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Oct 12 · Monday

All papers

Found 4 papers
Filter3

Attack technique

Automated search20Multi-turn escalation3Encoding and obfuscation4Conversation structure manipulation2Defense-targeted4Dormant triggers6

System type

AI Agent3

Attack surface / entry point

User input40Tool responses4Images, audio and video5

Layer

Application layer3
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Attack technique：Multi-turn escalationAttack technique：Conversation structure manipulationAttack surface / entry point：Tool responsesClear all

Another 254papers do not have category tags yet and are not included in filtered results.

  1. AttacksarXiv 2609.27542

    Researchers use control token injection to delete gpt-oss-20b's reasoning chain and bypass chain-of-thought monitoring

    提出控制标记注入，清空工具 Agent 的思维链以绕过推理监控

    arXiv
    2609.27542
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Evaluated models
    openai/gpt-oss-20b, google/gemma-4-26B-A4B-it, deepseek-ai/DeepSeek-R1-Distill-Qwen-7B and others4

    Abstract论文阐明控制标记注入可抑制 CoT 使监控失效并促成拒绝绕过，且工具执行受解析器宽容度影响。

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  3. AttacksarXiv 2601.05466

    Jailbreaking large language models through reinforcement learning with iterative tool disguise attacks

    提出 iMIST，用工具伪装和 PPO 迭代越狱大语言模型

    arXiv
    2601.05466
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Attacker
    Black-box
    Evaluated models
    DeepSeek-V3, Qwen3-32B, GPT-OSS-120B
    AbstractiMIST 用工具伪装和在线 PPO 做黑盒越狱，Table I 中 JADES 高于同格基线。

    iMIST是黑盒越狱方法：把恶意查询伪装成合法工具调用，再用在线强化学习把响应的有害性分数往上推。

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  4. Evaluation and benchmarksarXiv 2512.19016

    DREAM 框架用跨环境长链攻击评测 12 个 LLM Agent

    提出 DREAM 框架，评测 Agent 的跨环境长链攻击脆弱性

    arXiv
    2512.19016
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Evaluated models
    Gemini-2.5-Flash-NT, o4-mini, Gemini-2.5-Flash and others12

    AbstractDREAM 提出基于知识图谱与策略搜索的动态红队框架，分析了长链跨环境攻击对当前主流智能体的系统性威胁。

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