Karlsruhe School of Elementary Particle and Astroparticle Physics: Science and Technology (KSETA)

Lea Reuter

Information

Institute: ETP
Building: 30.32
Room: 9-22
Phone: +49 721 608 43418
Email: Lea.Reuter#kit.edu
Supervisor: Prof. Dr. Torben Ferber
Supervisor: Prof. Dr. Markus Klute

PhD Topics

  • Track Reconstruction with Graph Neural Networks
  • Tracking software development for the Central Drift Chamber of the Belle II-Experiment


Publications

Title Journal Authors Year
End-to-End Multi-Track Reconstruction using Graph Neural Networks at Belle II Preprint: arXiv Lea Reuter, Giacomo De Pietro, Slavomira Stefkova, Torben Ferber, Valerio Bertacchi, Giulia Casarosa, Luigi Corona, Patrick Ecker, Alexander Glazov, Yubo Han et al. 2024
Real-time Graph Building on FPGAs for Machine Learning Trigger Applications in Particle Physics Computing and Software for Big Science 8 Marc Neu, Juergen Becker, Philipp Dorwarth, Torben Ferber, Lea Reuter, Slavomira Stefkova, Kai Unger 2023
Learning tree structures from leaves for particle decay reconstruction Machine Learning: Science and Technology 3 James Kahn, Ilias Tsaklidis, Oskar Taubert, Lea Reuter, Giulio Dujany, Tobias Boeckh; Arthur Thaller, Pablo Goldenzweig, Florian Bernlochner, Achim Streit et al. 2022

Master's Thesis

Full Event Interpretation using Graph Neural Networks

Date: February 17th, 2022
Referee: Prof. Dr. Torben Ferber
Second Referee: Prof Dr. Günter Quast
Supervisor: Dr. James Kahn


Conference Talks and Poster

L. Reuter
Seminar on End-to-End Multi-Track Reconstruction using Graph Neural Networks
Pheno-Seminar ITP Heidelberg
L. Reuter, G. De Pietro, T. Ferber, S. Stefkova
End-to-End Multi-Track Reconstruction using Graph Neural Networks in the CDC
49th B2GM at KEK
L. Reuter, G. De Pietro, T. Ferber, S. Stefkova
Graph Neural Networks based Tracking
German Belle II Meeting 2024
L. Reuter, G. De Pietro, T. Ferber, S. Stefkova
End-to-End Track Reconstruction using Graph Neural Networks at Belle II
HelmholtzAI Conference 2024
L. Reuter, G. De Pietro, T. Ferber, S. Stefkova
Graph Neural Network based Tracking at Belle II
DPG Spring Meeting 2024
L. Reuter, G. De Pietro, T. Ferber, S. Stefkova
Graph Neural Network based Track Finding
Belle II F2F Tracking Meeting Torino 2024
L. Reuter, T. Ferber, S. Stefkova
Graph Neural Network based Track Finding in the CDC
German Belle II Meeting 2023
L. Reuter, T. Ferber, S. Stefkova
CDCTRG GNN based Track Finding in the CDC
Belle II General Meeting 2023
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
Graph Neural Network based Track Finding in the Central Drift Chamber at Belle II
CHEP 26th International Conference on Computing in High Energy & Nuclear Physics 2023
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
Graph Neural Network based Track Finding in the Central Drift Chamber at Belle II
DPG Spring Meeting 2023
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
GNN Tracking
Belle II F2F Tracking Meeting Hamburg 2023
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
GNN-based Track and Vertex Finding at Belle II
DPT 2022
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
CDCTRG GNN Based Tracking
Belle II General Meeting 2022
J. Cerasoli, G. Dujany, J. Kahn, I. Tsaklidis, O. Taubert, L. Reuter, T. Boeckh; A. Thaller, P. Goldenzweig, T. Ferber
A graph neural network for B decays reconstruction at Belle II (Poster)
ACAT 2022
L. Reuter, P. Dorwarth, T. Ferber, S. Stefkova
GNN-based Track- and Vertex-Finding
German Belle II Meeting 2022
L. Reuter, J. Kahn, I. Tsaklidis, O. Taubert, G. Dujany, T. Boeckh; A. Thaller, P. Goldenzweig, T. Ferber
Particle Decay Tree Reconstruction with Graph Neural Networks (Poster)
ACAT 2021
L. Reuter, I. Tsaklidis, J.Kahn, P. Goldenzweig
graFEI: Full Event Interpretation using Graph Neural Networks at Belle II
DPG Spring Meeting 2021

Awards and Prizes

Title Awarder Year
1st Place for Best Poster CHEP 2023

Outreach Experience

Designed the Lego Belle II mini detector

L. Reuter, G. De Pietro, M. Bauer
2023
Effekte: Code of the Universe

Worked on Posters, Virtual Reality Supervising, Belle II Masterclass
2022
Developed Belle II Masterclass

J. Eppelt, I. Haide, F. Gostner, A. Heidelbach, L. Reuter
2022
Part of the KIT Belle II VR Team

L. Reuter, I. Haide, G. De Pietro, M. Bauer, G. Heine, A. Heidelbach

Conferences, Workshops & Summer Schools

Name Place Date
2024 Belle II Physics Week Tsukuba, Japan October 2024
49th Belle II General Meeting Tsukuba, Japan October 2024
German Belle II Meeting Hamburg, Germany September 2024
HelmholtzAI Conference 2024 Düsseldorf, Germany June 2024
DPG Spring Meeting 2024 Karlsruhe, Germany March 2024
Belle II F2F Tracking Meeting Torino, Italy January 2024
46th Belle II General Meeting Tsukuba, Japan October 2023
German Belle II Meeting Karlsruhe, Germany September 2023
CERN School of Computing Tartu, Estonia August 2023
26th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2023) Norfolk, VA, USA May 2023
DPG Spring Meeting 2023 Dresden, Germany March 2023
Belle II F2F Tracking Meeting Hamburg, Germany January 2023
Heidelberg Machine Learning Workshop Heidelberg, Germany December 2022
German Conference of Women in Physics 2022 Karlsruhe, Germany March 2022
German Belle II Meeting Munich, Germany October 2022

Teaching Experience

WS 2024: Tutor, Particle Physics I
WS 2023: Tutor, Advanced Physics Lab Courses
WS 2022: Tutor, Advanced Physics Lab Courses
SS 2022: Tutor, Modern Experimental Physics III, Particles and Hadrons
SS 2021: Tutor, Modern Experimental Physics III, Particles and Hadrons

Work Reports (internal)

KSETA Work Report 2022
KSETA Work Report 2023
KSETA Work Report 2024