Beyond Output Faithfulness: Learning Attributions that Preserve Computational Pathways

Siyu Zhang, Kenneth Mcmillan

Faithfulness metrics such as insertion and deletion evaluate how feature removal affects model outputs but overlook whether explanations preserve the computational pathway the netw…