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Author

Run-Qing Tang

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Preprint Sep 2026

DIVA: Exploiting Cross-Step Conditional Propagation for Visual Jailbreaks in Discrete Diffusion Vision-Language Models

This work identifies a vulnerability specific to diffusion generation: because the visual embedding conditions every reverse denoising step rather than acting as a one-time prefix, adversarial visual semantics are repeatedly propagated and amplified across the generation trajectory, a phenomenon the authors term cross-...

Guo-Rui Song, Run-Qing Tang, Jing-Ye Zhang et al. · 0 citations
Book Open access Aug 2026

HyperEdit: Mitigating Hallucinations of Large Language Models via Hyperbolic Representation Editing

A novel inference-time intervention method that encodes truthful and untruthful content as an entailment hierarchy and performs representation editing in the hyperbolic space to activate the truthfulness of LLMs is proposed.

Tongxu Lin, Junping Du, Zhe Xue et al. · 0 citations

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