Counterfactual Fairness Is Not Demographic Parity, and Other
  Observations
Ricardo Silva
Blanket statements of equivalence between causal concepts and purely
probabilistic concepts should be approached with care. In this short note, I
examine a recent claim that counterfactual fairness is equivalent to
demographic parity. The claim fails to hold up upon closer examination. I will
take the opportunity to address some broader misunderstandings about
counterfactual fairness.