Area between insertion and deletion curves

anchor

Faithfulness measure. Features are added or removed in order of attributed importance and the output is tracked. Sensitive to how removed features are filled in. Introduced with RISE; the behaviour of the area under those curves is analysed further in arXiv 2205.12423.

Findings

• FX-001Pairwise Banzhaf interactions explain CLIP similarity more faithfully than single-score methods [eval]