MidSteer: Optimal Affine Framework for Steering Generative Models

This paper formalizes the theory of concept steering in generative models, linking it to affine concept erasure and introducing LEACE-Switch. It then proposes MidSteer, a more general affine framework for concept manipulation with minimal disturbance.