Shaking the causal tree: On the faithfulness and minimality assumptions beyond pairwise interactions

Tiago Martinelli, Diogo O. Soares-Pinto, Francisco A. Rodrigues

Higher-order mechanisms can make genuine causes invisible to causal discovery, but whether this reflects fine tuning or a structural limitation remains unclear. We prove, for a bin…