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
- Faithfulness Explanations Evaluating CDeepFuzz Frameworkfaithfulness explanations evaluating cdeepfuzz faithfulness explanations gnnexplainer explanations generating networks evaluating evaluating expression mybatis error backdooring evaluating networks badnets evaluating时间pbi diversity preference-aware recommendations evaluating evaluating toxicity testing local