Geometric deep learning

Many problems in multimedia and beyond have an intrinsic structure that does not fit a regular grid: social and citation graphs, meshes, point clouds, scene graphs. We work on geometric deep learning: graph neural networks, spectral methods, and architectures that respect the geometry and symmetries of the underlying domain.