Explainability
Counterfactual Validity
Can show what changes would alter outcomes
2 techniques in this subcategory
2 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Contrastive Explanation Method | Algorithmic | Architecture/neural Networks Paradigm/discriminative +4 | Any | The Contrastive Explanation Method (CEM) explains one prediction of a classifier, such as a neural network, by... | ||
| Diverse Counterfactual Explanations | Algorithmic | Architecture/model Agnostic Paradigm/supervised +1 | Tabular | Diverse Counterfactual Explanations (DiCE) explains one decision of a classifier by generating several altered versions... |
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