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Efficient, reliable and fast high-level triggering using a bonsai boosted decision tree

Tool reference. 100% of classified Pith citations use this work as a method, library, or software dependency, not as a substantive claim.

7 Pith papers citing it
Method reference 100% of classified citations
abstract

High-level triggering is a vital component in many modern particle physics experiments. This paper describes a modification to the standard boosted decision tree (BDT) classifier, the so-called "bonsai" BDT, that has the following important properties: it is more efficient than traditional cut-based approaches; it is robust against detector instabilities, and it is very fast. Thus, it is fit-for-purpose for the online running conditions faced by any large-scale data acquisition system.

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method 5

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hep-ex 7

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2026 6 2025 1

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representative citing papers

Evidence for the decay $B^0_s\to\phi\eta'$

hep-ex · 2026-05-08 · conditional · novelty 8.0

First evidence for B_s^0 to phi eta-prime decay with relative branching ratio (3.56 ± 0.79 ± 0.18 ± 0.06) x 10^{-2} and absolute branching fraction (0.66 ± 0.15 ± 0.03 ± 0.02) x 10^{-6}.

First evidence of the decay $B^+\to\pi^+ e^+ e^-$

hep-ex · 2026-04-29 · conditional · novelty 8.0 · 2 refs

LHCb observes 3.2 sigma evidence for B+ -> pi+ e+ e- with measured branching fraction (2.4 +0.9 -0.8 +0.4 -0.2) x 10^-8, consistent with Standard Model.

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Showing 7 of 7 citing papers.