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Karol Dziekan

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Preprint Oct 2026

STAGE: Subspace-Targeted Affine Generative Erasure for Text-to-3D Models

Concept erasure suppresses a target concept while preserving behavior on unrelated inputs. Existing closed-form methods were designed for 2D image diffusion and assume a single generative pathway, so one edit must cover geometry and texture at once. Native 3D generators, which synthesize structured 3D representations d...

Karol Dziekan, P. Spurek, Dawid Malarz · 0 citations

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