2 papers
physics.ao-ph2026
Tracing the space-time causal origins of Earth system extremes
Jhayron S. Pérez-Carrasquilla, Jhayron S. Pérez-Carrasquilla, J. Jake Nichol +5
Identifying the causes of Earth's extremes is challenging because counterfactual experiments are not possible in the observed world. Data-driven causal discovery complements comput…
cs.LG2026
M-CaStLe: Uncovering Local Causal Structures in Multivariate Space-Time Gridded Data
J. Jake Nichol, Michael Weylandt, G. Matthew Fricke +2
Causal graph discovery for space-time systems is challenging in high-dimensional gridded data, which often has many more grid cells than temporal observations per cell. The Causal…