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20162025
most citedPileup Mitigation with Machine Learning (PUMML)

118 citations · 175 across the 8 of their papers we have counts for

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17 papers · 1 filter

hep-ph2023★ 8 cited

Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming

Samuel Alipour-Fard, Patrick T. Komiske, Eric M. Metodiev +1

Jet grooming is an important strategy for analyzing relativistic particle collisions in the presence of contaminating radiation. Most jet grooming techniques introduce hard cutoffs…

hep-ph2022★ 28 cited

Disentangling Quarks and Gluons with CMS Open Data

Patrick T. Komiske, Serhii Kryhin, Jesse Thaler

We study quark and gluon jets separately using public collider data from the CMS experiment. Our analysis is based on 2.3/fb of proton-proton collisions at 7 TeV, collected at the…

hep-ph2022

Analyzing N-point Energy Correlators Inside Jets with CMS Open Data

Patrick T. Komiske, Ian Moult, Jesse Thaler +1

Jets of hadrons produced at high-energy colliders provide experimental access to the dynamics of asymptotically free quarks and gluons and their confinement into hadrons. In this p…

hep-ph2021★ 1 cited

Preserving New Physics while Simultaneously Unfolding All Observables

Patrick Komiske, W. Patrick McCormack, Benjamin Nachman

Direct searches for new particles at colliders have traditionally been factorized into model proposals by theorists and model testing by experimentalists. With the recent advent of…

hep-ph2021

The LHC Olympics 2020: A Community Challenge for Anomaly Detection in High Energy Physics

Gregor Kasieczka, Benjamin Nachman, David Shih +44

A new paradigm for data-driven, model-agnostic new physics searches at colliders is emerging, and aims to leverage recent breakthroughs in anomaly detection and machine learning. I…

hep-ph2020

The Hidden Geometry of Particle Collisions

Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler

We establish that many fundamental concepts and techniques in quantum field theory and collider physics can be naturally understood and unified through a simple new geometric langu…