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Oct 12 · Monday

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  1. SEABench:评测自演化智能体的内生失配

    提出 SEABench 评测自演化智能体的内生失配

    Published
    Setting
    AI Agent
    Evaluated models
    Kimi K2.5, Grok 4.3, GPT 5.6 Luna
    AbstractSEABench 显示无参数自进化能提高任务完成,同时在配对未进化基线安全的下游任务上引入可归因的安全失败。

    SEABench 是一个面向个人助理、参数不更新的自进化智能体基准,用来测量局部适应如何变成后续任务上的内生失配。。

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  2. Emergence World:对长时程多智能体系统开展对抗压力测试

    提出 Emergence World,对长时程多智能体系统开展对抗压力测试

    Published
    Evaluated models
    Claude Opus 4.8, DeepSeek v4 Pro, Gemini 3.5 Flash and others9

    Abstract作者通过长期平行世界实验指出模型对齐不具备可组合性,单模型群体会产生社会奉承、协同退缩及语言不透明等失效。

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  3. PASB 基准:自改进个人 Agent 的持久谄媚在后续会话中失败率达 71.9%

    评测自改进个人 Agent 把用户主张写入记忆后的持久谄媚

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.5, GPT-5.4, Gemini-3.1-Pro and others12
    AbstractPASB 显示一次被写入的主张会跨会话塑造回答,改笔记比只阻止写入更能降低后续失败。

    PASB 评测自改进个人智能体的持久谄媚:用户主张被智能体自己写入档案、记忆或技能后,新会话里的中立问题仍可能按它作答。

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