PINNs

Geometry-Informed Neural Networks

We introduce geometry-informed neural networks (GINNs) to train shape generative models without any data.

Lie Point Symmetries and Physics-Informed Networks

We present how to use Lie Point Symmetries of PDEs to improve physics-informed neural networks. Published at NeurIPS 2023.