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uhh-pd-ml

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  1. sk_cathode sk_cathode Public

    An instructive notebook implementation of anomaly detection algorithms, such as CATHODE, hiding the technical implementation details behind a scikit-learn-like API.

    Python 13 9

  2. omnijet_alpha omnijet_alpha Public

    Code of the paper "OmniJet-α: The first cross-task foundation model for particle physics" (https://arxiv.org/abs/2403.05618).

    Python 11 7

  3. flow-exercise flow-exercise Public

    Exercise on Normalizing Flows, as conducted in the 2nd Terascale School of Machine Learning (2021)

    Jupyter Notebook 6 9

  4. anomaly_exercise anomaly_exercise Public

    Exercise on Anomaly Detection in Particle Physics for the 3rd Terascale School of Machine Learning

    Jupyter Notebook 6 3

  5. EPiC-GAN EPiC-GAN Public

    Pytorch implementation of the EPiC-GAN as introduced in http://arxiv.org/abs/2301.08128

    Python 5 4

  6. treebased_ad treebased_ad Public

    Anomaly Detection using tree-based algorithms

    Jupyter Notebook 4

Repositories

Showing 10 of 18 repositories
  • Python 1 0 0 0 Updated Jan 14, 2025
  • sk_cathode Public

    An instructive notebook implementation of anomaly detection algorithms, such as CATHODE, hiding the technical implementation details behind a scikit-learn-like API.

    Python 13 MIT 9 0 0 Updated Oct 17, 2024
  • LHCO_EPiC-FM Public

    Flow Matching Generative Models for 'Full Phase Space Resonant Anomaly Detection' (https://arxiv.org/abs/2310.06897)

    Jupyter Notebook 2 MIT 0 0 0 Updated Aug 24, 2024
  • EPiC-FM Public

    EPiC Flow Matching Implementation for Generating Jets as Point Clouds (https://arxiv.org/abs/2310.00049)

    Python 2 MIT 0 0 3 Updated Aug 24, 2024
  • 2 0 0 0 Updated Aug 12, 2024
  • treebased_ad Public

    Anomaly Detection using tree-based algorithms

    Jupyter Notebook 4 0 0 0 Updated Aug 12, 2024
  • omnijet_alpha Public

    Code of the paper "OmniJet-α: The first cross-task foundation model for particle physics" (https://arxiv.org/abs/2403.05618).

    Python 11 7 0 0 Updated Jun 11, 2024
  • beyond_kinematics Public

    Code of the paper "Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information" (https://arxiv.org/abs/2312.00123).

    Python 4 0 0 0 Updated Dec 6, 2023
  • anomaly_exercise Public

    Exercise on Anomaly Detection in Particle Physics for the 3rd Terascale School of Machine Learning

    Jupyter Notebook 6 MIT 3 0 0 Updated Oct 7, 2023
  • FastJet-LHCO Public Forked from ewencedr/FastJet-LHCO

    Jet Clustering with FastJet on LHC-Olympics Data

    Jupyter Notebook 3 1 0 0 Updated Sep 17, 2023