SAE-based approaches can provide auditable, feature-level audit trails showing clinical concepts supporting predictions and artifact concepts suppressed during training

while producing a feature-level audit trail of the clinical concepts that support each prediction and the artifact concepts suppressed during training

http://arxiv.org/abs/2608.27397v1