Identifying Boosted Objects with N-subjettiness

Abstract

We introduce a new jet shape -- N-subjettiness -- designed to identify boosted hadronically-decaying objects like electroweak bosons and top quarks. Combined with a jet invariant mass cut, N-subjettiness is an effective discriminating variable for tagging boosted objects and rejecting the background of QCD jets with large invariant mass. In efficiency studies of boosted W bosons and top quarks, we find tagging efficiencies of 30% are achievable with fake rates of 1%. We also consider the discovery potential for new heavy resonances that decay to pairs of boosted objects, and find significant improvements are possible using N-subjettiness. In this way, N-subjettiness combines the advantages of jet shapes with the discriminating power seen in previous jet substructure algorithms.

26 pages, 26 figures, 2 tables; v2: references added; v3: discussion of results extended

References in corpus (15)

• PYTHIA 6.4 Physics and Manual
• Comparative study of various algorithms for the merging of parton showers and matrix elements in hadronic collisions
• Jet substructure as a new Higgs search channel at the LHC
• Top-tagging: A Method for Identifying Boosted Hadronic Tops
• Jet substructure as a new Higgs search channel at the LHC
• Techniques for improved heavy particle searches with jet substructure
• Stop Reconstruction with Tagged Tops
• Strategies to Identify Boosted Tops
• Template Overlap Method for Massive Jets
• Measuring spin and CP from semi-hadronic ZZ decays using jet substructure
• Discovering Higgs Bosons of the MSSM using Jet Substructure
• Rest Frame Subjet Algorithm With SISCone Jet For Fully Hadronic Decaying Higgs Search
• Search for the Elusive Higgs Boson Using Jet Structure at LHC
• Boosting Higgs discovery - the forgotten channel
• Boosted Top Quark Signals for Heavy Vector Boson Excitations in a Universal Extra Dimension Model

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• Prospect for top quark FCNC searches at the FCC-hh
• Jet Substructure Templates: Data-driven QCD Backgrounds for Fat Jet Searches
• GAN-AE : An anomaly detection algorithm for New Physics search in LHC data
• Measuring the polarization of boosted, hadronic $W$ bosons with jet substructure observables
• Search for exotic leptons in final states with two or three leptons and fat-jets at 13 TeV LHC
• Search for high-mass exclusive $\gamma \gamma$ $\to$ WW and $\gamma \gamma$ $\to$ ZZ production in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Highly Boosted Higgs Bosons and Unitarity in Vector-Boson Fusion at Future Hadron Colliders
• The minimal stealth boson: models and benchmarks
• Resonant Anomaly Detection with Multiple Reference Datasets
• Quark jet rates and quark/gluon discrimination in multi-jet final states
• The NNLO soft function for N-jettiness in hadronic collisions
• Constraints on simplified dark matter models involving an $s$-channel mediator with the ATLAS detector in $pp$ collisions at $\sqrt{s}=13$ TeV
• Probing Radiative Neutrino Mass Generation through Monotop Production
• Sensitivity to new high-mass states decaying to ttbar at a 100 TeV collider
• Jet tagging made easy
• Jets with electrons from boosted top quarks
• On Statistical Aspects of Qjets
• Ultraboosted $Zt$ and $\gamma t$ production at the HL-LHC and FCC-hh
• Equivariant, Safe and Sensitive -- Graph Networks for New Physics
• Search for Higgs boson and observation of Z boson through their decay into a charm quark-antiquark pair in boosted topologies in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Measurements of multijet event isotropies using optimal transport with the ATLAS detector
• Using Jet Substructure at the LHC to Search for the Light Higgs Bosons of the CP-Violating MSSM
• Inclusive search for supersymmetry in pp collisions at $\sqrt{s}=$ 13 TeV using razor variables and boosted object identification in zero and one lepton final states
• Jet substructure probe to unfold singlet-doublet dark matter in the presence of non-standard cosmology
• Search for long-lived heavy neutral leptons with lepton flavour conserving or violating decays to a jet and a charged lepton
• Beyond $M_{t\bar{t}}$: learning to search for a broad $t\bar{t}$ resonance at the LHC
• Constraints on anomalous Higgs boson couplings from its production and decay using the WW channel in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Review of top quark mass measurements in CMS
• Central exclusive production of $W$ boson pairs in $pp$ collisions at the LHC in hadronic and semi-leptonic final states
• Search for heavy resonances decaying to a pair of Lorentz-boosted Higgs bosons in final states with leptons and a bottom quark pair at $\sqrt{s}=$ 13 TeV
• Search for Higgs boson pair production with one associated vector boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• TASI Lectures on Jet Substructure
• Is infrared-collinear safe information all you need for jet classification?
• New physics with boosted single top production at the LHC and future colliders
• Flows for Flows: Morphing one Dataset into another with Maximum Likelihood Estimation
• 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
• Combination of Run-1 Exotic Searches in Diboson Final States at the LHC
• Boosted jet techniques for a supersymmetric scenario with gravitino LSP
• Don't be left in the dark: Improving LHC searches for dark photons using lepton-jet substructure
• Mu_x boosted-bottom-jet tagging and Z-prime boson searches
• 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
• Deep learning techniques for Imaging Air Cherenkov Telescopes
• Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming
• Separated at Birth: Jet Maximization, Axis Minimization, and Stable Cone Finding
• Analytic Boosted Boson Discrimination
• Accuracy versus precision in boosted top tagging with the ATLAS detector
• Investigating the Quantum Properties of Jets and the Search for a Supersymmetric Top Quark Partner with the ATLAS Detector
• Search for bottom squarks in the baryon-number violating MSSM
• High-dimensional Anomaly Detection with Radiative Return in $e^{+}{e}^{-}$ Collisions
• Perspectives and Outlook from HEP Window on the Universe
• 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
• Searches for pair-produced multijet resonances using data scouting in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Aspen Open Jets: Unlocking LHC Data for Foundation Models in Particle Physics
• Non-resonant Anomaly Detection with Background Extrapolation
• Top tagging : an analytical perspective
• Search for narrow H$\gamma$ resonances in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Search for dark QCD with emerging jets in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Optimal transport for a novel event description at hadron colliders
• Revealing the jet substructure in a compressed spectrum
• Exploring Higgs-Photon Production at the LHC
• Search for Higgs boson pair production in the $\mathrm{b}\overline{\mathrm{b}}$W${}^{+}$W${}^{-}$ decay mode in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Jet substructure observables for jet quenching in Quark Gluon Plasma: a Machine Learning driven analysis
• Tagging Partially Reconstructed Objects with Jet Substructure
• Telescoping jet substructure
• Jet Classification Using High-Level Features from Anatomy of Top Jets
• Measurement of groomed event shape observables in deep-inelastic electron-proton scattering at HERA
• Automatic detection of boosted Higgs boson and top quark jets in an event image
• A comparative study of jet substructure taggers
• Data Driven Search in the Displaced $b\bar{b}$ Pair Channel for a Higgs Boson Decaying to Long-Lived Neutral Particles
• Evidence for the charge asymmetry in $pp\to t\bar{t}$ production at $\sqrt{s}=13$ TeV with the ATLAS detector
• Jet Substructure Measurements of Interference in Non-Interfering SMEFT Effects
• Unsupervised and lightly supervised learning in particle physics
• Aspects of Track-Assisted Mass
• Removing phase-space restrictions in factorized cross sections
• Uncovering hidden patterns in collider events with Bayesian probabilistic models
• Boosted top tagging and its interpretation using Shapley values
• Reducing the Top Quark Mass Uncertainty with Jet Grooming
• Variational Autoencoders for Jet Simulation
• A New Observable for Identifying Dijet Resonances
• Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information
• A rotation-equivariant graph neural network for learning hadronic SMEFT effects
• Kaluza-Klein gluon + jets associated production at the Large Hadron Collider
• Running bumps from stealth bosons
• End-to-End Jet Classification of Boosted Top Quarks with the CMS Open Data
• Performance of heavy-flavour jet identification in Lorentz-boosted topologies in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Hexapod Coloron at the LHC
• Studies of granularity of a hadronic calorimeter for tens-of-TeV jets at a 100 TeV $pp$ collider
• Factorization for substructures of boosted Higgs jets
• Tracking the Identities of Boosted Particles
• New light on WW scattering at the LHC with W jet tagging
• Jet Single Shot Detection
• Jet Substructure Probe on Scalar Leptoquark Models via Top Polarization
• Streamlining resummed QCD calculations using Monte Carlo integration
• Generative Unfolding with Distribution Mapping
• Simultaneous energy and mass calibration of large-radius jets with the ATLAS detector using a deep neural network
• Strange Jet Tagging
• A Cautionary Tale of Mis-measured Tails from $q/g$ Bias
• Explainable AI for ML jet taggers using expert variables and layerwise relevance propagation
• Interplay of ALP Couplings at a Muon Collider
• SpartyJet 4.0 User's Manual
• A $W^{\pm }$ polarization analyzer from Deep Neural Networks
• Jet observables and stops at 100 TeV collider
• Evolution variable dependence of jet substructure
• Investigating top tagging with Y${}_{\text{m}}$-Splitter and N-subjettiness
• Dark Matter Searches with Top Quarks
• Discovering Nonstandard Higgs bosons in the H -> ZA Channel Decay to Multileptons
• Collider fingerprints of freeze-in dark matter produced during the fast expansion phase of Universe
• Fat $b$-Jet Analyses Using Old and New Clustering Algorithms in New Higgs Boson Searches at the LHC
• Search for pair production of heavy particles decaying to a top quark and a gluon in the lepton+jets final state in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Exploring the Universality of Hadronic Jet Classification
• Reconstruction of boosted and resolved multi-Higgs-boson events with symmetry-preserving attention networks
• Top-philic Machine Learning
• Search for high-mass resonances decaying to a jet and a Lorentz-boosted resonance in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Probing sub-TeV Higgsinos aided by a ML-based top tagger in the context of Trilinear RPV SUSY
• Pinning down the leptophobic $Z^{\prime }$ in leptonic final states with Deep Learning
• Hollow cone sieve for top
• Top-Tagging at the Energy Frontier
• Angular observables for spin discrimination in boosted diboson final states
• Measurement of jet substructure in boosted $t\bar{t}$ events with the ATLAS detector using 140 fb${}^{-1}$ of 13 TeV $pp$ collisions
• 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
• Fatjet signatures of heavy neutrinos and heavy leptons in a left-right model with universal seesaw at the HL-LHC
• Search for W$\gamma$ resonances in proton-proton collisions at $\sqrt{s}=$ 13 TeV using hadronic decays of Lorentz-boosted W bosons
• PAIReD jet: A multi-pronged resonance tagging strategy across all Lorentz boosts
• Top quark physics in the Large Hadron Collider era
• LHC vector resonance searches in the $t\bar{t}Z$ final state
• Safety of Quark/Gluon Jet Classification
• Classifier Surrogates: Sharing AI-based Searches with the World
• New results on jets and heavy flavor in heavy-ion collisions with ALICE
• Double Higgs production from $HH\to (b\bar{b})(b\bar{b})$ at a 100 TeV hadron collider
• Prospects for a measurement of the $W$ boson mass in the all-jets final state at hadron colliders
• Identifying a new particle with jet substructures
• New Methods and Datasets for Group Anomaly Detection From Fundamental Physics
• Augmenting Collider Searches and Enhancing Discovery Potentials through Stochastic Jet Grooming
• Jet substructure measurements with ALICE
• Tagging a Boosted Top quark with a $\tau$ final state
• The Standard Model from the LHC to future colliders: a contribution to the Workshop "What Next" of INFN
• Jet Energy Scale and Resolution Measurements in CMS
• Searching for New Physics in Hadronic Final States with Run 2 Proton-Proton Collision Data at the LHC
• From strange-quark tagging to fragmentation tagging with machine learning
• Jet SIFT-ing: a new scale-invariant jet clustering algorithm for the substructure era
• Shower it again, Pythia
• All-hadronic HZ production at high energy at 3 TeV CLIC
• Jet Radiation Radius
• Semi-Inclusive Jet Functions and Jet Substructure in $J_{E_T}^{(I)}$ and $J_{E_T}^{(II)}$ Algorithms
• 2$b$ or not 2$b$: on the rejection of $g\to b\bar{b}$ jets
• Fast Perfekt: Regression-based refinement of fast simulation
• How to Unfold Top Decays
• Effective Field Theories for the LHC
• Exotic Decays and Collider Signatures of pNGB Scalars in the $SU(5)/SO(5)$ Composite Higgs Model
• Tools for Unbinned Unfolding
• Jet Reconstruction with Mamba Networks in Collider Events
• A method for correcting the substructure of multiprong jets using the Lund jet plane
• Vector boson scattering and anomalous quartic couplings in final states with $\ell \nu$qq or $\ell \ell$qq plus jets using proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Wasserstein normalized autoencoder for anomaly detection
• Identifying $D$ mesons from Radiative $W$ decays at the Large Hadron Collider
• Image-Based Jet Analysis
• Constraining Stealth SUSY with illuminated fat jets at the LHC
• Physics potential for boosted topologies in top-quark pair production at a multi-TeV Compact Linear Collider
• An approach to constraining the Higgs width at the LHC and HL-LHC
• Interpretability Study on Deep Learning for Jet Physics at the Large Hadron Collider
• Searches for diboson resonances at CMS
• Search for heavy resonances decaying to Z($\nu \bar{\nu }$)V(qq') in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Boosting Invisible Higgs Searches by Tagging a Gluon Jet for Gluon Fusion Process
• Studying squark mass spectrum through gluino decay at 100 TeV future hadron colliders
• Tracking down hyper-boosted top quarks
• Search for physics beyond the standard model in events with overlapping photons and jets
• Substructure of Boosted Jets
• Theory, phenomenology, and experimental avenues for dark showers: a Snowmass 2021 report
• Study of the semi-boosted topology in top anti-top quark pair spectra
• A FAIR and AI-ready Higgs boson decay dataset
• Search for Higgs boson decays into a $Z$ boson and a light hadronically decaying resonance in $pp$ collisions at $\sqrt{s}$=13 TeV with the ATLAS detector
• Another Unorthodox Introduction to QCD and now Machine Learning
• Pulling the Higgs and Top needles from the jet stack with Feature Extended Supervised Tagging
• Variational inference for pile-up removal at hadron colliders with diffusion models
• Searching for diboson resonances in the boosted all-hadronic final state at $\sqrt{\mathrm{s}}=13$ TeV with CMS
• Energy Flow in Particle Collisions
• Power Counting Energy Flow Polynomials
• Jet Substructure and Multivariate Analysis Aid in Polarization Study of Boosted, Hadronic $W$ Fatjet at the LHC
• Searches for Exotic Phenomena at ATLAS and CMS
• Experimental results with boosted top quarks in the final state
• New Physics and Two Boosted W-jets plus Missing Energy
• 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
• Exotic Decays of Heavy B quarks
• Jet Substructure Variables with the SiFCC Detector at 100 TeV
• Search for dark matter produced in association with a Higgs boson decaying to bottom quarks in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Searches with Boosted Objects
• Stable and Interpretable Jet Physics with IRC-Safe Equivariant Feature Extraction
• Improving sensitivity of vectorlike top partner searches with jet substructure
• A Field Guide to Event-Shape Observables Using Optimal Transport
• Graph theory inspired anomaly detection at the LHC
• Learnable cut flow for high energy physics
• Apples to Apples in Jet Quenching: robustness of Machine Learning classification of quenched jets to Underlying Event contamination
• Multi-boson Measurements in CMS
• Studying the QGP with Jets at the LHC and RHIC
• Tagging ultra-boosted jets at FCC-hh using machine learning techniques
• QCD resummation for high-p${}_T$ jet shapes at hadron colliders