In order to resolve the disagreement problem, we need metrics to evaluate the accuracy and reliability 53 of the explanation. Different metrics can be used to evaluate reliability. For example, by perturbing the molecules, one can measure the stability of the attribution and the consistency between attributions generated by different approaches. Meanwhile, faithfulness measures change in predictions when perturbing input features for important or unimportant attributions.