Energy flow networks: deep sets for particle jets

• Machine learning is good for physics—and vice versa

  2026 The European Physical Journal C article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  0

  citations
• Search for exotic Higgs boson decays H → 𝒜𝒜 with 𝒜 → γγ in events with a semi-merged topology in proton-proton collisions at $$ \sqrt{s}=13 $$ TeV

  2026 Journal of High Energy Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  0

  citations
• CaloPointFlow - Generating Calorimeter Showers as Point Clouds

  2026 Journal of Physics Conference Series conference-paper Physics and Astronomy Particle Detector Development and Performance Open access

  0

  citations
• Fundamental limit of jet tagging

  2025 Physical review. D/Physical review. D. article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  2

  citations
• Fundamental limit of jet tagging

  2025 Physical review. D/Physical review. D. article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  4

  citations
• Measurement of event shapes in minimum-bias events from proton-proton collisions at s = 13 TeV

  2025 Physical review. D/Physical review. D. article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  1

  citations
• Reweighting simulated events using machine-learning techniques in the CMS experiment

  2025 The European Physical Journal C article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  6

  citations
• Search for long-lived heavy neutral leptons in proton-proton collision events with a lepton-jet pair associated with a secondary vertex at $$ \sqrt{s} $$ = 13 TeV

  2025 Journal of High Energy Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  8

  citations
• Searches for Pair-Produced Multijet Resonances Using Data Scouting in Proton-Proton Collisions at s=13 TeV

  2024 Physical Review Letters article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  8

  citations
• Tree-based algorithms for weakly supervised anomaly detection

  2024 Physical review. D/Physical review. D. article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  28

  citations
• Reconstruction of decays to merged photons using end-to-end deep learning with domain continuation in the CMS detector

  2023 Physical review. D/Physical review. D. article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  7

  citations
• Shared Data and Algorithms for Deep Learning in Fundamental Physics

  2022 Computing and Software for Big Science article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  25

  citations
• The Dark Machines Anomaly Score Challenge: Benchmark Data and Model Independent Event Classification for the Large Hadron Collider

  2022 SciPost Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  115

  citations
• Casting a graph net to catch dark showers

  2021 SciPost Physics article Physics and Astronomy Particle physics theoretical and experimental studies Open access

  55

  citations

14 results