 If we have a set of variables \(\bV\) and know the probability distribution P on \(\bV\), what can we infer about the causal structure on \(\bV\)? This epistemological question is closely related to the metaphysical question of whether it is possible to reduce causation to probability (as, e.g., Reichenbach 1956 and Suppes 1970 proposed).