Explanations are a Means to an End: Decision Theoretic Explanation Evaluation

Ziyang Guo, Berk Ustun, Jessica Hullman

Explanations of model behavior are commonly evaluated via proxy properties weakly tied to the purposes explanations serve in practice. We contribute a decision theoretic framework…