updated list (will be updated )

(1) “Why Should I Trust You?” Explaining the Predictions of Any Classifier 2016 (Link)

(2) Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization 2016  (LINK)

(3) Attention Branch Network: Learning of Attention Mechanism for Visual Explanation 2019 (Link)