Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks

Jon Vadillo, Roberto Santana, Jose A. Lozano +1

The lack of transparency of Deep Neural Networks continues to be a limitation that severely undermines their reliability and usage in high-stakes applications. Promising approaches…