COLLABORATOR – Friedrich-Schiller University (FSU): USMILE third-party in-kind contributor, WP3
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Joachim_Denzler_USMILE.jpg)
Prof. Dr. Joachim Denzler
- Development of ML techniques for anomaly and causality detection in WP3.
- Personal webpage
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Maha_Shadaydeh_USMILE.jpeg)
Dr. Maha Shadaydeh
- Development of ML techniques for anomaly and causality detection in WP3.
- Personal webpage
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Violeta_Teodora_Trifunov_USMILE.jpg)
Violeta Teodora Trifunov
- Development of ML techniques for anomaly and causality detection in WP3.
- Personal webpage
COLLABORATOR – MPI for Meteorology (MPI-M): USMILE third-party in-kind contributor, WP2
![Marco Giorgetta](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/03/Marco_Giorgetta_USMILE.jpg)
Dr. Marco Giorgetta
- Machine learning based parametrizations and coupling for ICON.
- Personal webpage
COLLABORATOR – German Aerospace Center’s Institute of Data Science (DLR-DW) & Technische Universität (TU) Berlin: USMILE WP3 & WP4
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Jakob_Runge_USMILE.jpg)
Prof. Dr. Jakob Runge*
- Affiliation: TU Berlin, DLR-DW
- Causal model evaluation and Causal framework for emergent constraints.
- Personal webpage
![Dr. Andreas Gerhardus](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/11/Andreas_Gerhardus_USMILE.jpg)
Dr. Andreas Gerhardus*
- Affiliation: DLR-DW
- Causal inference for dynamical systems.
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Xavier_Tibau_USMILE.jpg)
Xavier-Andoni Tibau Alberdi*
- Affiliation: DLR-DW
- Causal model evaluation and Causal framework for emergent constraints.
![Jonas Wahl](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2022/05/Jonas_Wahl_USMILE-e1652097178354.jpg)
Dr. Jonas Wahl*
- Affiliation: TU Berlin
- Causal inference in complex systems.
COLLABORATOR – University of Lausanne (UNIL): USMILE WP2
![](https://www.usmile-erc.eu/wp-content/uploads/sites/9/2021/09/Tom_Beucler_USMILE.jpeg)
Dr. Tom Beucler*
- ML-based climate model parametrizations: atmosphere.
- Personal webpage
* indicates partial affiliation to USMILE.