Proj CDeepFuzz Paper Reading: Framework for Evaluating Faithfulness of Local Explanations

Abstract

本文:
Task: 1. study the faithfulness of an explanation system to the underlying prediction model on consistency and sufficiency 2. introduce quantitative measures of consistency and sufficiency 3. provide estimators and sample complexity bounds for empirically determining the faithfulness of black-box explanation systems 4. validate the new properties and estimators by experiment
Discussion: quantitative measures of consistency and sufficiency depend on the test-time data distribution