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Oct 12 · Monday

All papers

Found 13 papers

Filter3

Attack technique

Cross-modal payloads3

Defense type

Detection and filtering3

Impact

Data and privacy leaks4 Output manipulation5

System type

Models and APIs175 LLM applications13 AI Agent34 web agent7 Browser and computer use5 Multi-agent systems0 Embodied systems and robotics13

Attack surface / entry point

Images, audio and video7

Layer

Application layer11

System component

MCP and skills7 Memory13 RAG40 Guardrails and judges45 Monitors10 Reasoning chains3 Permissions and sandboxing14 Vision9 Audio3 Embeddings8 Multimodal13

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System type：LLM applications System type：Multi-agent systems System component：Multimodal Clear all

Another 265papers do not have category tags yet and are not included in filtered results.

InterpretabilityarXiv 2610.11986Oct 8
FearCaut-Qwen: Activation steering changes the risk judgment criteria of vision-language models
Using fear activation steering to test the hazard judgment criteria of vision-language models
arXiv
2610.11986
Published
Oct 8
Layer
Model layer
Setting
LLM applications
Evaluated models
Qwen/Qwen2.5-VL-7B-Instruct
- ComponentVision
Paper analysisRead analysis
AttacksarXiv 2610.09920Oct 7
研究：多向量视觉文档索引可被反演还原页面内容
提出流匹配逆向框架，从多向量视觉文档索引重构页面
arXiv
2610.09920
Published
Oct 7
Layer
Application layer
Setting
LLM applications
Evaluated models
Tomoro-ColQwen3-8B, ColQwen3.5-4.5B, Tomoro-colqwen3-embed-4b and others13
- AttacksExtraction and theft
- ComponentEmbeddings
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.08585Oct 6
研究：无关信息污染患者病历并干扰 LLM 临床推理
构建 MedDistract 基准，测量偶发信息对临床文书与推理的污染
arXiv
2610.08585
Published
Oct 6
Layer
Application layer
Setting
LLM applications
Evaluated models
GPT-5.4, GPT-5.6 Sol, Claude Opus 5 and others9
- RiskHallucination and fabrication
- ComponentAudio
Paper analysisRead analysis
DefensesarXiv 2610.05870Oct 5
MBZUAI 提出可校准的真实图像认证方法
提出校准重合成方法，以生成器反演保真度认证真实图像并防御对抗扰动
arXiv
2610.05870
Published
Oct 5
Layer
Application layer
Setting
LLM applications
Attacker
White-box
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentImage generation
Abstract论文提出基于反演保真度与阈值校准的健全认证框架，在对抗扰动下维持错误率界限，并指出真实内容可认证性随生成器演进而萎缩。
Paper analysisRead analysis
AttacksarXiv 2610.01871Oct 1
研究者提出 IMMRAG 攻击，可从多模态 RAG 数据存储中提取医学与文档图像
提出 imMRAG 攻击，从多模态 RAG 私有图像库提取内容
arXiv
2610.01871
Published
Oct 1
Layer
Application layer
Setting
LLM applications
Attacker
Black-box
Evaluated models
Lumina-mGPT, Gemini 2.5 Flash Image Preview, CLIP ViT-B/16 and others5
- AttacksExtraction and theft
- TechniqueCross-modal payloads
- ComponentRAG
Paper analysisRead analysis
DefensesarXiv 2610.01184Oct 1
ReCast：在固定媒体接口下保护多模态推理的隐私框架
提出 RECAST，本地改写图表与语音并做可逆数值映射以保护远程推理隐私
arXiv
2610.01184
Published
Oct 1
Layer
Application layer
Setting
LLM applications
- ComponentVision
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2609.37863Sep 29
MIST 压力测试：无关图像会扰动 VLM 评判者标签
提出 MIST 压力测试，检验无关图像是否扰动 VLM 评判者标签
arXiv
2609.37863
Published
Sep 29
Layer
Prompt layer
Setting
LLM applications
Evaluated models
GPT-5.2, Gemini 3.1 Flash-Lite, Gemini 3.5 Flash and others13
- ComponentVision
Abstract有图就改标签，图的内容却不告知 judge，裁决绑定配置。
作者用MIST问：VLM 代替人类标注时，可替代性裁决会不会被指南要求忽略的图像改写。
Paper analysisRead analysis
Analysis and theoryarXiv 2609.32567Sep 26
零训练 LLM+OVOD 流水线中的归因缺口：CAAP–SNAP 差异的细粒度分析
分析零训练 LLM+OVOD 流水线中 CAAP 与 SNAP 分离的来源
arXiv
2609.32567
Published
Sep 26
Layer
Application layer
Setting
LLM applications
Evaluated models
Gemma-3 4B, YOLO-World X, Qwen2.5-VL 7B and others4
- ComponentVision
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2609.02207Sep 2
LeakageBench：文档图像中个人身份信息脱敏的文档级泄漏风险
提出 LeakageBench 评测文档图像 PII 脱敏的页级泄漏
arXiv
2609.02207
Published
Sep 2
Layer
Application layer
Setting
LLM applications
Evaluated models
Amazon Comprehend PII, GPT-5.5, NVIDIA GLiNER PII and others13
- ComponentVision
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2609.05535Sep 2
Mind2Web-Injection：面向网页 Agent 视觉提示注入护栏的证据对齐评测
提出 Mind2Web-Injection 评测网页 Agent 视觉注入护栏
arXiv
2609.05535
Published
Sep 2
Layer
Application layer
Setting
LLM applications
Evaluated models
GPT-5.6-luna, Qwen3-VL-32B, Qwen3-VL-8B and others6
- DefensesDetection and filtering
- AttacksPrompt injection
- ComponentGuardrails and judges
Abstract作者称检测、定位和反事实响应在六个 VLM 上可分开。
Mind2Web-Injection 用来检查网页截图护栏的判决是否对齐到该用的画面证据。。
Paper analysisRead analysis
AttacksarXiv 2606.12716Jun 11
PaperGuard：针对多模态 AI 同行评审的攻击与防御基准
提出 PaperGuard，用图文注入与梯度扰动抬高自动审稿分数并检测恶意指令
arXiv
2606.12716
Published
Jun 11
Layer
Application layer
Setting
LLM applications
Evaluated models
Claude-sonnet-4.5, GPT-4o, GPT-4.1 and others11
- AttacksPrompt injection
- TechniqueCross-modal payloads
- ComponentVision
AbstractPaperGuard 测到提示注入与白盒视觉抬分，并比较分块检索防御。
PaperGuard同时评测并检测多模态 AI 审稿中的评分操纵。
Paper analysisRead analysis
AttacksarXiv 2603.13847Mar 14
SWhisper 用近超声隐蔽声学通道对语音驱动 LLM 实现黑盒越狱
提出 SWhisper，用近超声波向语音驱动 LLM 隐蔽注入越狱提示
arXiv
2603.13847
Published
Mar 14
Layer
Application layer
Setting
LLM applications
Attacker
Black-box
Evaluated models
Meta-Llama-3.1-8B-Instruct, Gemma-3-4B, Qwen2.5-7B-Instruct and others9
- AttacksJailbreaks
- TechniqueCross-modal payloads
- ComponentAudio
Paper analysisRead analysis
DefensesarXiv 2603.01544Mar 2
RA-Det：利用鲁棒性不对称检测 AI 生成图像
提出 RA-Det，利用鲁棒性不对称检测 AI 生成图像
arXiv
2603.01544
Published
Mar 2
Layer
Application layer
Setting
LLM applications
- DefensesDetection and filtering
- AttacksMalicious use
- ComponentGuardrails and judges
AbstractRA-Det 把扰动下特征漂移差变成检测信号，平均 ACC 高于表中通用检测器，但不是每行最高。
RA-Det 是合成图像检测器，用扰动下的表示稳定性差异代替外观痕迹。
Paper analysisRead analysis

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