“Faithful to What?” On the Limits of Fidelity-Based Explanations
arXiv:2506.12176v5 Announce Type: replace-cross
Abstract: In explainable AI, surrogate models are commonly evaluated by their fidelity to a neural network’s predictions. Fidelity, however, measures alignment to a learned model rather than alignment to…