Alike Parts: A Feature-Informed Approach to Local and Global Prototype Explanations

In three linesNew explainable prototype framework integrating feature importance at two levels: "alike parts" for local explanations (highlights shared feature subsets between instance and prototype) and augmented global selection to promote diversity in prototype feature attributions. Experiments on 6 benchmarks show maintained or improved surrogate model fidelity.

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