© Jonas Arruda
Jonas Arruda
Affiliations
- Life and Medical Sciences Institute (LIMES)
Research topics
- Scientific Machine Learning
- Simulation-Based Inference
- Hierarchical Bayesian Inference
- Neural Posterior Estimation
Jonas Arruda did his BSc and MSc at the University of Bonn in Mathematics with a one year stay at the University of Barcelona. He completed his Master thesis in the group of Prof. Hasenauer, thereby shifting his focus towards Computational Biology. Following that, he started his Ph.D. at the University of Bonn in Oktober 2022 with a focus on simulation based inference. Additionally, Jonas gained a masters degree in Economics in 2024. In the beginning of 2025, Jonas was a research visitor at the Rensselaer Polytechnic Institute (NY, USA).
Selected publications
- Compositional amortized inference for large-scale hierarchical Bayesian models, Arruda et. al. (2025) - Preprint, under review
- An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation, Arruda et. al. (2024) - Proceedings of the 41st International Conference on Machine Learning, PMLR 235:1865-1901
- Award for best talk by an early career researcher (BioInference Conference 2023)
© Jonas Arruda
Jonas Arruda
2003
Endenicher Allee 64
53115 Bonn