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Oct 13 · Tuesday

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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. AttacksarXiv 2610.03430

    JIL:通过对抗后缀操纵 LLM 请求调度优先级

    提出 JIL 对抗后缀,压低长度预测以抬高请求调度优先级

    Published
    Evaluated models
    Llama-3-8B-Instruct, Qwen2.5-7B-Instruct, Mistral-7B-Instruct-v0.3 and others4
    AbstractJIL 用对抗后缀压低长度预测,在预测式 LLM 调度中提高自身优先级。

    JIL 是对预测式 LLM 调度的攻击:用对抗后缀压低长度预测,使请求在 SRPT 式队列里更早得到服务。

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  3. DefensesarXiv 2609.12378

    Odin:面向隐私保护 Llama 3 8B 推理的开源端到端 FHE 实现

    提出端到端全同态加密方案 ODIN,在云端密文上完成推理以保护提示词

    Published
    Evaluated models
    Meta-Llama-3-8B
    AbstractODIN 用可复用的特征主序打包和联合误差预算,在单张 H100 上完成 Llama-3-8B 的 CKKS 推理。

    ODIN 是面向 Llama 的服务器侧 CKKS 推理系统:客户加密提示词,诚实但好奇的服务器用明文权重在密文上算完 Llama-3,只返回结果密文。

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