21 citations · 33 across the 2 of their papers we have counts for
2 papers
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…
hep-ex2022★ 12 cited
Nanosecond machine learning regression with deep boosted decision trees in FPGA for high energy physics
Benjamin Carlson, Quincy Bayer, Tae Min Hong +1
We present a novel application of the machine learning / artificial intelligence method called boosted decision trees to estimate physical quantities on field programmable gate arr…