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20212026
most citedNanosecond machine learning event classification with boosted decision trees in FPGA for high energy physics

28 citations · 63 across the 8 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

hep-ph2023

Illuminating all-hadronic final states with a photon: Exotic decays of the Higgs boson to four bottom quarks in vector boson fusion plus gamma at hadron colliders

Stephen T. Roche, Benjamin T. Carlson, Christopher R. Hayes +1

We investigate the potential to detect Higgs boson decays to four bottom quarks through a pair of pseudoscalars, a final state that is predicted by many theories beyond the Standar…

hep-ex2023★ 21 cited

Nanosecond anomaly detection with decision trees and real-time application to exotic Higgs decays

Stephen Roche, Quincy Bayer, Benjamin Carlson +4

We present an interpretable implementation of the autoencoding algorithm, used as an anomaly detector, built with a forest of deep decision trees on FPGA, field programmable gate a…