Research software
Software
Selected research implementations and teaching material. The complete collection is available on GitHub.
PINNs for the heat equation
Introductory PyTorch implementation for physics-informed neural networks.
github ↗
PyTorch tutorial
Hands-on material for building and training neural networks in PyTorch.
github ↗
Parabolic PDEs on graphs
Research code for numerical experiments involving parabolic equations on graphs.
github ↗
Constructive approximation by deep networks
Numerical examples related to universal approximation and finite-sample memorization.
github ↗
Mean-Field Reinforcement Learning
Continuous-time mean-field reinforcement learning for decentralized collective transport using MF-PhiBE and PPO.
github ↗
Random minimizing movements
FEniCS implementation for randomized minimizing movements and the obstacle problem.
github ↗