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Oct 13 · Tuesday

All papers

Found 3 papers
Filter4

Attack type

Jailbreaks3

Attack technique

Gradient and representation optimization2Automated search10Multi-turn escalation4Encoding and obfuscation12Conversation structure manipulation1Cross-modal payloads9Defense-targeted6

Impact

Harmful content3

System type

Models and APIs3

Attacker access

Black-box3

Attack surface / entry point

User input3

Layer

Prompt layer3

System component

Guardrails and judges3Vision4Multimodal6
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Attack type：JailbreaksAttack technique：Gradient and representation optimizationAttack technique：Conversation structure manipulationSystem component：Guardrails and judgesClear all

Another 201papers do not have category tags yet and are not included in filtered results.

  1. AttacksarXiv 2511.16110

    MFA 框架在 17 个视觉语言模型上取得 58.5% 攻击成功率

    提出 MFA 框架，协同突破视觉语言模型的对齐、提示与审核层

    arXiv
    2511.16110
    Published
    Layer
    Prompt layer
    Setting
    Models and APIs
    Attacker
    Black-box
    Evaluated models
    MiniGPT-4, LLaMA-4-Scout-Inst, LLaMA-3.2-11B-Vision-Instruct and others17

    Abstract作者称多层防御的 VLM 仍存在跨模型漏洞，MFA 整合三项技术实现了端到端越狱。

    Paper analysisRead analysis
  3. AttacksarXiv 2510.10271

    MetaBreak：通过特殊 token 操纵越狱在线 LLM 服务

    提出 MetaBreak，用特殊 token 操纵越狱在线 LLM 服务并绕过审核

    arXiv
    2510.10271
    Published
    Layer
    Prompt layer
    Setting
    Models and APIs
    Attacker
    Black-box
    Evaluated models
    Llama-3.3-70B-Instruct, Qwen-2.5-72B-Instruct, Gemma-2-27B-Instruct and others10

    Abstract利用特殊 token 注入对抗平台模板包裹与审核，多场景验证了越狱有效性与互补性。

    Paper analysisRead analysis
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