Uncertainty Quantification of Surrogate Explanations: an Ordinal Consensus Approach

no code implementations • 17 Nov 2021 • Jonas Schulz, Rafael Poyiadzi, Raul Santos-Rodriguez

To this end, we produce estimates of the uncertainty of a given explanation by measuring the ordinal consensus amongst a set of diverse bootstrapped surrogate explainers.

Open-Ended Question Answering Uncertainty Quantification