cs.LG, math.ST, stat.ME, stat.ML, stat.TH

Causal discovery under mean independence and linearity

arXiv:2605.04381v1 Announce Type: cross
Abstract: Causal discovery methods such as LiNGAM identify causal structure from observational data by assuming mutually independent disturbances. This assumption is fragile: shared volatility, common scale effe…