Both predictive uncertainty estimation and visual explanation are crucial elements in helping humans understand the artificial intelligence (AI) decision-making process and in building trustworthy AI.

Then we conduct the counterfactual intervention to generate counterfactual examples. We further maximize the difference between the predictions of factual unintentional action and counterfactual ...