Author

Peng Yu

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Preprint Aug 2026

Fair ASR: Re-Evaluating Black-Box Jailbreaks under Shared Target-Call Budgets

ReCode is introduced, a compositional budget-efficient attack that combines desensitization rewriting with two effective low-cost primitives identified by Fair-ASR, to provide a comparable evaluation basis for black-box jailbreak attacks under shared target-call budgets B.

Zhida He, Xiaoyu Wen, Han Qi et al. · 0 citations

Preprint Aug 2026

JailbreakSkill: Scaling Automated Red-Teaming with Reusable and Ever-Evolving Skills

This work introduces \textsc{JailbreakSkill}, a skill-centric framework for scaling automated red-teaming through reusable and continuously evolving attack capabilities, which packages existing attack strategies into modular, agent-ready skills that can be directly reused and adaptively selected across tasks and target models.

Xiaoyu Wen, Jiajia Li, Zhida He et al. · 2 citations