This is the GitHub area for the RODEM Particle Physics group at the University of Geneva.
RODEM: Robust Deep Density Models for High-Energy Physics and Solar Physics
A Sinergia research project funded by the Swiss National Science Foundation SNSF 2021-2024
Prof. Tobias Golling and his research group at the DPNC, University of Geneva
Members of the ATLAS collaboration and ML in HEP community
Cover a broad spectrum of modern machine learning models, with focus on deep learning and in particular generative modelling.
Developing new ML approaches for application to particle physics problems, and using particle physics to feed back into development of modern ML techniques.
- Cluster Scanning
- Masked particle modelling
- Drapes
- TURBO
- EPiC-ly fast
- Flows for flows
- Interplay of ML based resonant anomalies
- PC-Droid
- OT Decorrelation
- 𝜈2-Flows
- CURTAINs Flows for Flows
- Flow away your differences
- Topographs
- PC-JeDi
- FETA
- Dequantisation
- Flows for Flows
- 𝜈-Flows
- Flowification
- CURTAINs
- SUPA
- Funnels
- Turbo-Sim
- Mass-ive issue
Prof Tobias Golling - PI
Postdocs
- Dr Johnny Raine @jraine, 2018--present
- Dr Kinga Wozniak @kingusiu, 2023--present
- Dr Knut Zoch @knutzk 2021--2023
- Dr Manuel Guth @manuguth 2021--2023
- Dr Sebastian Pina-Otey @spinaotey 2021-2022
PhD students
- Debajyoti Sengupta @DebajyotiS, 2020--present
- Guillaume Quétant @quetant, 2020--present
- Mariia Drozdova, 2021--present
- Samuel Klein @sambklein, 2021--present
- Matthew Leigh @mattcleigh, 2021--present
- Balint Mate @balintmate, 2021--present
- Daniele Paliotta @itsdaniele, 2021--present
- Atul Sinha @atulkumarin, 2021--present
- Malte Algren @malteal, 2022--present
- Tomke Schröer, 2022--present
- Ivan Oleksiyuk @IvanOleksiyuk, 2022--present
- Jona Ackerschott @jackerschott, 2023--present
- Stephen Mulligan @stephen-mul, 2024--present
- Lukas Ehrke @lfehrke, 2019--2023
