Looking Inside Jets: An Introduction to Jet Substructure and Boosted-object Phenomenology
book
January 2019
Deep learning in color: towards automated quark/gluon jet discrimination
journal
January 2017
Search for heavy resonances decaying into two Higgs bosons or into a Higgs boson and a W or Z boson in proton-proton collisions at 13 TeV
journal
January 2019
QCD-aware recursive neural networks for jet physics
journal
January 2019
Energy flow networks: deep sets for particle jets
journal
January 2019
Jet trimming
journal
February 2010
Maximizing boosted top identification by minimizing N-subjettiness
journal
February 2012
Jet-images: computer vision inspired techniques for jet tagging
journal
February 2015
Identifying boosted objects with N-subjettiness
journal
March 2011
Novel jet observables from machine learning
journal
March 2018
Investigating the topology dependence of quark and gluon jets
journal
March 2019
Energy flow polynomials: a complete linear basis for jet substructure
journal
April 2018
Soft drop
journal
May 2014
Deep-learning top taggers or the end of QCD?
journal
May 2017
Fuzzy jets
journal
June 2016
How much information is in a jet?
journal
June 2017
Erratum to: Search for diboson resonances in hadronic final states in 139 fb−1 of pp collisions at $$ \sqrt{\mathrm{s}} $$ = 13 TeV with the ATLAS detector
journal
June 2020
Playing tag with ANN: boosted top identification with pattern recognition
journal
July 2015
Jet-images — deep learning edition
journal
July 2016
Systematics of quark/gluon tagging
journal
July 2017
Interpretable deep learning for two-prong jet classification with jet spectra
journal
July 2019
Neural network-based top tagger with two-point energy correlations and geometry of soft emissions
journal
July 2020
Probing stop pair production at the LHC with graph neural networks
journal
August 2019
Towards an understanding of jet substructure
journal
September 2013
Search for diboson resonances in hadronic final states in 139 fb−1 of pp collisions at s$$ \sqrt{s} $$ = 13 TeV with the ATLAS detector
journal
September 2019
Jet charge and machine learning
journal
October 2018
Boosting H → b b ¯ $$ H\to b\overline{b} $$ with machine learning
journal
October 2018
Pulling out all the tops with computer vision and deep learning
journal
October 2018
Search for resonances decaying to a pair of Higgs bosons in the bb¯$$ \overline{\mathrm{b}} $$qq¯$$ \overline{\mathrm{q}} $$’ℓν final state in proton-proton collisions at s$$ \sqrt{s} $$ = 13 TeV
journal
October 2019
Power counting to better jet observables
journal
December 2014
Pileup Mitigation with Machine Learning (PUMML)
journal
December 2017
Recursive Neural Networks in Quark/Gluon Tagging
journal
June 2018
Topology Classification with Deep Learning to Improve Real-Time Event Selection at the LHC
journal
August 2019
End-to-End Physics Event Classification with CMS Open Data: Applying Image-Based Deep Learning to Detector Data for the Direct Classification of Collision Events at the LHC
journal
March 2020
Optimal Jet Finder
journal
September 2003
A brief introduction to PYTHIA 8.1
journal
June 2008
Electromagnetic showers beyond shower shapes
de Oliveira, Luke; Nachman, Benjamin; Paganini, Michela
Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 951
https://doi.org/10.1016/j.nima.2019.162879
journal
January 2020
End-to-end jet classification of quarks and gluons with the CMS Open Data
Andrews, M.; Alison, J.; An, S.
Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 977
https://doi.org/10.1016/j.nima.2020.164304
journal
October 2020
Dispelling the N3 myth for the kt jet-finder
journal
September 2006
A search for resonances decaying into a Higgs boson and a new particle X in the XH → qqbb final state with the ATLAS detector
journal
April 2018
Search for a massive resonance decaying to a pair of Higgs bosons in the four b quark final state in proton–proton collisions at s = 13 TeV
journal
June 2018
Search for light resonances decaying to boosted quark pairs and produced in association with a photon or a jet in proton–proton collisions at s = 13 TeV with the ATLAS detector
journal
January 2019
Combination of CMS searches for heavy resonances decaying to pairs of bosons or leptons
journal
November 2019
Unveiling CP property of top-Higgs coupling with graph neural networks at the LHC
journal
March 2020
Jet substructure at the Large Hadron Collider: A review of recent advances in theory and machine learning
journal
November 2019
Searching for exotic particles in high-energy physics with deep learning
journal
July 2014
Jet substructure at the Tevatron and LHC: new results, new tools, new benchmarks
journal
May 2012
PYTHIA 6.4 physics and manual
journal
May 2006
The anti- k t jet clustering algorithm
journal
April 2008
Identification of heavy-flavour jets with the CMS detector in pp collisions at 13 TeV
journal
May 2018
Identification of heavy, energetic, hadronically decaying particles using machine-learning techniques
journal
June 2020
A deep neural network to search for new long-lived particles decaying to jets
journal
August 2020
Automating the construction of jet observables with machine learning
journal
November 2019
Search for low mass vector resonances decaying into quark-antiquark pairs in proton-proton collisions at s = 13 TeV
journal
December 2019
Boosted W and Z tagging with jet charge and deep learning
journal
March 2020
Jet tagging via particle clouds
journal
March 2020
Interaction networks for the identification of boosted H → b b ¯ decays
journal
July 2020
Recombination algorithms and jet substructure: Pruning as a tool for heavy particle searches
journal
May 2010
Jet flavor classification in high-energy physics with deep neural networks
journal
December 2016
Parton shower uncertainties in jet substructure analyses with deep neural networks
journal
January 2017
Learning to classify from impure samples with high-dimensional data
journal
July 2018
Search for low-mass resonances decaying into bottom quark-antiquark pairs in proton-proton collisions at s = 13 TeV
journal
January 2019
Deep neural network for pixel-level electromagnetic particle identification in the MicroBooNE liquid argon time projection chamber
journal
May 2019
Jet Substructure as a New Higgs-Search Channel at the Large Hadron Collider
journal
June 2008
Search for Low Mass Vector Resonances Decaying to Quark-Antiquark Pairs in Proton-Proton Collisions at s = 13 TeV
journal
September 2017
Inclusive Search for a Highly Boosted Higgs Boson Decaying to a Bottom Quark-Antiquark Pair
journal
February 2018
Search for Low-Mass Quark-Antiquark Resonances Produced in Association with a Photon at s = 13 TeV
journal
December 2019
Dijet Resonance Search with Weak Supervision Using s = 13 TeV p p Collisions in the ATLAS Detector
journal
September 2020
Jet substructure at the Large Hadron Collider
journal
December 2019
Towards jetography
journal
May 2010
Boosted objects: a probe of beyond the standard model physics
journal
June 2011
FastJet user manual: (for version 3.0.2)
journal
March 2012
Boosted objects and jet substructure at the LHC. Report of BOOST2012, held at IFIC Valencia, 23rd–27th of July 2012
journal
March 2014
Towards an understanding of the correlations in jet substructure: Report of BOOST2013, hosted by the University of Arizona, 12th–16th of August 2013
journal
September 2015
In situ calibration of large-radius jet energy and mass in 13 TeV proton–proton collisions with the ATLAS detector
journal
February 2019
Performance of top-quark and $$\varvec{W}$$ W -boson tagging with ATLAS in Run 2 of the LHC
journal
April 2019
Learning representations of irregular particle-detector geometry with distance-weighted graph networks
journal
July 2019
Identification of boosted Higgs bosons decaying into b-quark pairs with the ATLAS detector at 13 $$\text {TeV}$$TeV
journal
October 2019
JEDI-net: a jet identification algorithm based on interaction networks
journal
January 2020
A multi-dimensional search for new heavy resonances decaying to boosted $$\text{ W }{}{}$$W $$\text{ W }{}{}$$W , $$\text{ W }{}{}$$W $$\text{ Z }{}{}$$Z , or $$\text{ Z }{}{}$$Z $$\text{ Z }{}{}$$Z boson pairs in the dijet final state at 13 $$\text {Te}\text {V}$$Te
journal
March 2020
Calorimetry with deep learning: particle simulation and reconstruction for collider physics
journal
July 2020
Pileup mitigation at the Large Hadron Collider with graph neural networks
journal
July 2019
Deep Learning and Its Application to LHC Physics
journal
October 2018
Deep-learned Top Tagging with a Lorentz Layer
journal
January 2018
Quark-gluon tagging: Machine learning vs detector
journal
January 2019
The Machine Learning landscape of top taggers
journal
January 2019
CapsNets continuing the convolutional quest
journal
January 2020