uhh-pd-ml

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17 repositories

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
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MIT License
•8•13•0•0•Updated Oct 17, 2024Oct 17, 2024
LHCO_EPiC-FM
Public
Flow Matching Generative Models for 'Full Phase Space Resonant Anomaly Detection' (https://arxiv.org/abs/2310.06897)
point-cloud generative-model anomaly-detection diffusion-models continuous-normalizing-flows flow-matching
Jupyter Notebook
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MIT License
•0•2•0•0•Updated Aug 24, 2024Aug 24, 2024
EPiC-FM
Public
EPiC Flow Matching Implementation for Generating Jets as Point Clouds (https://arxiv.org/abs/2310.00049)
lightning deep-learning physics generative-model particle-physics diffusion-model diffusion-models continuous-normalizing-flows generative-ai flow-matching
Python
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MIT License
•0•2•0•3•Updated Aug 24, 2024Aug 24, 2024
treebased_anomaly_detection
Public
0•2•0•0•Updated Aug 12, 2024Aug 12, 2024
treebased_ad
Public
Anomaly Detection using tree-based algorithms
Jupyter Notebook
•0•3•0•0•Updated Aug 12, 2024Aug 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
•4•9•0•0•Updated Jun 11, 2024Jun 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
•0•4•0•0•Updated Dec 6, 2023Dec 6, 2023
anomaly_exercise
Public
Exercise on Anomaly Detection in Particle Physics for the 3rd Terascale School of Machine Learning
Jupyter Notebook
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MIT License
•3•6•0•0•Updated Oct 7, 2023Oct 7, 2023
FastJet-LHCO
Public
Jet Clustering with FastJet on LHC-Olympics Data
Jupyter Notebook
•1•3•0•0•Updated Sep 17, 2023Sep 17, 2023
CNN-exercises
Public
CNN exercises for the ErUM Data Deep Learning school 2023
Jupyter Notebook
•2•1•0•0•Updated Aug 11, 2023Aug 11, 2023
EPiC-GAN
Public
Pytorch implementation of the EPiC-GAN as introduced in http://arxiv.org/abs/2301.08128
Python
•3•6•1•0•Updated Jun 1, 2023Jun 1, 2023
Evaluation_of_metrics_fo_generative_models-thesis_Jan_Schreiber
Public
The repository for my bachelor's thesis - Benchmarking of different metrics for the evaluation of the output of GANs in comparisson to fully simulated Geant4 Data.
Jupyter Notebook
•0•1•0•0•Updated Mar 1, 2023Mar 1, 2023
bsc_thesis_lennart
Public
Random collection of tools for Lennart's bachelor thesis
Python
•0•0•0•0•Updated Jan 26, 2023Jan 26, 2023
Frechet-Distance-Evaluation
Public
Frechet Distance Evaluation of Generative Models for Calorimeter Shower Simulation - Bachelorthesis Nana Werther
Python
•0•0•0•0•Updated Oct 12, 2022Oct 12, 2022
CERN-CSC-2022
Public template
Usefull Data Visualization tutorials
Jupyter Notebook
•12•0•0•0•Updated Sep 1, 2022Sep 1, 2022
bsc_thesis_kristian
Public
Autoencoder and preprocessing tools used in Kristian's bachelor thesis.
Python
•0•0•0•0•Updated Aug 13, 2022Aug 13, 2022
flow-exercise
Public
Exercise on Normalizing Flows, as conducted in the 2nd Terascale School of Machine Learning (2021)
Jupyter Notebook
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MIT License
•9•6•0•0•Updated Sep 11, 2021Sep 11, 2021