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Oct 12 · Monday

All papers

Found 4 papers
Filter3

Attack type

Jailbreaks212Prompt injection40Poisoning and backdoors57Model tampering35Extraction and theft64Detection evasion51Denial of service4Malicious use14

Impact

Availability and reliability3

System type

Models and APIs4AI Agent5Multi-agent systems0

Attack surface / entry point

User input3

Layer

Prompt layer3
Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 262papers have no tags yet and are not included in filtered results.
Attack type：Denial of serviceSystem type：Models and APIsSystem type：Multi-agent systemsClear all

Another 262papers do not have category tags yet and are not included in filtered results.

  3. AttacksarXiv 2605.13338

    研究者提出层级遗传算法黑盒攻击，诱导推理模型过度思考

    提出层级遗传算法 HGA，扰动题目逻辑结构诱发推理模型过度思考

    arXiv
    2605.13338
    Published
    Layer
    Prompt layer
    Setting
    Models and APIs
    Attacker
    Black-box
    Evaluated models
    DeepSeek-R1 (671B), Qwen3-Thinking, GPT-o3 and others5

    AbstractHGA 在黑盒推理模型上用逻辑扰动拉长输出，作者称可从小代理迁移，查询成本是其局限。

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  4. Evaluation and benchmarksarXiv 2602.10639

    VideoSTF 揭示视频大模型输出重复问题

    提出 VIDEO STF 评测视频大模型输出重复并压力测试时序扰动

    arXiv
    2602.10639
    Published
    Layer
    Prompt layer
    Setting
    Models and APIs
    Evaluated models
    LLaVA-Video-7B-Qwen2, LLaVA-Video-7B-Qwen2-Video-Only, LLaVA-NeXT-Video-7B and others10
    AbstractVIDEO STF 把输出重复做成可测、可被时间扰动放大、并可黑盒诱导的失败。

    VIDEO STF 测量 VideoLLM 的输出重复，并把时间变换用作 black-box 诱导。

    Paper analysisRead analysis
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