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Contrastive Explanations(CE)
Explain AI decisions by showing what would change the outcome
Complexity: mediumInterpretability
In 30 seconds
- What
- Shows what input changes would flip an AI decision by finding minimal modifications to cross the decision boundary.
- When to use
- Users need to understand why they were rejected and what concrete actions could change the outcome, especially in high-stakes decisions.
- Watch out
- Counterfactuals may suggest unrealistic or unfair changes, misleading users about what's actually achievable or appropriate to attempt.
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