Uncertainty Quantification of Surrogate Explanations: an Ordinal Consensus Approach

Jonas Schulz, Rafael Poyiadzi, Raul Santos-Rodriguez

Explainability of black-box machine learning models is crucial, in particular when deployed in critical applications such as medicine or autonomous cars. Existing approaches produc…