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RESEARCH27

The Safety-Aware Denoiser for Text Diffusion Models

arXiv CS.LGΒ·May 12, 2026

This work proposes the Safety-Aware Denoiser (SAD), a safety-guidance framework for text diffusion models. SAD modifies the iterative denoising process to steer the text sample towards provably safe regions, avoiding computationally expensive retraining of the underlying model.

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