Unit Jena

The ELLIS Unit Jena advances fundamental machine learning research by addressing real-world challenges in Earth and environmental sciences. It focuses on integrating domain knowledge into AI models to improve interpretability, reliability, and causal understanding. The unit fosters methodological innovation and interdisciplinary collaboration to enhance the understanding and protection of the Earth system.

Machine Learning for Earth and Environmental Sciences
Causal Inference and Hybrid Modeling
Uncertainty Quantification and Interpretability
Spatio-Temporal Modeling of Earth System Dynamics
Integration of Domain Knowledge into AI Models
AI for Sustainability and Climate Action