Fast inference of Boosted Decision Trees in FPGAs for particle physics Article Swipe
S. Summers
,
Giuseppe Di Guglielmo
,
J. Duarte
,
P. Harris
,
Duc Hoang
,
S. Jindariani
,
Edward Kreinar
,
Vladimir Lončar
,
J. Ngadiuba
,
M. Pierini
,
Dylan Rankin
,
N. V. Tran
,
Z. Wu
·
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.1088/1748-0221/15/05/p05026
YOU?
·
· 2020
· Open Access
·
· DOI: https://doi.org/10.1088/1748-0221/15/05/p05026
We describe the implementation of Boosted Decision Trees in the hls4ml\nlibrary, which allows the translation of a trained model into FPGA firmware\nthrough an automated conversion process. Thanks to its fully on-chip\nimplementation, hls4ml performs inference of Boosted Decision Tree models with\nextremely low latency. With a typical latency less than 100 ns, this solution\nis suitable for FPGA-based real-time processing, such as in the Level-1 Trigger\nsystem of a collider experiment. These developments open up prospects for\nphysicists to deploy BDTs in FPGAs for identifying the origin of jets, better\nreconstructing the energies of muons, and enabling better selection of rare\nsignal processes.\n
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1088/1748-0221/15/05/p05026
- OA Status
- hybrid
- Cited By
- 71
- References
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- Related Works
- 10
- OpenAlex ID
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All OpenAlex metadata
Raw OpenAlex JSON
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https://openalex.org/W3004963134Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1088/1748-0221/15/05/p05026Digital Object Identifier
- Title
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Fast inference of Boosted Decision Trees in FPGAs for particle physicsWork title
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articleOpenAlex work type
- Language
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enPrimary language
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2020Year of publication
- Publication date
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2020-05-29Full publication date if available
- Authors
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S. Summers, Giuseppe Di Guglielmo, J. Duarte, P. Harris, Duc Hoang, S. Jindariani, Edward Kreinar, Vladimir Lončar, J. Ngadiuba, M. Pierini, Dylan Rankin, N. V. Tran, Z. WuList of authors in order
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https://doi.org/10.1088/1748-0221/15/05/p05026Publisher landing page
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YesWhether a free full text is available
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hybridOpen access status per OpenAlex
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https://doi.org/10.1088/1748-0221/15/05/p05026Direct OA link when available
- Concepts
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Firmware, Field-programmable gate array, Inference, Computer science, Latency (audio), Decision tree, Particle physics, Embedded system, Artificial intelligence, Computer hardware, Physics, TelecommunicationsTop concepts (fields/topics) attached by OpenAlex
- Cited by
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71Total citation count in OpenAlex
- Citations by year (recent)
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2025: 6, 2024: 22, 2023: 10, 2022: 16, 2021: 11Per-year citation counts (last 5 years)
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10Other works algorithmically related by OpenAlex
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