Legal and industry benchmarks

Legal metrics
Industry metrics
Toolbox

Privacy

Not explicit

  • Privacy budget

  • Exposure

  • k-anonymity, ℓ-diversity, and t-closeness

Fairness

Not explicit in the EU, 80% rule in the US

  • Disparate impact (80%)

  • Equality of odds Equality of opportunities

  • Minimum, invariance & directional testing scores

Explicability

Not explicit

  • LIME values

  • SHaPley values

  • Ability to deliver counterfactuals

Accuracy

Not explicit

  • Precision, recall & F1 score for underfitting

  • Cross-validation for overfitting

Robustness - safety

Not explicit

  • Recalibration

  • OoD detection

  • Testing scores

Robustness - security

Not explicit

  • Robustness certification

  • Robustness under adversarial perturbations

  • Testing scores

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