadiuba
,
M. Pierini
,
Philipp Rincke
,
Arpita Seksaria
,
Sioni Summers
,
A. Sznajder
,
A. Tapper
,
Thea K Årrestad
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3929/ethz-b-000685509
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.3929/ethz-b-000685509
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 models proposed here are designed to work on the type of data and under the foreseen conditions at the CERN large hadron collider during its high-luminosity phase. Through quantization-aware training and efficient synthetization for a specific field programmable gate array, we show that O ( 100 ) ns inference of complex architectures such as Deep Sets and Interaction Networks is feasible at a relatively low computational resource cost.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- http://hdl.handle.net/20.500.11850/685509
- http://hdl.handle.net/20.500.11850/685509
- OA Status
- green
- Cited By
- 3
- References
- 42
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4400267886
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4400267886Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3929/ethz-b-000685509Digital Object Identifier
- Title
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Ultrafast jet classification at the HL-LHCWork title
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-09-01Full publication date if available
- Authors
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Patrick Odagiu, Zhiqiang Que, J. Duarte, J. Haller, G. Kasieczka, A. Lobanov, Vladimir Lončar, Wayne Luk, J. Ngadiuba, M. Pierini, Philipp Rincke, Arpita Seksaria, Sioni Summers, A. Sznajder, A. Tapper, Thea K ÅrrestadList of authors in order
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https://hdl.handle.net/20.500.11850/685509Publisher landing page
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https://hdl.handle.net/20.500.11850/685509Direct link to full text PDF
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YesWhether a free full text is available
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greenOpen access status per OpenAlex
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https://hdl.handle.net/20.500.11850/685509Direct OA link when available
- Concepts
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Large Hadron Collider, Ultrashort pulse, Jet (fluid), Physics, Chemistry, Particle physics, Optics, Mechanics, LaserTop concepts (fields/topics) attached by OpenAlex
- Cited by
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3Total citation count in OpenAlex
- Citations by year (recent)
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2025: 3Per-year citation counts (last 5 years)
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10Other works algorithmically related by OpenAlex
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