Certified ${\ell }_2$ Attribution Robustness via Uniformly Smoothed Attributions

Fan Wang, Adams Wai-Kin Kong

Model attribution is a popular tool to explain the rationales behind model predictions. However, recent work suggests that the attributions are vulnerable to minute perturbations,…