Author

Xingkai Peng

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Jul 2026

Between Safe Boundaries: Exploiting Temporal Consistency for Jailbreaking Text-To-Video Generation Models

SB is proposed, a structured, query-efficient jailbreak framework for T2V models that harnesses temporal consistency by encoding harmful intent as the transition between two individually harmless boundary states and proves that structured search facilitates effective vulnerability discovery under constrained query budg...

Xingkai Peng, Jun Jiang, Jia-Yang Liu et al. · arXiv.org · 0 citations