Causal discovery under mean independence and linearity

Geert Mesters, Alvaro Ribot, Anna Seigal +1

Causal discovery methods such as LiNGAM identify causal structure from observational data by assuming mutually independent disturbances. This assumption is fragile: shared volatili…