Author

Jiaxing Huang

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Preprint Aug 2026

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense

Text-to-Video (T2V) generative models are vulnerable to jailbreak attacks in real-world deployment, leading them to produce harmful or inappropriate content. Existing defense approaches mainly rely on input filtering or reconstruction, which not only incur high computational latency but also tend to distort semantics....

Si-Yuan Liang, Yupeng Qiu, Junfeng Fang et al. · 0 citations

Preprint Aug 2026

Branch2Skill: Efficient Skill Evolution Through Reasoning Trees

Branch2Skill is introduced, an efficient framework that transforms a single reasoning tree into dense supervision for skill evolution, demonstrating that reasoning trees can support not only more effective trajectory search, but also richer supervision for more efficient skill improvement.

Yanwei Ren, Hao-Tian Zhang, Likang Xiao et al. · 0 citations