Jet Trimming

Abstract

Initial state radiation, multiple interactions, and event pileup can contaminate jets and degrade event reconstruction. Here we introduce a procedure, jet trimming, designed to mitigate these sources of contamination in jets initiated by light partons. This procedure is complimentary to existing methods developed for boosted heavy particles. We find that jet trimming can achieve significant improvements in event reconstruction, especially at high energy/luminosity hadron colliders like the LHC.

20 pages, 11 figures, 3 tables - Minor changes to text/figures

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• Measurements of top-quark pair differential cross-sections in the lepton+jets channel in $pp$ collisions at $\sqrt{s}$=13 TeV using the ATLAS detector
• How to Improve Top Tagging
• An operational definition of quark and gluon jets
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• Search for pair production of gluinos decaying via stop and sbottom in events with $b$-jets and large missing transverse momentum in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Software and computing for Run 3 of the ATLAS experiment at the LHC
• On jet substructure methods for signal jets
• Jet Reconstruction in Heavy Ion Collisions
• Search for dark matter in events with a hadronically decaying vector boson and missing transverse momentum in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
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• High Multiplicity Searches at the LHC Using Jet Masses
• Inclusive search for highly boosted Higgs bosons decaying to bottom quark-antiquark pairs in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Conformal Colliders Meet the LHC
• Vector-Boson Scattering at the LHC: unravelling the Electroweak sector
• Performance of the ATLAS Level-1 topological trigger in Run 2
• Pileup and Underlying Event Mitigation with Iterative Constituent Subtraction
• Sorting out quenched jets
• Search for resonances decaying into a weak vector boson and a Higgs boson in the fully hadronic final state produced in proton$-$proton collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
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• Resurrecting the Dead Cone
• Identification of high transverse momentum top quarks in $pp$ collisions at $\sqrt{s}$ = 8 TeV with the ATLAS detector
• Searching for Heavy Charged Higgs Boson with Jet Substructure at the LHC
• The soft drop groomed jet radius at NLL
• Measurement of the jet mass distribution and top quark mass in hadronic decays of boosted top quarks in pp collisions at $\sqrt{s}=$ 13 TeV
• Composite Octet Searches with Jet Substructure
• Measurement of the $t\bar{t}t\bar{t}$ production cross section in $pp$ collisions at $\sqrt{s}$=13 TeV with the ATLAS detector
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• Search for large missing transverse momentum in association with one top-quark in proton-proton collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Fluctuations and asymmetric jet events in PbPb collisions at the LHC
• Search for pair-produced resonances decaying to quark pairs in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Search for production of Higgs boson pairs in the four b quark final state using large-area jets in proton-proton collisions at $\sqrt{s}=$ 13 TeV
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• Neural Network-based Top Tagger with Two-Point Energy Correlations and Geometry of Soft Emissions
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• A Cautionary Tale of Decorrelating Theory Uncertainties
• Calculating the primary Lund Jet Plane density
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• Learning to Identify Semi-Visible Jets
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• Exploring Jet Substructure in Semi-visible jets
• Properties of $g\to b\bar{b}$ at small opening angles in $pp$ collisions with the ATLAS detector at $\sqrt{s}=13$ TeV
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• Search for W' bosons decaying to a top and a bottom quark at $\sqrt{s}=$ 13 TeV in the hadronic final state
• Differential $t\bar{t}$ cross-section measurements using boosted top quarks in the all-hadronic final state with 139 fb${}^{-1}$ of ATLAS data
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• Measurement of the jet mass in high transverse momentum $Z(\to b\overline{b})\gamma$ production at $\sqrt{s}=13$ TeV using the ATLAS detector
• Status of searches for electroweak-scale supersymmetry after LHC Run 2
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• Fuzzy Jets
• Tagging single Tops
• Searches for new physics with boosted top quarks in the MadAnalysis 5 and Rivet frameworks
• A new method to distinguish hadronically decaying boosted $Z$ bosons from $W$ bosons using the ATLAS detector
• Hadronic $b^{\prime }$ search at the LHC with top and W taggers
• Tagging boosted hadronic objects with dynamical grooming
• Boosting low-mass hadronic resonances
• Revisiting the role of grooming in DIS
• Constraints on Higgs boson production with large transverse momentum using $H\to b\bar{b}$ decays in the ATLAS detector
• Resummation prediction on the jet mass spectrum in one-jet inclusive production at the LHC
• Photon isolation and jet substructure
• Hadron Collider Searches for Diboson Resonances
• A search for heavy Higgs bosons decaying into vector bosons in same-sign two-lepton final states in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Precise probing and discrimination of third-generation scalar leptoquarks
• CALPAGAN: Calorimetry for Particles using GANs
• Search for invisible particles produced in association with single top quarks in proton-proton collisions at $\sqrt{s}$=13 TeV with the ATLAS detector
• Jet energy drop
• Jet Substructure Templates: Data-driven QCD Backgrounds for Fat Jet Searches
• The minimal stealth boson: models and benchmarks
• Search for a heavy charged Higgs boson decaying into a $W$ boson and a Higgs boson in final states with leptons and $b$-jets in $\sqrt{s}=13$ TeV $pp$ collisions with the ATLAS detector
• Search for high-mass exclusive $\gamma \gamma$ $\to$ WW and $\gamma \gamma$ $\to$ ZZ production in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Measuring the top energy asymmetry at the LHC: QCD and SMEFT interpretations
• The mass area of jets
• Optimal jet radius in kinematic dijet reconstruction
• Ultraboosted $Zt$ and $\gamma t$ production at the HL-LHC and FCC-hh
• On Statistical Aspects of Qjets
• Search for excited electrons singly produced in proton-proton collisions at $\sqrt{s}=13$ TeV with the ATLAS experiment at the LHC
• 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
• New physics with boosted single top production at the LHC and future colliders
• Jet Timing
• Search for Resonant Production of Dark Quarks in the Dijet Final State with the ATLAS Detector
• Boosted Top Quarks and Jet Structure
• Search for the lightest scalar top quark in R-parity violating decays at the LHC
• Search for dark matter produced in association with a single top quark and an energetic $W$ boson in $\sqrt{s}=$ 13 TeV $pp$ collisions with the ATLAS detector
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• Probing Higgs exotic decay at the LHC with machine learning
• Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming
• New Bounds on Light Sneutrino Masses: Rare SUSY Signals
• A Wavelet Based Pile-Up Mitigation Method for the LHC Upgrade
• LHC Implications of the WIMP Miracle and Grand Unification
• Sequential recombination algorithm for jet clustering and background subtraction
• Search for new phenomena with top-quark pairs and large missing transverse momentum using 140 ${\mathrm{fb}}^{-1}$ of $pp$ collision data at $\sqrt{s}=13$ TeV with the ATLAS detector
• Investigating the Quantum Properties of Jets and the Search for a Supersymmetric Top Quark Partner with the ATLAS Detector
• Taking aim at the wino-higgsino plane with the LHC
• Exploring nearly degenerate higgsinos using mono-$Z/W$ signal
• Search for top-philic heavy resonances in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Revealing the jet substructure in a compressed spectrum
• Search for vector-boson resonances decaying into a top quark and a bottom quark using $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Vetoed jet clustering: The mass-jump algorithm
• Top tagging : an analytical perspective
• Search for pair production of higgsinos in events with two Higgs bosons and missing transverse momentum in $\sqrt{s}=13$ TeV $pp$ collisions at the ATLAS experiment
• Climbing to the Top of the ATLAS 13 TeV data
• Perspectives and Outlook from HEP Window on the Universe
• Search for heavy resonances decaying into a photon and a hadronically decaying Higgs boson in $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Automatic detection of boosted Higgs boson and top quark jets in an event image
• Search for direct production of electroweakinos in final states with one lepton, jets and missing transverse momentum in pp collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Telescoping jet substructure
• Evidence for the charge asymmetry in $pp\to t\bar{t}$ production at $\sqrt{s}=13$ TeV with the ATLAS detector
• Going off topics to demix quark and gluon jets in ${\alpha }_S$ extractions
• Aspects of Track-Assisted Mass
• Reducing the Top Quark Mass Uncertainty with Jet Grooming
• Tagging Partially Reconstructed Objects with Jet Substructure
• Identifying boosted hadronically decaying top quark using jet substructure in its center-of-mass frame
• Data Driven Search in the Displaced $b\bar{b}$ Pair Channel for a Higgs Boson Decaying to Long-Lived Neutral Particles
• Studies of Quantum Chromodynamics at the LHC
• Studies of high-transverse momentum jet substructure and top quarks produced in 1.96 TeV proton-antiproton collisions
• Performance of heavy-flavour jet identification in Lorentz-boosted topologies in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Framing energetic top-quark pair production at the LHC
• Running bumps from stealth bosons
• Tracking the Identities of Boosted Particles
• Measurement of boosted Higgs bosons produced via vector boson fusion or gluon fusion in the H $\to$ $\mathrm{b}\bar{\mathrm{b}}$ decay mode using LHC proton-proton collision data at $\sqrt{s}$ = 13 TeV
• New light on WW scattering at the LHC with W jet tagging
• A New Observable for Identifying Dijet Resonances
• Factorization for substructures of boosted Higgs jets
• Jumping into buckets, or How to decontaminate overlapping fat jets
• Jet Substructure Probe on Scalar Leptoquark Models via Top Polarization
• Fat $b$-Jet Analyses Using Old and New Clustering Algorithms in New Higgs Boson Searches at the LHC
• A Cautionary Tale of Mis-measured Tails from $q/g$ Bias
• Search for new particles in events with a hadronically decaying W or Z boson and large missing transverse momentum at $\sqrt{s}$ = 13 TeV using the ATLAS detector
• Search for high-mass $W\gamma$ and $Z\gamma$ resonances using hadronic W/Z boson decays from 139 fb${}^{-1}$ of $pp$ collisions at $\sqrt{s}=$ 13 TeV with the ATLAS detector
• Investigating top tagging with Y${}_{\text{m}}$-Splitter and N-subjettiness
• The Status of Supersymmetry after the LHC Run 1
• Jet Single Shot Detection
• Evolution variable dependence of jet substructure
• Search for dark matter produced in association with a dark Higgs boson in the $b\bar{b}$ final state using $pp$ collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Search for resonances decaying to three W bosons in the hadronic final state in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• The Catchment Area of Groomed Jets at NNLL
• Study of High-Transverse-Momentum Higgs Boson Production in Association with a Vector Boson in the $qqbb$ Final State with the ATLAS Detector
• Measurement of jet substructure in boosted $t\bar{t}$ events with the ATLAS detector using 140 fb${}^{-1}$ of 13 TeV $pp$ collisions
• LHC vector resonance searches in the $t\bar{t}Z$ final state
• Angular observables for spin discrimination in boosted diboson final states
• Weakly supervised anomaly detection for resonant new physics in the dijet final state using proton-proton collisions at $\sqrt{s}=13$ TeV with the ATLAS detector
• Top quark physics in the Large Hadron Collider era
• Search for Resonances in the Dijet Mass Spectrum from 7 TeV pp Collisions at CMS
• Hollow cone sieve for top
• Improving Heavy Dijet Resonance Searches Using Jet Substructure at the LHC
• Jet Radiation Radius
• Toward particle-level filtering of individual collision events at the Large Hadron Collider and beyond
• Searching for New Physics in Hadronic Final States with Run 2 Proton-Proton Collision Data at the LHC
• Anatomy of the $tthh$ Physics at HL-LHC
• Augmenting Collider Searches and Enhancing Discovery Potentials through Stochastic Jet Grooming
• Identifying a new particle with jet substructures
• Sequence-based Machine Learning Models in Jet Physics
• Prospects for a measurement of the $W$ boson mass in the all-jets final state at hadron colliders
• 2B or not 2B, a study of bottom-quark-philic semi-visible jets
• Jet SIFT-ing: a new scale-invariant jet clustering algorithm for the substructure era
• Measurement of cross-sections for production of a $Z$ boson in association with a flavor-inclusive or doubly $b$-tagged large-radius jet in proton-proton collisions at $\sqrt{s}=13$ TeV with the ATLAS experiment
• The Standard Model from the LHC to future colliders: a contribution to the Workshop "What Next" of INFN
• Effective Field Theories for the LHC
• Jet substructure in neutral current deep inelastic e+p scattering at upcoming Electron-Ion Collider
• Boosted top: experimental tools overview
• Search for resonances decaying to an anomalous jet and a Higgs boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Jet Reconstruction with Mamba Networks in Collider Events
• Probing $\Delta L=2$ lepton number violating SMEFT operators at the same-sign muon collider
• Constraining Stealth SUSY with illuminated fat jets at the LHC
• Measurement of the Lund jet plane in hadronic decays of top quarks and W bosons with the ATLAS detector
• Search for resonant pair production of Higgs bosons in the $\mathrm{b}\bar{\mathrm{b}}\mathrm{b}\bar{\mathrm{b}}$ final state using large-area jets in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• A priority based noise tolerant jet framework and algorithm
• The ATLAS Trigger Algorithms Upgrade and Performance in Run-2
• A search for new resonances in multiple final states with a high transverse momentum $Z$ boson in $\sqrt{s}=13$ TeV $pp$ collisions with the ATLAS detector
• Identifying the Quantum Properties of Hadronic Resonances using Machine Learning
• An approach to constraining the Higgs width at the LHC and HL-LHC
• Searches for New Physics in Multijet Final States
• Improving topological cluster reconstruction using calorimeter cell timing in ATLAS
• Pileup density estimate independent on jet multiplicity
• Energy Flow in Particle Collisions
• The effect of recoils on soft-drop-groomed observables in $\gamma$-tagged jets in a multistage approach
• Probing new physics in the Boosted $HH\to b\bar{b}\gamma \gamma$ channel at the LHC
• Substructure of Boosted Jets
• Heavy Particle Jet Identification with Zest
• Search for Higgs boson production at high transverse momentum in the WW decay channel in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• New Physics and Two Boosted W-jets plus Missing Energy
• Real time data analysis with the ATLAS Trigger at the LHC in Run-2
• Background estimation in the search for single production of vector-like quarks decaying into $Wb$ in $pp$ collisions using a data-driven method at $\sqrt{s}=13$ TeV with the ATLAS detector
• Searches with Boosted Objects
• QCD resummation for high-p${}_T$ jet shapes at hadron colliders
• Search for high-mass resonances in a final state comprising a gluon and two hadronically decaying W bosons in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• On the frequency distribution of neutral particles from low-energy strong interactions
• Resummed jet mass distribution with trimming in Z+jet events at the LHC
• Studying the QGP with Jets at the LHC and RHIC
• Grooming at the Cusp: All-Orders Predictions for the Transition Region of Jet Groomers
• Fast Jet Finding in Julia
• Boosted and semi-boosted all-hadronic $t\bar{t}$ reconstruction performance on kinematic variables for selected BSM models using a 2D extesion of the BumpHunter algorithm
• Learnable cut flow for high energy physics