Part III · Chapter 32Version 1.2 · 5 November 202633 min read
The Counterfactual Fairness Framework
Key message
Counterfactual fairness asks whether a person's prediction would survive a change in their protected attribute inside a causal model; it is usable only when that model, the classification of causal paths and the measured counterfactual disparities are explicit and tested.
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