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@rodem-hep

RODEM HEP

Machine Learning in High Energy Physics at the University of Geneva
README.md

RODEM HEP GitHub

This is the GitHub area for the RODEM Particle Physics group at the University of Geneva.

What is RODEM?

RODEM: Robust Deep Density Models for High-Energy Physics and Solar Physics

A Sinergia research project funded by the Swiss National Science Foundation SNSF 2021-2024

Who are RODEM HEP?

Prof. Tobias Golling and his research group at the DPNC, University of Geneva

Members of the ATLAS collaboration and ML in HEP community

Areas of interest

Cover a broad spectrum of modern machine learning models, with focus on deep learning and in particular generative modelling.

Developing new ML approaches for application to physics problems, and using particle physics to feed back into development of modern ML techniques.

Datasets

  • RODEM Jet datasets arXiv data

Publications (with code)

2024

  • Variational inference for pile-up removal at hadron colliders with diffusion models arXiv GitHub
  • White-box adversarial generalization arXiv
  • Masked Particle Modelling v2 arXivGitHub
  • RAD-OT arXiv
  • PIPPIN journal arXiv GitHub data
  • SkyCURTAINs arXiv
  • Cluster Scanning journalarXivGitHub
  • Masked particle modelling journalarXivGitHub

2023

  • Drapes journal arXiv
  • TURBO journal arXiv
  • EPiC-ly fast arXiv
  • Flows for flows journal arXiv GitHub
  • Interplay of ML based resonant anomalies arXiv
  • PC-Droid journal arXiv GitHub
  • OT Decorrelation arXiv GitHub
  • 𝜈2-Flows journal arXiv GitHub data
  • CURTAINs Flows for Flows journal arXiv
  • Flow away your differences arXiv
  • Topographs journal arXiv GitHub data
  • PC-JeDi journal arXiv GitHub

2022

  • FETA journal arXiv GitHub
  • Dequantisation arXiv GitHub
  • Flows for Flows arXiv GitHub
  • 𝜈-Flows journal arXiv GitHub data
  • Flowification arXiv GitHub
  • CURTAINs journal arXiv
  • SUPA arXiv GitHub

2021

  • Funnels arXiv GitHub
  • Turbo-Sim arXiv

2020

  • Mass-ive issue arXiv

Current and former collaborators

Prof Tobias Golling - PI

Postdocs

  • Dr Kinga Wozniak @kingusiu, 2023--present
  • Dr Alexander Froch 2024--present
  • Dr Yusong Tian 2024--present
  • Christian Johann Scheulen 2024--present
  • Dr Johnny Raine @jraine, 2018--2024
  • Dr Knut Zoch @knutzk 2021--2023
  • Dr Manuel Guth @manuguth 2021--2023
  • Dr Sebastian Pina-Otey @spinaotey 2021-2022

PhD students

Popular repositories Loading

  1. PC-JeDi PC-JeDi Public

    Public repository for the PC-JeDi project

    Python 4 7

  2. nu2flows nu2flows Public

    Python 4 6

  3. Topographs Topographs Public

    Repository for the Topographs project

    Python 1 1

  4. pcdroid pcdroid Public

    Faster diffusion and improved quality for particle cloud generation

    Python 1 2

  5. mpm mpm Public

    Pretraining models on high energy physics data using the masked prediction paradigm.

    Python 1 2

  6. pippin pippin Public

    Particles Into Particles with Permutation Invariant Network

    Python 1

Repositories

Showing 10 of 14 repositories
  • .github Public

    Profle for RODEM HEP GitHub

    rodem-hep/.github’s past year of commit activity
    0 1 0 1 Updated Dec 16, 2024
  • VIPR Public
    rodem-hep/VIPR’s past year of commit activity
    Python 0 0 0 0 Updated Nov 5, 2024
  • nu2flows Public
    rodem-hep/nu2flows’s past year of commit activity
    Python 4 MIT 6 0 0 Updated Aug 27, 2024
  • pippin Public

    Particles Into Particles with Permutation Invariant Network

    rodem-hep/pippin’s past year of commit activity
    Python 1 MIT 0 0 0 Updated Aug 21, 2024
  • mpm Public

    Pretraining models on high energy physics data using the masked prediction paradigm.

    rodem-hep/mpm’s past year of commit activity
    Python 1 MIT 2 0 0 Updated Apr 11, 2024
  • pcdroid Public

    Faster diffusion and improved quality for particle cloud generation

    rodem-hep/pcdroid’s past year of commit activity
    Python 1 2 0 0 Updated Mar 6, 2024
  • PC-JeDi Public

    Public repository for the PC-JeDi project

    rodem-hep/PC-JeDi’s past year of commit activity
    Python 4 MIT 7 0 0 Updated Nov 22, 2023
  • flows4flows Public Forked from jraine/flows4flows

    Code repository for Flows for Flows - training normalizing flows between arbitrary distributions

    rodem-hep/flows4flows’s past year of commit activity
    Python 0 MIT 6 0 0 Updated Nov 9, 2023
  • Topographs Public

    Repository for the Topographs project

    rodem-hep/Topographs’s past year of commit activity
    Python 1 MIT 1 0 0 Updated Jul 19, 2023
  • ot-decorrelation Public
    rodem-hep/ot-decorrelation’s past year of commit activity
    Python 0 MIT 2 0 0 Updated Jul 6, 2023
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