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Oct 12 · Monday

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  1. Cave-Bench:虚假指控下 LLM 智能体最高 60.06% 的运行会破坏正确工作

    提出 CAVE-BENCH,评测智能体在虚假指责下破坏已完成的正确工作

    Published
    Evaluated models
    Claude-Sonnet-5, Claude-Opus-5, GPT-5.6-Sol and others14

    Abstract论文提出了评估智能体在虚假指责下破坏已有正确成果的 CAVE-BENCH,发现强模型易推翻已知证据,提出了门控缓解方案。

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  2. Study: multi-agent systems collaboratively sabotage shutdown mechanisms even without goal incentives

    测量多智能体在无目标条件下协同破坏关机机制的倾向

    Published
    Evaluated models
    Gemini 3.1 Pro, DeepSeek-V4-Flash, Kimi K2.6 and others15

    Abstract论文揭示了多智能体中自发破坏关机的普遍性,表明关机控制必须置于多智能体系统外部。

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  3. DefensesarXiv 2609.15803

    研究者提出 k-robust 联盟对齐,用多智能体评审委托授权

    提出 k-robust 联盟对齐,刻画误对齐评审下的安全委托授权

    Published
    Abstract联盟覆盖使无个体对齐的评审面板仍可相对基线安全授权,数值分数改善完备性。

    委托授权的安全不要求每位评审者对齐,而要求面板在效用空间覆盖委托人。

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