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AttacksarXiv 2610.11932Oct 8
A Fudan team measures the citation fragility of AI search: ordinary posts can enter citations and answer text
Measures citation fragility in AI search, demonstrating that ordinary public posts can enter citations and answers.
arXiv
2610.11932
Published
Oct 8
Layer
Application layer
Setting
LLM applications
Evaluated models
Grok, Doubao, ChatGPT and others10
- AttacksPoisoning and backdoors
- ComponentRAG
AbstractThe authors claim the paper quantifies vulnerabilities in AI search caused by citation preferences and low posting thresholds; tests show public web posts can penetrate AI citations, and they call for auditing the citation supply chain.
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 2610.08791Oct 7
研究者发布视频世界模型物理一致性基准 World Models' Last Exam in Physics
提出 World Models' Last Exam 评测视频物理一致性
arXiv
2610.08791
Published
Oct 7
Layer
Model layer
Setting
Models and APIs
Evaluated models
Seedance-2.5, MiniMax-H3, Cosmos3-Super and others8
- ComponentImage generation
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.08571Oct 6
RAG-PIBench：可信 RAG 系统中提示注入检测的泄漏感知基准
提出 RAG-PIBench，评测 RAG 上下文中提示注入检测器
arXiv
2610.08571
Published
Oct 6
Layer
Application layer
Setting
LLM applications
Evaluated models
DistilBERT-base-uncased, DeBERTa-v3-base, MiniLM
- DefensesDetection and filtering
- AttacksPrompt injection
- ComponentRAG
Paper analysisRead analysis
Analysis and theoryarXiv 2610.08178Oct 6
研究给出潜空间图像水印的鲁棒性上限理论分析
分析潜空间图像水印对像素扰动的内在鲁棒性上限
arXiv
2610.08178
Published
Oct 6
Layer
Model layer
Setting
Models and APIs
Evaluated models
Stable Diffusion v2-1
- DefensesWatermarking and provenance
- ComponentImage generation
Abstract作者称当前潜空间水印在低 FPR 下受扩张映射与分布偏移的限制。
Paper analysisRead analysis
DefensesarXiv 2610.07276Oct 6
SAFESHIELD：小语言模型部署时安全的决策组织框架
提出 SAFESHIELD，组织小语言模型部署时的安全决策
arXiv
2610.07276
Published
Oct 6
Layer
Application layer
Setting
LLM applications
Evaluated models
Qwen3-4B-Instruct
- AttacksJailbreaks
- RiskHallucination and fabrication
- ComponentRAG
AbstractSAFESHIELD 用可审计决策轨迹组织 SLM 部署时的四项安全决策，并报告协调依赖影响端到端结果。
SAFESHIELD 是面向小语言模型的部署时安全框架，把运行时安全从单项审核改写成可检查的决策过程。
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.06503Oct 5
研究评测五款开源文生图模型的有害内容生成与审核缺口
评测文生图模型的有害内容生成能力与审核检测缺口
arXiv
2610.06503
Published
Oct 5
Layer
Model layer
Setting
Models and APIs
Evaluated models
SDXL, Stable Diffusion 3.5 Large, FLUX.1-dev and others12
- DefensesDetection and filtering
- AttacksMalicious use
- ComponentImage generation
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
DefensesarXiv 2610.05826Oct 5
研究者提出临时可见性协议，限制持续摄入 RAG 向量库的投毒暴露
提出临时可见性协议，限制持续摄入 RAG 向量库的投毒暴露
arXiv
2610.05826
Published
Oct 5
Layer
Application layer
Setting
LLM applications
- DefensesInstruction–data separation
- AttacksPoisoning and backdoors
- ComponentRAG
Abstract用截止期限制未核验可见时长。
这篇工作给持续摄入的 RAG 向量库一个失败关闭的临时可见性协议，把协议能限制的未核验暴露和依赖检测器的中毒暴露分开。
Paper analysisRead analysis
AttacksarXiv 2610.05601Oct 5
Tracer 框架可从遗忘后的扩散模型中识别被擦除概念
提出 TRACER，从权重差识别扩散模型被擦除概念
arXiv
2610.05601
Published
Oct 5
Layer
Model layer
Setting
Models and APIs
Attacker
White-box
Evaluated models
Stable Diffusion v1.5, Stable Diffusion 3, FLUX.1 and others5
- AttacksExtraction and theft
- ComponentImage generation
AbstractTRACER 用权重足迹识别未披露擦除概念并估计个数，作者称数秒内完成且准确率高于对照。
TRACER 针对的是遗忘扩散模型上的目标识别：提供者从公开基座 W 用已发表方法擦掉未知集合 S⋆，只发布 W′。攻击者还有假定包含这些概念的词表，但不知擦了谁、擦了几个、用了什么算法。
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.05586Oct 5
AgentDoxx：联网搜索 Agent 对匿名访谈文本的再识别评测
构建 AGENTDOXX 基准，评测联网搜索 Agent 对匿名访谈的再识别
arXiv
2610.05586
Published
Oct 5
Layer
Application layer
Setting
web agent
Evaluated models
GPT-5.6 Terra, GPT-5 Mini, GPT-4.1 Mini and others10
- AttacksMalicious use
- ComponentRAG
Abstract论文提出了已知身份的重识别基准 AGENTDOXX，揭示搜索与记忆双重风险及现有防御在检索轨迹中的泄露漏洞。
Paper analysisRead analysis
Analysis and theoryarXiv 2610.04888Oct 4
研究：事实核查评测可能混入声明时不可知的未来证据
测量事实核查评测混入的时序证据与参数泄漏
arXiv
2610.04888
Published
Oct 4
Layer
Application layer
Setting
LLM applications
Evaluated models
Qwen3-14B, phi-4
- ComponentRAG
Abstract两条后见通道会抬高事实核查分数。
作者量的是 LLM 事实核查分数里，有多少来自 claim 当时还不可知的信息。通道有两条：预训练记住的结局，以及检索到的、写于 claim 之后的文档。
Paper analysisRead analysis
Analysis and theoryarXiv 2610.04860Oct 4
Research reveals that text watermarks induce model hallucinations and proposes two mitigation interventions
分析文本水印在 RAG 中诱发事实幻觉的机制并提出干预
arXiv
2610.04860
Published
Oct 4
Layer
Model layer
Setting
LLM applications
Evaluated models
LLaMA 3.1 8B Instruct, Mistral-7B-Instruct-v0.3, Qwen2.5-14B-Instruct
- DefensesInference-time intervention
- RiskHallucination and fabrication
- ComponentRAG
Abstract论文揭示了生产环境文本水印导致模型事实退化的失效模式，分析了解码机制并提出针对性干预。
论文研究生产级文本水印对大语言模型事实准确性的影响，分析了水印诱发幻觉的失效模式并评估了针对性缓解方案。
Paper analysisRead analysis
Evaluation and benchmarksarXiv 2610.04691Oct 4
RAGStress：评测知识库退化下 RAG 鲁棒性的受控基准
提出 RAGStress 受控基准，评测知识库退化下的 RAG
arXiv
2610.04691
Published
Oct 4
Layer
Application layer
Setting
LLM applications
Evaluated models
Claude Sonnet 4, Claude Opus 4.6, DeepSeek R1 and others5
- ComponentRAG
Abstract作者用 RAGStress 比较五系统。
RAGStress 是知识库损坏下的 RAG 受控压力测试。作者明确不把它当作模型排行榜。
Paper analysisRead analysis
InterpretabilityarXiv 2610.06945Oct 3
超越线性表征假设：KANSteer 用非线性激活引导文本到图像模型
提出 KANSteer，用非线性激活引导拟合文生图有序概念轨迹
arXiv
2610.06945
Published
Oct 3
Layer
Model layer
Setting
Models and APIs
Evaluated models
FLUX.1-schnell, FLUX.1-dev
- ComponentImage generation
AbstractKANSteer 用曲线替代固定方向。
KANSteer 研究文生图扩散模型里，有序视觉概念能否沿单一激活方向被遍历，并改用一维曲线做 steering。
Paper analysisRead analysis
AttacksarXiv 2610.02373Oct 2
HDI 攻击：篡改 GraphRAG 辅助结构可致 88–94% 攻击成功率
提出 HDI 攻击以篡改 GraphRAG 辅助结构破坏检索
arXiv
2610.02373
Published
Oct 2
Layer
Application layer
Setting
LLM applications
Evaluated models
Microsoft GraphRAG, HippoRAG2
- AttacksPoisoning and backdoors
- ComponentRAG
Abstract论文形式化了 GraphRAG 辅助模式级实体攻击面，提出 HDI 攻击并验证其攻击效果。
Paper analysisRead analysis
DefensesarXiv 2610.01969Oct 2
RASteer：面向扩散模型概念擦除的保留感知激活引导方法
提出 RASteer，推理时按保留子空间校正激活以擦除文生图目标概念
arXiv
2610.01969
Published
Oct 2
Layer
Model layer
Setting
Models and APIs
Evaluated models
Stable Diffusion v1.4, Stable Diffusion v1.5, Stable Diffusion v2.1 and others4
- DefensesInference-time intervention
- ComponentImage generation
AbstractRASteer 用保留子空间校正擦除方向，在固定权重下同时压低目标并保住保留概念。
Retain-aware Activation Steering（RASteer） 是一种不改权重的推理时概念擦除方法，用于文生图扩散模型去掉指定概念并减少对保留概念的误伤。
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
Evaluation and benchmarksarXiv 2610.01218Oct 1
AGO AI Quality Gate：面向 RAG 的证据优先发布决策框架
提出面向 RAG 的证据优先发布框架 AGO，并评测评审 adherence 判别
arXiv
2610.01218
Published
Oct 1
Layer
Application layer
Setting
LLM applications
Evaluated models
gpt-4o, gpt-4.1-nano
- ComponentGuardrails and judges
AbstractAGO 把缺失证据和评审误差写成显式发布状态，并要求按领域验证评审。
AGO 是部署在企业 RAG 评估业务中的自托管发布门控，用来决定一个版本应放行、人工复核还是拦截。
Paper analysisRead analysis
DefensesarXiv 2610.00780Oct 1
TAILOR：面向图像水印的组合方案定制框架
提出 TAILOR，按请求组合图像水印以满足抗攻击与画质延迟规格
arXiv
2610.00780
Published
Oct 1
Layer
Model layer
Setting
Models and APIs
- DefensesWatermarking and provenance
- AttacksDetection evasion
- ComponentImage generation
Paper analysisRead analysis

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