Properties

Identifies causal rather than correlational relationships

Attributions fully account for model output

Produces human-understandable formats

Similar inputs produce similar explanations

Can show what changes would alter outcomes

Computationally efficient to generate

Accurately represents true model behaviour

Focuses on few, most important factors