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View article: Ultrafast jet classification at the HL-LHC
Ultrafast jet classification at the HL-LHC Open
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 wi…
View article: Ultrafast jet classification at the HL-LHC
Ultrafast jet classification at the HL-LHC Open
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 wi…
View article: Nanosecond Jet Classification at LHC
Nanosecond Jet Classification at LHC Open
We investigate the possibility of using Deep Learning algorithms for jet identification in the L1 trigger at HL-LHC. We perform a survey of architectures (MLP, CNN, Graph Networks) and benchmark their performance and resource consumption o…
View article: VBSCan Split 2017 Workshop Summary
VBSCan Split 2017 Workshop Summary Open
This document summarises the talks and discussions happened during the VBSCan Split17 workshop, the first general meeting of the VBSCan COST Action network. This collaboration is aiming at a consistent and coordinated study of vector-boson…
View article: Measurement of fiducial cross sections of the 125 GeV Higgs boson using the CMS detector
Measurement of fiducial cross sections of the 125 GeV Higgs boson using the CMS detector Open
View article: A Fast Matrix Element Method (FastME)
A Fast Matrix Element Method (FastME) Open
We propose a Fast Matrix Element (FastME) method to determine event weights using a sample of simulated Monte Carlo events for a given process and its backgrounds, the events templates.Given a data event we search the signal and background…