Learning Latent Dynamics via Invariant Decomposition and (Spatio-)Temporal Transformers

Kai Lagemann, Christian Lagemann, Sach Mukherjee

We propose a method for learning dynamical systems from high-dimensional empirical data that combines variational autoencoders and (spatio-)temporal attention within a framework de…