Research

Enhancing generative pre-training for particle physics GitHub

Studies on combining different pre-training tasks for foundation models in jet physics.

  • PyTorch implementation of masked modeling, generative models and combinations of the two.
A cross-task ML model for particle physics GitHub

Repository for the OmniJet-$\alpha$ paper.

  • PyTorch implementation of generative models, VQ-VAEs and classifiers.
  • Studies on tokenization for particle jets.
Evaluation package for ATLAS flavor tagging GitHub

A Python toolkit for evaluating jet flavour tagging algorithms for the ATLAS experiment at CERN.

  • Provides consistent algorithm evaluation throughout the ATLAS flavor tagging group.
  • Core developer in the early stages of the project.
  • Setup of sophisticated CI/CD pipeline.
Generative modeling with Flow Matching GitHub

Flow matching for jet generation including particle-ID and trajectory displacement information.

  • PyTorch implementation of flow-matching based generative models for particle jets.

Personal

Lunchbot GitHub

Bot that extracts the lunch menu from a canteen website and posts a message in a dedicated Mattermost channel.

  • Connects different components and APIs (Cloud Storage, OpenAI-API, Mattermost, …)
Docker template GitHub

A template repository for getting started with containerized environments.

Light pulse animation GitHub

Python package to visualize the construction and the propagation of light pulses.

  • Constructs light pulse from spectral components (approximating the Fourier transform).
  • Simulates different effects that appear when light travels through an optical medium.