Counterfactual & Causal Fairness

Use causal reasoning for fairness. Learn counterfactual fairness (Kusner et al.), path-specific effects, mediation analysis, the structural-causal-model approach, the data and assumptions a credible causal-fairness claim requires, and the practical workflow when randomised data is unavailable.