PhD Candidate in Mathematics at the University of Bonn
Researcher at the Bonn Center for Mathematics and Life Sciences (BCMLS) and the Life & Medical Sciences Institute (LIMES)

I work at the interface of machine learning, probability, and biological modeling.
My current projects focus on:

• Simulation-based inference for mechanistic simulations
• Scalable Bayesian inference for large hierarchical dynamical systems
• Diffusion models and amortized inference for interpretable scientific modeling

• Diffusion Models In Simulation-Based Inference: A Tutorial Review
  (preprint) https://bayesflow-org.github.io/diffusion-experiments/

• Simulation-Based Inference of Cell Migration Dynamics in Complex Spatial Environments
  (npj Systems Biology and Applications, 2026) doi:10.1038/s41540-026-00648-9

• Compositional Amortized Inference for Large-Scale Hierarchical Bayesian Models
  (ICLR 2026) doi:10.48550/arXiv.2505.14429

• An Amortized Approach to Nonlinear Mixed-Effects Modeling Based on Neural Posterior Estimation
  (ICML 2024) https://proceedings.mlr.press/v235/arruda24a.html