Models that impact people’s lives must be honest and forthcoming about their doubts. This new method brings balance to explainable AI.

Left: images of celebrity faces in the CelebA dataset with predicted class label ‘no smile’. Right: pixels highlighted by our approach (red) that caused the model to be uncertain about that prediction. Images by author.

Uncertainty and Bayesian Deep Learning

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