Сенімділік метрикалары
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ID: faithfulnessmetrics
Related Papers
A Comparative Study of Faithfulness Metrics for Model Interpretability Methods
AbstractInterpretable methods to reveal the internal reasoning processes behind machine learning models have attracted increasing attention in recent years. To quantify the extent to which the identified interpretations truly reflect …...
Incorporating Attribution Importance for Improving Faithfulness Metrics
AbstractFeature attribution methods (FAs) are popular approaches for providing insights into the model reasoning process of making predictions. The more faithful a FA is, the more accurately it reflects which …...