Sum-of-Parts Models: Faithful Attributions for Groups of Features
Published:
We identify a fundamental barrier for feature attributions in faithfulness tests. To overcome this limitation, we create faithful attributions to groups of features. The groups from our approach help cosmologists discover knowledge about dark matter and galaxy formation.