Projects
Research software and projects I build or contribute to. More on GitHub.
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DynaBench
A benchmark dataset and Python framework for testing machine learning models on dynamical systems governed by partial differential equations. Published at ECML-PKDD 2023.
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NeuralPDE
A hybrid method for predicting the evolution of PDE-governed systems, combining convolutional networks with differentiable ODE solvers. Published at KI 2022.
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TaylorNet
A model for extracting the dynamics of physical systems from scattered spatiotemporal observation points, using Taylor-expansion-based spatial derivatives. Published in PMLR 2025.
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MAGNET4cardiac7T
Simulating electromagnetic fields in 7T MRI scanners with physics-informed machine learning, as part of an interdisciplinary cardiac imaging project.