Niels is conducting research using generative models to address questions in the natural sciences, specifically focusing on enhancing methods for solving simulation-based inference in neuroimaging applications. The research directions include: 

• real-time inference and uncertainty quantification,
• robust inference from complex, high-fidelity data in low-data regimes and
• inference for heterogeneous multilevel data.

He is co-supervised by Dr. Xavier Intes and Dr. Stefan Radev.