1 code implementation • 25 Apr 2023 • Adam Rupe, Karthik Kashinath, Nalini Kumar, James P. Crutchfield
Spontaneous self-organization is ubiquitous in systems far from thermodynamic equilibrium.
1 code implementation • 12 Oct 2020 • Adam Rupe, James P. Crutchfield
Local causal states are latent representations that capture organized pattern and structure in complex spatiotemporal systems.
2 code implementations • 25 Sep 2019 • Adam Rupe, Nalini Kumar, Vladislav Epifanov, Karthik Kashinath, Oleksandr Pavlyk, Frank Schlimbach, Mostofa Patwary, Sergey Maidanov, Victor Lee, Prabhat, James P. Crutchfield
Extracting actionable insight from complex unlabeled scientific data is an open challenge and key to unlocking data-driven discovery in science.
no code implementations • 16 Sep 2019 • Adam Rupe, Karthik Kashinath, Nalini Kumar, Victor Lee, Prabhat, James P. Crutchfield
Extreme weather is one of the main mechanisms through which climate change will directly impact human society.
no code implementations • 1 Jan 2018 • Adam Rupe, James P. Crutchfield
The approach is behavior-driven in the sense that it does not rely on directly analyzing spatiotemporal equations of motion, rather it considers only the spatiotemporal fields a system generates.