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Oct 12 · Monday

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  1. AttacksarXiv 2610.09027

    P-VMI:对抗图像经 KV cache 持续影响多轮对话

    提出持久视觉记忆注入,使对抗图像经缓存在触发时操控输出

    Published
    Evaluated models
    Qwen3-8B, Qwen3-VL-8B-Instruct, Gemma-4-12B

    Abstract论文提出 P-VMI,证实对抗输入被掩蔽后仍可经 KV 缓存持久控制模型,强调了保留状态的安全风险。

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  2. OtherarXiv 2609.22978

    DeepSeek Elastic Compute(DSec):面向大规模智能体训练的高效沙箱基础设施

    提出弹性沙箱基础设施 DSec,支撑大规模智能体训练

    Published
    Setting
    AI Agent
    AbstractDSec 是面向大规模智能体 RL 的多后端生产沙箱,用分层、按需镜像和训练协同维持高密度。

    DSec 是 DeepSeek-AI 的生产沙箱平台,用来支撑从 DeepSeek V3.2 到 V4.1 的智能体 RL 与评测,而不是报告某个模型的任务准确率。

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  3. AttacksarXiv 2605.30040

    研究揭示 LLM 按 token 计费可被服务商系统性虚报

    构造可通过计费审计的 token 虚报,使服务商系统性超收

    Published
    Evaluated models
    PALACE domain-adapted auditor
    Abstract不诚实提供方可在三种 token 审计上虚报并通过检查,作者认为需改用提供方不控制的证据。

    不透明 LLM 的按 token 计费里,现有审计核验的是提供方可控的证据,不诚实提供方可以虚报并通过检查。。

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