Jet Substructure at the Large Hadron Collider: Experimental Review

Abstract

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 Standard Model, particularly in extreme regions of phase space. In this article we focus on a review of the development and use of state-of-the-art jet substructure techniques by the ATLAS and CMS experiments.

arXiv comment59 pages, 52 figures, updates and improvements. Version accepted by Rev. Mod. Phys

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• Pure Quark and Gluon Observables in Collinear Drop
• Nonperturbatively Renormalized Nucleon Gluon Momentum Fraction in the Continuum Limit of $N_f=2+1+1$ Lattice QCD
• Measurement of the primary Lund jet plane density in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Central exclusive production of $W$ boson pairs in $pp$ collisions at the LHC in hadronic and semi-leptonic final states
• Systematic Quark/Gluon Identification with Ratios of Likelihoods
• Hadron-in-jet production at partonic threshold
• Measurement of the angle between jet axes in pp collisions at $\sqrt{s}=5.02$ TeV
• Search for a heavy resonance decaying to a top quark and a W boson at $\sqrt{s}=$ 13 TeV in the fully hadronic final state
• Probing cold nuclear matter with energy correlators
• Is infrared-collinear safe information all you need for jet classification?
• Review of top quark mass measurements in CMS
• Measurement of inclusive and leading subjet fragmentation in pp and Pb-Pb collisions at $\sqrt{s_{\mathrm{NN}}}$ = 5.02 TeV
• A Wavelet Based Pile-Up Mitigation Method for the LHC Upgrade
• Jet energy spectrum and substructure in $e^{+}{e}^{-}$ collisions at 91.2 GeV with ALEPH Archived Data
• Search for a heavy resonance decaying into a top quark and a W boson in the lepton+jets final state at $\sqrt{s}=$13 TeV
• Polarized fragmenting jet functions in Inclusive and Exclusive Jet Production
• Mapping Parton Distributions of Hadrons with Lattice QCD
• Going off topics to demix quark and gluon jets in ${\alpha }_S$ extractions
• Improving Robustness of Jet Tagging Algorithms with Adversarial Training
• Measurement of groomed event shape observables in deep-inelastic electron-proton scattering at HERA
• Safe but Incalculable: Energy-weighting is not all you need
• Hitting two BSM particles with one lepton-jet: search for a top partner decaying to a dark photon, resulting in a lepton-jet
• Automatic detection of boosted Higgs boson and top quark jets in an event image
• Moment Unfolding
• Framing energetic top-quark pair production at the LHC
• Non-global logarithms up to four loops at finite-N${}_c$ for V/H+jet processes at hadron colliders
• Unveiling the Secrets of New Physics Through Top Quark Tagging
• Semi-Equivariant GNN Architectures for Jet Tagging
• Measurement of lepton-jet correlation in deep-inelastic scattering with the H1 detector using machine learning for unfolding
• Strange Jet Tagging
• Explainable AI for ML jet taggers using expert variables and layerwise relevance propagation
• Investigating top tagging with Y${}_{\text{m}}$-Splitter and N-subjettiness
• Classify the Higgs decays with the PFN and ParticleNet at electron-positron colliders
• Mass suppression effect in QCD radiation and hadron angular distribution in jet
• Tau lepton identification and reconstruction: a new frontier for jet-tagging ML algorithms
• Search for resonances decaying to three W bosons in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• The Catchment Area of Groomed Jets at NNLL
• Observation of the Singly Cabibbo-Suppressed Decay ${\Lambda }_c^{+}\to p{\pi }^0$
• The Time Substructure of Jets and Boosted Object Tagging
• How much joint resummation do we need?
• LHC Hadronic Jet Generation Using Convolutional Variational Autoencoders with Normalizing Flows
• PAIReD jet: A multi-pronged resonance tagging strategy across all Lorentz boosts
• Measurement of jet substructure in boosted $t\bar{t}$ events with the ATLAS detector using 140 fb${}^{-1}$ of 13 TeV $pp$ collisions
• Dynamical grooming at work: from p+p to Pb+Pb
• Tagging a Boosted Top quark with a $\tau$ final state
• Analysis note: jet reconstruction, energy spectra, and substructure analyses with archived ALEPH data
• Overview of Recent ALICE Results
• From strange-quark tagging to fragmentation tagging with machine learning
• Measurement of inclusive jet cross section and substructure in $p$$+$$p$ collisions at $\sqrt{s_{{}_{NN}}}=200$ GeV
• First measurement of $b$-jet mass with and without grooming
• An Effective Model for Glueballs and Dual Superconductivity at Finite Temperature
• Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model
• Measurement of jet track functions in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• OmniLearned: A Foundation Model Framework for All Tasks Involving Jet Physics
• Effect of new jet substructure measurements on Pythia8 tunes
• Constraining Stealth SUSY with illuminated fat jets at the LHC
• Jet Reconstruction with Mamba Networks in Collider Events
• LHC Highlights and Prospects
• Systematically Constructing the Likelihood for Boosted $H\to gg$ Decays
• DeepCore: Convolutional Neural Network for high $p_T$ jet tracking
• The Fox-Wolfram Moment of Jet Production in Relativistic Heavy Ion Collisions
• A precise measurement of the jet energy scale derived from single-particle measurements and in situ techniques in proton-proton collisions at $\sqrt{s}=$ 13 TeV with the ATLAS detector
• Image-Based Jet Analysis
• Search for a heavy resonance decaying into a Z and a Higgs boson in events with an energetic jet and two electrons, two muons, or missing transverse momentum in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Identifying the Quantum Properties of Hadronic Resonances using Machine Learning
• A Field Guide to Event-Shape Observables Using Optimal Transport
• Analyzing polarized boosted top from stop decay at high luminosity and high energy LHC
• Reweighting and Analysing Event Generator Systematics by Neural Networks on High-Level Features
• Unpolarized gluon distribution in the nucleon from lattice quantum chromodynamics
• Strong CWoLa: Binary Classification Without Background Simulation
• Event generation at MEPS@NLO accuracy in neutral and charged current DIS at the EIC
• Constraining color-charge effects of partonic energy loss with jet axis-based inclusive jet substructure measurement
• Energy Flow in Particle Collisions
• Improving sensitivity of vectorlike top partner searches with jet substructure
• Measurement of the jet mass in hadronic decays of boosted W bosons at 13 TeV and extraction of the W boson mass
• Experimental Impact of Jet Fragmentation Reference Frames At Particle Colliders
• Exploring system size dependence of jet modification in heavy-ion collisions
• Resummed jet mass distribution with trimming in Z+jet events at the LHC