Jet substructure at the Large Hadron Collider: a review of recent advances in theory and machine learning

AJ Larkoski, I Moult, B Nachman - Physics Reports, 2020 - Elsevier
Jet substructure has emerged to play a central role at the Large Hadron Collider (LHC),
where it has provided numerous innovative new ways to search for new physics and to …

Towards machine learning analytics for jet substructure

G Kasieczka, S Marzani, G Soyez… - Journal of High Energy …, 2020 - Springer
A bstract The past few years have seen a rapid development of machine-learning
algorithms. While surely augmenting performance, these complex tools are often treated as …

Jet Substructure at the Tevatron and LHC: New results, new tools, new benchmarks

A Altheimer, S Arora, L Asquith… - Journal of Physics G …, 2012 - iopscience.iop.org
In this paper, we review recent theoretical progress and the latest experimental results in jet
substructure from the Tevatron and the LHC. We review the status of and outlook for …

Looking inside jets

S Marzani, G Soyez, M Spannowsky - 2019 - Springer
The study of the internal structure of hadronic jets has become in recent years a very active
area of research in particle physics. Jet substructure techniques are increasingly used in …

Towards an understanding of the correlations in jet substructure: Report of BOOST2013, hosted by the University of Arizona, 12th–16th of August 2013

D Adams, A Arce, L Asquith, M Backovic… - The European Physical …, 2015 - Springer
Over the past decade, a large number of jet substructure observables have been proposed
in the literature, and explored at the LHC experiments. Such observables attempt to utilize …

Jet substructure at the large hadron collider

R Kogler, B Nachman, A Schmidt, L Asquith… - Reviews of Modern …, 2019 - APS
Jet substructure has emerged to play a central role at the Large Hadron Collider, where it
has provided numerous innovative ways to search for new physics and to probe the …

Boosted objects and jet substructure at the LHC. Report of BOOST2012, held at IFIC Valencia, 23rd–27th of July 2012

A Altheimer, A Arce, L Asquith, J Backus Mayes… - The European Physical …, 2014 - Springer
This report of the BOOST2012 workshop presents the results of four working groups that
studied key aspects of jet substructure. We discuss the potential of first-principle QCD …

Convolved substructure: analytically decorrelating jet substructure observables

I Moult, B Nachman, D Neill - Journal of High Energy Physics, 2018 - Springer
A bstract A number of recent applications of jet substructure, in particular searches for light
new particles, require substructure observables that are decorrelated with the jet mass. In …

Towards an understanding of jet substructure

M Dasgupta, A Fregoso, S Marzani… - Journal of High Energy …, 2013 - Springer
A bstract We present first analytic, resummed calculations of the rates at which wide-spread
jet substructure tools tag QCD jets. As well as considering trimming, pruning and the mass …

Jet observables without jet algorithms

D Bertolini, T Chan, J Thaler - Journal of High Energy Physics, 2014 - Springer
A bstract We introduce a new class of event shapes to characterize the jet-like structure of an
event. Like traditional event shapes, our observables are infrared/collinear safe and involve …