Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems

Kurt Butler, Daniel Waxman, Petar M. Djurić

Causal discovery with time series data remains a challenging yet increasingly important task across many scientific domains. Convergent cross mapping (CCM) and related methods have…