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Qifan Zhou

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Jul 2026

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.

Qifan Zhou, Yuan Wang, Yanbin Hao et al. · 0 citations

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