research
∙
04/25/2023
Physics-Informed Representation Learning for Emergent Organization in Complex Dynamical Systems
Nonlinearly interacting system components often introduce instabilities ...
share
research
∙
10/12/2020
Spacetime Autoencoders Using Local Causal States
Local causal states are latent representations that capture organized pa...
research
∙
09/25/2019
DisCo: Physics-Based Unsupervised Discovery of Coherent Structures in Spatiotemporal Systems
Extracting actionable insight from complex unlabeled scientific data is ...
research
∙
09/16/2019
Towards Unsupervised Segmentation of Extreme Weather Events
Extreme weather is one of the main mechanisms through which climate chan...
research
∙
01/01/2018