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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

Large vision-language models (VLMs) are increasingly deployed in safety-critical settings, yet existing visual jailbreak research has focused almost exclusively on autoregressive architectures, leaving an important emerging family unstudied: multimodal discrete diffusion vision-language models (dVLMs). We identify a vu...

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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