Show or Suppress? Managing Input Uncertainty in Machine Learning Model Explanations

Danding Wang, Wencan Zhang, Brian Y. Lim

Feature attribution is widely used in interpretable machine learning to explain how influential each measured input feature value is for an output inference. However, measurements…