Identification of Tree-Shaped Structural Causal Models in Polynomial Time

The author presents a randomized polynomial-time algorithm for identifying tree-shaped structural causal models, providing solutions for generically identifiable parameters. The approach focuses on rank-1 edges to determine specific parameter values efficiently.