Author

Elena Dumitrescu

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Preprint Aug 2026

Diffusion LLMs as Targets and Adversaries: Mechanistic Safety Exploits

SN-Guided Diffusion is introduced, a fully offline black-box jailbreak framework that steers the diffusion process away from safety-triggering regions using a weighted safety neuron loss, which achieves near-perfect prompt separability.

Elena Dumitrescu, Gert Lek, L. Chen et al. · 0 citations