Jianhuan Huang
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126
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Crypto×1ML×1
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2026
Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
The paper proposes an unsupervised bi-level adversarial training framework to enhance LLM safety steering, achieving strong zero-shot defense against unseen and evolving jailbreak prompts.
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Papers
cs.CRcs.LGRecentMay 23, 2026
Steering Beyond the Support: Adversarial Training on Unsupervised Jailbroken Activation Simulation
Luoyu Chen, Weiqi Wang, Zhiyi Tian, Chenhan Zhang +4 more
The paper proposes an unsupervised bi-level adversarial training framework to enhance LLM safety steering, achieving strong zero-shot defense against unseen and evolving jailbreak prompts.
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