zenna / CounterfactualFairness.jl

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Implement graph-based conservative check for counterfactual fairness #12

Closed zenna closed 3 years ago

zenna commented 3 years ago

As mentioned in the paper, a sufficient condition for a model being counterfactually fair is that the causal descendants of the protected attributes are not used in the classifier.

Implement a graph based check for this