Soft Drop

Abstract

We introduce a new jet substructure technique called "soft drop declustering", which recursively removes soft wide-angle radiation from a jet. The soft drop algorithm depends on two parameters--a soft threshold $z_{\text{cut}}$ and an angular exponent $\beta$--with the $\beta =0$ limit corresponding roughly to the (modified) mass drop procedure. To gain an analytic understanding of soft drop and highlight the $\beta$ dependence, we perform resummed calculations for three observables on soft-dropped jets: the energy correlation functions, the groomed jet radius, and the energy loss due to soft drop. The $\beta =0$ limit of the energy loss is particularly interesting, since it is not only "Sudakov safe" but also largely insensitive to the value of the strong coupling constant. While our calculations are strictly accurate only to modified leading-logarithmic order, we also include a discussion of higher-order effects such as multiple emissions and (the absence of) non-global logarithms. We compare our analytic results to parton shower simulations and find good agreement, and we also estimate the impact of non-perturbative effects such as hadronization and the underlying event. Finally, we demonstrate how soft drop can be used for tagging boosted W bosons, and we speculate on the potential advantages of using soft drop for pileup mitigation.

46 pages, 12 figures. Minor typos fixed. Version to be published in JHEP

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• Search for new physics using effective field theory in 13 TeV pp collision events that contain a top quark pair and a boosted Z or Higgs boson
• Vetoed jet clustering: The mass-jump algorithm
• Safe Use of Jet Pull
• Aspects of Track-Assisted Mass
• Constraining R-axion models through dijet searches at the LHC
• Reducing the Top Quark Mass Uncertainty with Jet Grooming
• Measurement of groomed event shape observables in deep-inelastic electron-proton scattering at HERA
• Telescoping jet substructure
• Jet substructure observables for jet quenching in Quark Gluon Plasma: a Machine Learning driven analysis
• Non-Global Correlations in Collider Physics
• Going off topics to demix quark and gluon jets in ${\alpha }_S$ extractions
• Tagging Partially Reconstructed Objects with Jet Substructure
• Jet Substructure Measurements of Interference in Non-Interfering SMEFT Effects
• Performance of heavy-flavour jet identification in Lorentz-boosted topologies in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• A rotation-equivariant graph neural network for learning hadronic SMEFT effects
• A search for bottom-type vector-like quark pair production in dileptonic and fully hadronic final states in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Moment Unfolding
• Jet splitting measurements in Pb--Pb and pp collisions at ${\sqrt{s}}_{\mathrm{NN}}=$ 5.02 TeV with ALICE
• End-to-End Jet Classification of Boosted Top Quarks with the CMS Open Data
• Exploring the Phase Space of Jet Splittings at ALICE using Grooming and Recursive Techniques
• Framing energetic top-quark pair production at the LHC
• Studies of granularity of a hadronic calorimeter for tens-of-TeV jets at a 100 TeV $pp$ collider
• Classification of quark and gluon jets in hot QCD medium with deep learning
• Running bumps from stealth bosons
• Studies of Quantum Chromodynamics at the LHC
• Energy Correlators Beyond Angles
• A New Observable for Identifying Dijet Resonances
• Search for Z' bosons decaying to pairs of heavy Majorana neutrinos in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• 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
• Search for quasi-particle scattering in the quark-gluon plasma with jet splittings in pp and Pb$-$Pb collisions at $\sqrt{{\text{s}}_{\mathrm{NN}}}=5.02$ TeV
• Factorization for substructures of boosted Higgs jets
• Jet Single Shot Detection
• An Unorthodox Introduction to QCD
• Fat $b$-Jet Analyses Using Old and New Clustering Algorithms in New Higgs Boson Searches at the LHC
• Evolution variable dependence of jet substructure
• Subtracted Cumulants: Mitigating Large Background in Jet Substructure
• Jet shape modifications at the LHC energies by JEWEL
• Explainable AI for ML jet taggers using expert variables and layerwise relevance propagation
• Heavy Flavour Jet Substructure
• Collider fingerprints of freeze-in dark matter produced during the fast expansion phase of Universe
• Generative Unfolding with Distribution Mapping
• Investigating top tagging with Y${}_{\text{m}}$-Splitter and N-subjettiness
• Jet Substructure Probe on Scalar Leptoquark Models via Top Polarization
• Measurement of the groomed jet radius and momentum splitting fraction in pp and Pb$-$Pb collisions at $\sqrt{s_{\mathrm{NN}}}=5.02$ TeV
• PAIReD jet: A multi-pronged resonance tagging strategy across all Lorentz boosts
• Top quark physics in the Large Hadron Collider era
• The Catchment Area of Groomed Jets at NNLL
• Constraints on standard model effective field theory for a Higgs boson produced in association with W or Z bosons in the H $\to \mathrm{b}\bar{\mathrm{b}}$ decay channel in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Medium-induced modification of groomed and ungroomed jet mass and angularities in Pb-Pb collisions at $\sqrt{s_{\mathrm{NN}}}=5.02$ TeV
• Fatjet signatures of heavy neutrinos and heavy leptons in a left-right model with universal seesaw at the HL-LHC
• Reconstruction of boosted and resolved multi-Higgs-boson events with symmetry-preserving attention networks
• Probing sub-TeV Higgsinos aided by a ML-based top tagger in the context of Trilinear RPV SUSY
• Search for resonances decaying to three W bosons in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Search for resonances decaying to three W bosons in the hadronic final state in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• LHC vector resonance searches in the $t\bar{t}Z$ final state
• Search for W$\gamma$ resonances in proton-proton collisions at $\sqrt{s}=$ 13 TeV using hadronic decays of Lorentz-boosted W bosons
• Top-philic Machine Learning
• Improving Heavy Dijet Resonance Searches Using Jet Substructure at the LHC
• Study of WH production through vector boson scattering and extraction of the relative sign of the W and Z couplings to the Higgs boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Boosting Beyond: A Novel Approach to Probing Top-Philic Resonances at the LHC
• Classifier Surrogates: Sharing AI-based Searches with the World
• Phenomenological study of the angle between jet axes in heavy-ion collisions
• Search for light Higgs bosons from supersymmetric cascade decays in pp collisions at $\sqrt{s}$ = 13 TeV
• Heavy Flavor Jet Substructure at Lepton Colliders
• Measurements of the jet internal sub-structure and its relevance to parton shower evolution in p+p and Au+Au collisions at STAR
• Prospects for a measurement of the $W$ boson mass in the all-jets final state at hadron colliders
• Nuclear effects on jet substructure observables at the LHC
• Jet substructure measurements in heavy-ion collisions
• Tagging a Boosted Top quark with a $\tau$ final state
• Jet SIFT-ing: a new scale-invariant jet clustering algorithm for the substructure era
• New results on jets and heavy flavor in heavy-ion collisions with ALICE
• Combinatorial Superstatistics for Soft QCD
• Jet Energy Scale and Resolution Measurements in CMS
• Prospects for sub-EW-scale ALP searches via $\gamma +b\bar{b}$ signatures at the LHC using jet substructure techniques
• MACK: Mismodeling Addressed with Contrastive Knowledge
• Jet structure modifications in heavy-ion collisions with JEWEL
• Jet substructure measurements with ALICE
• Augmenting Collider Searches and Enhancing Discovery Potentials through Stochastic Jet Grooming
• First measurement of $b$-jet mass with and without grooming
• Deep Learning for the Classification of Quenched Jets
• Identifying a new particle with jet substructures
• Searching for New Physics in Hadronic Final States with Run 2 Proton-Proton Collision Data at the LHC
• Tools for Unbinned Unfolding
• Search for heavy resonances decaying to Z($\nu \bar{\nu }$)V(qq') in proton-proton collisions at $\sqrt{s}=$ 13 TeV
• Search for W' bosons decaying to a top and a bottom quark in leptonic final states in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• 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 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
• 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
• Systematically Constructing the Likelihood for Boosted $H\to gg$ Decays
• D${}^0$-meson-tagged jet axes difference in proton-proton collisions at $\sqrt{\text{s}}=5.02$ TeV
• Probing $\Delta L=2$ lepton number violating SMEFT operators at the same-sign muon collider
• Jet Reconstruction with Mamba Networks in Collider Events
• A method for correcting the substructure of multiprong jets using the Lund jet plane
• Search for resonances decaying to an anomalous jet and a Higgs boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• 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
• OmniLearned: A Foundation Model Framework for All Tasks Involving Jet Physics
• Wasserstein normalized autoencoder for anomaly detection
• Search for jet quenching effects on the plain jet mass in Pb+Pb collisions at the LHC with a multiphase transport model
• Jet substructure in neutral current deep inelastic e+p scattering at upcoming Electron-Ion Collider
• Preserving New Physics while Simultaneously Unfolding All Observables
• Effective Field Theories for the LHC
• An approach to constraining the Higgs width at the LHC and HL-LHC
• Searches for diboson resonances at CMS
• Search for dark matter produced in association with a Higgs boson decaying to bottom quarks in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Jet Identification with Zest
• Probing new physics in the Boosted $HH\to b\bar{b}\gamma \gamma$ channel at the LHC
• A FAIR and AI-ready Higgs boson decay dataset
• Grooming at the Cusp: All-Orders Predictions for the Transition Region of Jet Groomers
• Deep learning for jet modification in the presence of the QGP background
• Improving sensitivity of vectorlike top partner searches with jet substructure
• Event generation at MEPS@NLO accuracy in neutral and charged current DIS at the EIC
• New Physics and Two Boosted W-jets plus Missing Energy
• Sensitivity to longitudinal vector boson scattering in semileptonic final states at the HL-LHC
• NNLO soft function for threshold single inclusive jet production
• The effect of recoils on soft-drop-groomed observables in $\gamma$-tagged jets in a multistage approach
• Vector boson tagged jets and jet substructure
• Fast Jet Finding in Julia
• Apples to Apples in Jet Quenching: robustness of Machine Learning classification of quenched jets to Underlying Event contamination
• Tagging ultra-boosted jets at FCC-hh using machine learning techniques
• Energy Flow in Particle Collisions
• Searching for diboson resonances in the boosted all-hadronic final state at $\sqrt{\mathrm{s}}=13$ TeV with CMS
• Jet substructure in $p$+$p$ and $p$+Au collisions at $\sqrt{s_{\text{NN}}}=200$ GeV at STAR
• Jet substructure of light and heavy flavor jets at RHIC
• Vector-Like top quark production via a chromo-magnetic moment at the LHC
• Variational inference for pile-up removal at hadron colliders with diffusion models
• 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
• 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
• Nonperturbative factorization breaking and color entanglement effects in dihadron and direct photon-hadron angular correlations in $p$$+$$p$ and $p$$+$A collisions
• Medium modified leading hadrons, jets and sub-jets in a single formalism
• Heavy ion jet physics studies using precision jet substructure and quark-gluon jet classification
• Resummed jet mass distribution with trimming in Z+jet events at the LHC
• Improving topological cluster reconstruction using calorimeter cell timing in ATLAS
• Pileup density estimate independent on jet multiplicity
• Heavy Particle Jet Identification with Zest
• Jet splitting functions in the vacuum and in a QCD medium
• Hadronization effects on transverse momentum dependent jet fragmentation function in small systems
• Tagging the Higgs boson decay to bottom quarks with colour-sensitive observables and the Lund jet plane
• On the frequency distribution of neutral particles from low-energy strong interactions
• Studying the QGP with Jets at the LHC and RHIC
• Combination of searches for heavy vector boson resonances in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Search for pair production of heavy resonances in final states with a photon and large-radius jets in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Search for a boosted Higgs boson decaying to bottom quark pairs in association with a W or Z boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Measurement of the jet mass in hadronic decays of boosted W bosons at 13 TeV and extraction of the W boson mass
• Search for Higgs boson production at high transverse momentum in the WW decay channel in proton-proton collisions at $\sqrt{s}$ = 13 TeV
• Monte Carlo Event Generators for Future Lepton Colliders