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Diffusion styles can unintentionally reproduce teaching examples, raising privateness and copyright considerations as these devices are progressively deployed at scale. Existing inference-time mitigation methods generally manipulate classifier-totally free advice (CFG) or perturb prompt embeddings; on the other hand, they often battle to cut back memorization without compromising alignment with the conditioning prompt. We introduce CAPTAIN, a training-free of charge framework that mitigates memorization by straight modifying latent capabilities throughout denoising. CAPTAIN to start with applies frequency-primarily based noise initialization to decrease the inclination to duplicate memorized patterns early in the denoising approach.

Desk˜1(a) evaluates the contribution of CAPTAIN’s two Main elements, sounds initialization and have injection, utilizing SSCD and CLIP scores under distinctive injection strengths δdelta.

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