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researcher

J. Pearkes

8 papers hereh-index 272.6k citations256 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author7

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • hep-ex3
  • physics.ins-det3
  • hep-ph1
  • nucl-ex1
same name
  • J. Pearkes — 277 papers
  • J. Pearkes — 10 papers
  • J. Pearkes — 6 papers
  • J. Pearkes — 5 papers
  • J. Pearkes — 3 papers
  • J. Pearkes — 3 papers

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20152026
most citedThe Machine Learning Landscape of Top Taggers

240 citations · 327 across the 8 of their papers we have counts for

collaborators
Showing hep-exShow all

3 papers · 1 filter

hep-ex2026

On-Detector Machine Learning for Beam-Induced Background Rejection at a 10 TeV Muon Collider

Daniel Abadjiev, Eliza Howard, Tsz Ngong You +35

A 10 TeV Muon Collider is a compelling candidate for a future energy-frontier facility, offering unprecedented opportunities to explore the fundamental laws of particle physics. Mu…

hep-ex2017★ 31 cited

Long Short-Term Memory (LSTM) networks with jet constituents for boosted top tagging at the LHC

Shannon Egan, Wojciech Fedorko, Alison Lister +2

Multivariate techniques based on engineered features have found wide adoption in the identification of jets resulting from hadronic top decays at the Large Hadron Collider (LHC). R…

hep-ex2017★ 35 cited

Jet Constituents for Deep Neural Network Based Top Quark Tagging

Jannicke Pearkes, Wojciech Fedorko, Alison Lister +1

Recent literature on deep neural networks for tagging of highly energetic jets resulting from top quark decays has focused on image based techniques or multivariate approaches usin…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.