arxivstat.MEcs.AIcs.LGstat.ML2026-07-15
Verifying formulas for interventional distributions
Francesco Freni, Leonard Henckel, Sebastian Weichwald
We formalize verification in causal graphical models: deciding whether a given observational formula identifies a target interventional distribution. This opens a problem complementary to identification, asking not whether any identifying formula exists, but whether the given for…