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Organizations

@FLC-QU-hep @uhh-pd-ml

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LorenzoValente3/README.md

Lorenzo Valente, particle showers crossing a calorimeter

I work on making one generative shower model reusable across calorimeter geometries. Pre-trained on several detectors, it adapts to a new one with two orders of magnitude fewer Geant4 showers than a model trained from scratch.

Website · ORCID · Hugging Face · LinkedIn

Selected papers and code

Full list on INSPIRE.

Data and simulation

  • multi-calorimeter-dataset: Geant4/DD4hep production of the SimpleBox and LEMURS point cloud shower datasets, from simulation to training-ready HDF5, data on Hugging Face.
  • ddFastSim: DD4hep fast simulation framework, I develop the mesh sensitive detector extensions used for these datasets (PR #2).

Pinned Loading

  1. FLC-QU-hep/multi-calorimeter-dataset FLC-QU-hep/multi-calorimeter-dataset Public

    Production code for the SimpleBox and LEMURS point cloud calorimeter shower datasets: Geant4/DD4hep simulation to training-ready HDF5

    Python

  2. FLC-QU-hep/CaloTransfer FLC-QU-hep/CaloTransfer Public

    Official implementation of 'Cross-Geometry Transfer Learning in Fast Electromagnetic Shower Simulation'

    Python 1

  3. ddFastSim ddFastSim Public

    Forked from fast-sim/ddFastSim

    Python

  4. FLC-QU-hep/CaloClouds-3 FLC-QU-hep/CaloClouds-3 Public

    CaloClouds3 repository, containing the code used for https://www.arxiv.org/pdf/2511.01460

    HTML 4

  5. JointVAE4AD JointVAE4AD Public archive

    Disentangle joint continous and discrete representations for Anomaly Detection in High Energy Physics.

    Jupyter Notebook 4

  6. Autoencoder-for-FPGA Autoencoder-for-FPGA Public

    Autoencoder model for FPGA implementation using hls4ml. Repository for Applied Electronics Project.

    Jupyter Notebook 7 2