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Home/Categories/Explainability/Instance-Based Methods
Explainability

Instance-Based Methods

Techniques using example-based explanations

3 subcategories • 3 techniques

Counterfactual

Shows alternative scenarios that would change outcome (e.g., Contrastive Explanation Method)

Influence Analysis

Traces impact of training data on predictions (e.g., Influence Functions)

Prototypes

Uses representative examples for explanation (e.g., Prototype & Criticism Models)

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