2026
Explanations are a Means to an End: A Value of Information Framework for Validating Explanations
ICML 2026poster
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 that treats explanations as information signals valued by the expected improvement they enable on a specified decision t…