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Oct 13 · Tuesday

All papers

Found 3 papers
Filter3

Attack type

Jailbreaks5Extraction and theft3

Impact

Data and privacy leaks3

System type

Models and APIs3

Attacker access

Black-box3White-box3

Attack surface / entry point

User input3

Layer

Prompt layer4Model layer8Application layer11Training and data layer3
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Attack type：Extraction and theftAttacker access：Black-boxLayer：Training and data layerClear all

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  2. AttacksarXiv 2609.35699

    论文：蒸馏防御在蒸馏后强化学习下易被攻破

    提出用 API 推理摘要重建轨迹再蒸馏加强化学习，攻破蒸馏防御

    arXiv
    2609.35699
    Published
    Layer
    Training and data layer
    Setting
    Models and APIs
    Attacker
    Black-box
    Evaluated models
    Qwen2.5-0.5B, Qwen2.5-1.5B, Qwen2.5-3B and others12
    Abstract更现实的蒸馏攻击是蒸馏后再 RL。

    这篇工作修订蒸馏攻击的威胁模型：攻击者经合法 API 收集闭源推理数据，先蒸馏自有模型，再做强化学习。作者认为只在蒸馏后评估防御，会漏掉后续 RL，从而高估防御。

    Paper analysisRead analysis
  3. AttacksarXiv 2609.33985

    研究：众包微调数据投毒可放大专有指令抽取

    提出主题锚点投毒，放大众包微调后的专有指令提取

    arXiv
    2609.33985
    Published
    Layer
    Training and data layer
    Setting
    Models and APIs
    Attacker
    Black-box
    Evaluated models
    Qwen2.5-7B-Instruct, Qwen2.5-14B-Instruct, Llama-3.1-8B-Instruct and others4

    Abstract论文提出基于主题锚点的数据中毒攻击，证明低比例的中毒样本可在黑盒条件下隐蔽放大微调指令泄漏。

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