SoftKiller, a particle-level pileup removal method
arXiv:1407.0408 · doi:10.1140/epjc/s10052-015-3267-2
Abstract
Existing widely-used pileup removal approaches correct the momenta of individual jets. In this article we introduce an event-level, particle-based pileup correction procedure, SoftKiller. It removes the softest particles in an event, up to a transverse momentum threshold that is determined dynamically on an event-by-event basis. In simulations, this simple procedure appears to be reasonably robust and brings superior jet resolution performance compared to existing jet-based approaches. It is also nearly two orders of magnitude faster than methods based on jet areas.
26 pages, 16 figures (2 appendices with further checks added)
References in corpus (16)
- PYTHIA 6.4 Physics and Manual
- Jet substructure as a new Higgs search channel at the LHC
- Tuning PYTHIA 8.1: the Monash 2013 Tune
- Pileup subtraction using jet areas
- The Catchment Area of Jets
- Energy Correlation Functions for Jet Substructure
- Pileup Per Particle Identification
- Jet energy measurement and its systematic uncertainty in proton-proton collisions at TeV with the ATLAS detector
- Techniques for improved heavy particle searches with jet substructure
- Pileup subtraction for jet shapes
- Particle-level pileup subtraction for jets and jet shapes
- Finding physics signals with event deconstruction
- Jet Cleansing: Pileup Removal at High Luminosity
- Quantifying the performance of jet definitions for kinematic reconstruction at the LHC
- Isolating Prompt Photons with Narrow Cones
- Fluctuations and asymmetric jet events in PbPb collisions at the LHC
Cited by in corpus (72)
- Jet Substructure at the Large Hadron Collider: Experimental Review
- Searching for long-lived particles beyond the Standard Model at the Large Hadron Collider
- 50 Years of Quantum Chromodynamics
- Deep-learned Top Tagging with a Lorentz Layer
- New Angles on Energy Correlation Functions
- ATLAS Run 1 searches for direct pair production of third-generation squarks at the Large Hadron Collider
- QCD or What?
- Factorization for groomed jet substructure beyond the next-to-leading logarithm
- The Lund Jet Plane
- The Metric Space of Collider Events
- Pileup Mitigation with Machine Learning (PUMML)
- ABCNet: An attention-based method for particle tagging
- Higgs pair production in vector-boson fusion at the LHC and beyond
- Identification of boosted, hadronically decaying W bosons and comparisons with ATLAS data taken at TeV
- Boosting Higgs pair production in the final state with multivariate techniques
- The jet mass distribution after Soft Drop
- Exploring the Space of Jets with CMS Open Data
- Jet Substructure Studies with CMS Open Data
- Jet reconstruction at high-energy lepton colliders
- Recursive Soft Drop
- Quark-Gluon Tagging: Machine Learning vs Detector
- Deep-Learning Jets with Uncertainties and More
- Lund jet images from generative and cycle-consistent adversarial networks
- Optimisation of large-radius jet reconstruction for the ATLAS detector in 13 TeV proton-proton collisions
- The Hidden Geometry of Particle Collisions
- Dichroic subjettiness ratios to distinguish colour flows in boosted boson tagging
- Measurement of jet shapes in top pair events at sqrt(s) = 7 TeV using the ATLAS detector
- Pileup and Underlying Event Mitigation with Iterative Constituent Subtraction
- The ATLAS Trigger System for LHC Run 3 and Trigger performance in 2022
- Pileup mitigation at the LHC: a theorist's view
- QCD and Jets at Hadron Colliders
- Neutralinos in Vector Boson Fusion at High Energy Colliders
- Higgs self-coupling measurements using deep learning in the final state
- Particle Generative Adversarial Networks for full-event simulation at the LHC and their application to pileup description
- Identifying boosted new physics with non-isolated leptons
- Which Metric on the Space of Collider Events?
- Pile-Up Mitigation using Attention
- CapsNets Continuing the Convolutional Quest
- Nanosecond anomaly detection with decision trees and real-time application to exotic Higgs decays
- The importance of calorimetry for highly-boosted jet substructure
- Solving Key Challenges in Collider Physics with Foundation Models
- More light on Higgs flavor at the LHC: Higgs couplings to light quarks through production
- On the use of charged-track information to subtract neutral pileup
- Measurement of the jet mass in high transverse momentum production at TeV using the ATLAS detector
- Charm-quark Yukawa Coupling in at LHC
- Fuzzy Jets
- Dissecting Multi-Photon Resonances at the Large Hadron Collider
- The soft drop momentum sharing fraction beyond leading-logarithmic accuracy
- Revisiting the role of grooming in DIS
- Jet energy drop
- Highly Boosted Higgs Bosons and Unitarity in Vector-Boson Fusion at Future Hadron Colliders
- Semi-supervised Graph Neural Networks for Pileup Noise Removal
- New physics with boosted single top production at the LHC and future colliders
- Jet Timing
- Jet substructure probe to unfold singlet-doublet dark matter in the presence of non-standard cosmology
- Accuracy versus precision in boosted top tagging with the ATLAS detector
- Uncovering tau leptons-enriched semi-visible jets at the LHC
- Tagging Partially Reconstructed Objects with Jet Substructure
- Telescoping jet substructure
- A Cautionary Tale of Mis-measured Tails from Bias
- Subtracted Cumulants: Mitigating Large Background in Jet Substructure
- The Catchment Area of Groomed Jets at NNLL
- Augmenting Collider Searches and Enhancing Discovery Potentials through Stochastic Jet Grooming
- A background estimator for jet studies in p+p and A+A collisions
- Using pile-up collisions as an abundant source of low-energy hadronic physics processes in ATLAS and an extraction of the jet energy resolution
- OmniLearned: A Foundation Model Framework for All Tasks Involving Jet Physics
- Treating jet correlations in high pile-up at hadron colliders
- Variational inference for pile-up removal at hadron colliders with diffusion models
- Machine Learning Electroweakino Production
- Improving topological cluster reconstruction using calorimeter cell timing in ATLAS
- Pileup density estimate independent on jet multiplicity
- On the frequency distribution of neutral particles from low-energy strong interactions