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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yuan-Lun Xie

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Preprint Sep 2026

GRACE: Adaptive Concept Erasure with Geometry-Guided Retention in Diffusion Models

This work proposes GRACE, a structured concept erasure framework designed to enable localized and selective intervention, and introduces a semantically weighted sensitive subspace estimation to precisely lock intervention directions, and employs lightweight subspace-constrained adapters to prevent global semantic distu...

Qing Gong, Yi-Huai Liang, Yuan-Lun Xie et al. · 0 citations

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