Uncertainty Gating for Cost-Aware Explainable Artificial Intelligence

Georgii Mikriukov, Grégoire Montavon, Marina M. -C. Höhne

Post-hoc explanation methods are widely used to interpret black-box predictions, but their generation is often computationally expensive and their reliability is not guaranteed. We…