Probabilistic Stability Guarantees for Feature Attributions

Helen Jin, Anton Xue, Weiqiu You +2

Stability guarantees have emerged as a principled way to evaluate feature attributions, but existing certification methods rely on heavily smoothed classifiers and often produce co…