Uni-AdaVD: Universal Concept Erasure for Visual Generation via Orthogonal Value Decomposition
Uni-AdaVD is presented, a universal inference-time concept erasure framework for visual generation that treats the value space of multimodal attention as a unified intervention space and introduces encoder-aware target representation construction to localize target semantics across heterogeneous text encoders.