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Patrick T. Komiske

hep-phhep-exstat.MLphysics.data-anhep-thanomaly detectionbeyond the standard modelcs.LGmachine learningMachine Learning

On Valency

published · living versions
W_vubvt2b9·v1 · currentpublished
Exploring the Space of Jets with CMS Open Data
with Radha Mastandrea, Eric M. Metodiev, Preksha Naik, Jesse Thaler
1 version

Preprints & journals

21 papers in the corpus · 2016–2025
Unbinned measurement of thrust in e+e−e^+e^- collisions at s\sqrt{s} = 91.2 GeV with ALEPH archived data2510.22038v1 · The Electron-Positron Alliance: Anthony Badea, Austin Baty, Hannah Bossi et al.2025 · 0 citationsarXiv
Pileup and Infrared Radiation Annihilation (PIRANHA): A Paradigm for Continuous Jet Grooming2305.00989v3 · Samuel Alipour-Fard, Patrick T. Komiske, Eric M. Metodiev et al.2023 · 9 citationsJ. High Energ. Phys. 2023, 157 (2023)
Analyzing N-Point Energy Correlators inside Jets with CMS Open Data.36800452 · Komiske, Patrick T, Moult, Ian, Thaler, Jesse et al.2023 · 110 citationsPhysical review letters. 2023;130(5):051901
Degeneracy Engineering for Classical and Quantum Annealing: A Case Study of Sparse Linear Regression in Collider Physics2205.10375v2 · Eric R. Anschuetz, Lena Funcke, Patrick T. Komiske et al.2022 · 4 citationsPhys. Rev. D 106, 056008 (2022)
Disentangling Quarks and Gluons with CMS Open Data2205.04459v2 · Patrick T. Komiske, Serhii Kryhin, Jesse Thaler2022 · 27 citationsarXiv
The LHC Olympics 2020 a community challenge for anomaly detection in high energy physics.34736231 · Kasieczka, Gregor, Nachman, Benjamin, Shih, David et al.2021 · 186 citationsReports on progress in physics. Physical Society (Great Britain). 2021;84(12)
Preserving New Physics while Simultaneously Unfolding All Observables2105.09923v2 · Patrick Komiske, W. Patrick McCormack, Benjamin Nachman2021 · 11 citationsarXiv
Scaffolding Simulations with Deep Learning for High-dimensional Deconvolution2105.04448v1 · Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev et al.2021 · 19 citationsICLR simDL workshop 2021 (https://simdl.github.io/files/12.pdf)
OmniFold: A Method to Simultaneously Unfold All Observables.32441957 · Andreassen, Anders, Komiske, Patrick T, Metodiev, Eric M et al.2020 · 164 citationsPhysical review letters. 2020;124(18):182001
The Hidden Geometry of Particle Collisions2004.04159v3 · Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler2020 · 51 citationsarXiv
Cutting Multiparticle Correlators Down to Size1911.04491v2 · Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler2019 · 19 citationsPhys. Rev. D 101, 036019 (2020)
Exploring the Space of Jets with CMS Open Data1908.08542v2 · Patrick T. Komiske, Radha Mastandrea, Eric M. Metodiev et al.2019 · 65 citationsPhys. Rev. D 101, 034009 (2020)on Valency
Metric Space of Collider Events.31491282 · Komiske, Patrick T, Metodiev, Eric M, Thaler, Jesse2019 · 123 citationsPhysical review letters. 2019;123(4):041801
The Machine Learning Landscape of Top Taggers1902.09914v3 · G. Kasieczka (ed), T. Plehn (ed), A. Butter et al.2019 · 265 citationsSciPost Phys. 7, 014 (2019)
Energy Flow Networks: Deep Sets for Particle Jets1810.05165v2 · Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler2018 · 253 citationsJHEP 01 (2019) 121
An operational definition of quark and gluon jets1809.01140v2 · Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler2018 · 57 citationsJHEP 11 (2018) 059
Learning to Classify from Impure Samples with High-Dimensional Data1801.10158v2 · Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman et al.2018 · 108 citationsPhys. Rev. D 98, 011502 (2018)
Energy flow polynomials: A complete linear basis for jet substructure1712.07124v2 · Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler2017 · 139 citationsJHEP 04 (2018) 013
Pileup Mitigation with Machine Learning (PUMML)1707.08600v3 · Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman et al.2017 · 120 citationsJHEP 12 (2017) 051
Deep learning in color: towards automated quark/gluon jet discrimination1612.01551v3 · Patrick T. Komiske, Eric M. Metodiev, Matthew D. Schwartz2016 · 292 citationsJHEP 01 (2017) 110
Career total: 50 works. 21 are in this corpus.

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