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Concept-Subspace Score Projection

Techniqueadvanced

Estimates a concept's subspace within a diffusion model's score-function representation from contrastive-prompt score differences, then causally edits generation by swapping the projected component of the score function for a new prompt's component, under a provable 'causal separability' condition guaranteeing the swap doesn't leak into other concepts.

Used in (1 observation)

structure: Linear Subspace · models: Stable Diffusion v1.4 · paper: Concept Algebra for (Score-Based) Text-Controlled Generative Models