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Oct 13 · Tuesday

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  1. AttacksarXiv 2610.06670

    研究者提出 Reward Stealing Attack,从对齐模型行为反推安全奖励实施攻击

    提出 ReSA,从对齐模型行为恢复安全奖励并在解码时反转

    Published
    Evaluated models
    Llama3.1-8B-Instruct, Gemma-7B-Instruct, Qwen2.5-7B-Instruct and others9
    AbstractReSA 用最大熵 IRL 从对齐模型行为恢复代理安全奖励,并在解码时反转以诱导有害输出。

    ReSA 是一种对抗攻击:从对齐模型的可观察行为恢复代理安全奖励,再在解码时把该奖励反过来用。。

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  2. AttacksarXiv 2606.21077

    OTTER:仅替换五个 token 即可绕过 GPT 系列毒性审核

    提出 OTTER 词元替换越狱,绕过表面毒性审核诱导有害回答

    Published
    Attacker
    Black-box
    Evaluated models
    gpt-4-turbo, gpt-4o, gpt-4o-mini and others4

    Abstract论文展示了表面毒性与恶意意图的解耦现象,通过标准 API 实现黑盒越狱测试,并提出闭环分类器加固建议。

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  3. AttacksarXiv 2510.10271

    MetaBreak:通过特殊 token 操纵越狱在线 LLM 服务

    提出 MetaBreak,用特殊 token 操纵越狱在线 LLM 服务并绕过审核

    Published
    Attacker
    Black-box
    Evaluated models
    Llama-3.3-70B-Instruct, Qwen-2.5-72B-Instruct, Gemma-2-27B-Instruct and others10

    Abstract利用特殊 token 注入对抗平台模板包裹与审核,多场景验证了越狱有效性与互补性。

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