Ludwig Winkler is a PhD student working on differential equations and how machine learning can be leveraged to model the known unknowns.
He received an undergraduate degree in biomedical engineering and a graduate degree in computer science with a strong focus on statistics and machine learning.
- Differential Equations
- Stochastic Differential Equations
- Probabilistic Models
- Differentiable Simulations
- Algorithmic Differentiation
Bipeng Wang, Ludwig Winkler, Yifan Wu, Klaus-Robert Müller, Huziel E. Sauceda, Oleg V. Prezhdo
Interpolating Nonadiabatic Molecular Dynamics Hamiltonian with Bidirectional Long Short-Term Memory Networks
Ludwig Winkler, César Ojeda, Manfred Opper