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Oct 12 · Monday

All papers

Found 118 papers

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MCP and skills25 Memory18 RAG21 Guardrails and judges17 Reasoning chains5 Permissions and sandboxing8 Vision8 Embeddings5 Multimodal8

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AttacksarXiv 2610.13886Oct 10
X-AgentRed: Red Teaming Personal Agents in Evolving Multi-Service Ecosystems
Propose X-AgentRed, which uses a tool dependency graph to red-team cross-service unauthorized harm in personal agents
arXiv
2610.13886
Published
Oct 10
Layer
Application layer
Setting
AI Agent
Evaluated models
Claude Opus 4.8, GPT-5.6 Sol, DeepSeek-V4-Pro and others4
- TechniqueAutomated search
Paper analysisRead analysis
AttacksarXiv 2610.12292Oct 9
The paper proposes an option channel attack: changing one option label can make an agent guardrail allow a prohibited operation
Proposing an option channel attack that renames option labels so that agent guardrails allow prohibited operations
arXiv
2610.12292
Published
Oct 9
Layer
Application layer
Setting
LLM applications
Attacker
Black-box
Evaluated models
LAYA-TD, LAYA-EN, LAYA-ML and others5
- AttacksDetection evasion
- ComponentGuardrails and judges
AbstractThe authors' evaluation indicates that typed models should not serve as final safety arbiters; they are susceptible to off-policy text and option name manipulation, and confidence filtering cannot resist attacks.
Paper analysisRead analysis
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 2610.10612Oct 7
PyCache Trap 利用 Python 缓存替换绕过七款 Agent Skill 扫描器
提出 PyCache Trap，用字节码缓存替换绕过 Agent 技能扫描器
arXiv
2610.10612
Published
Oct 7
Layer
Application layer
Setting
coding agent
Evaluated models
CISCO, HSS, AUDITOR and others8
- DefensesDetection and filtering
- AttacksDetection evasion
- TechniqueDefense-targeted
- ComponentMCP and skills
Abstract论文剖析智能体技能审查与执行脱节盲区，提出 PyCache Trap 攻击并构建基于可信复现的 EAV 防御。
这篇论文研究了智能体技能（Agent Skills）安全扫描中的“审查–执行脱节”问题，并提出了对应的攻击验证与防御方案。
Paper analysisRead analysis
AttacksarXiv 2610.09264Oct 7
研究者提出 PackHallu：经规则文件提示注入对编码 Agent 发起包幻觉攻击
提出 PackHallu，经规则文件提示注入诱导编码 Agent 换用攻击者指定包
arXiv
2610.09264
Published
Oct 7
Layer
Application layer
Setting
coding agent
Evaluated models
Qwen2.5-Coder-7B, Qwen3-Coder-30B, Devstral-Small-2-24B and others19
- AttacksPrompt injection
- TechniqueAutomated search
AbstractPackHallu 诱导规则文件换包。
PackHallu 研究一种针对编程智能体规则文件的提示注入：让智能体在本应使用合法依赖时，改导入攻击者指定并控制的包。
Paper analysisRead analysis
AttacksarXiv 2610.09240Oct 7
WebMirage hijacks visual web agents' browser operations with adversarial images
提出 WebMirage，用局部对抗图像劫持视觉网页 Agent 的浏览器操作
arXiv
2610.09240
Published
Oct 7
Layer
Application layer
Setting
web agent
Evaluated models
LLaVA-v1.5-13B, LLaVA-v1.6-34B, MiniCPM-o-8B and others6
- AttacksPrompt injection
- TechniqueGradient and representation optimization
- ComponentVision
Abstract论文提出了针对网络智能体的端到端视觉红队框架 WebMirage，揭示了从视觉定位到浏览器执行的安全脆弱性。
WebMirage 是一个面向视觉定位网络智能体的流水线感知端到端红队攻击框架。
Paper analysisRead analysis
AttacksarXiv 2610.08951Oct 7
ASPIRE：面向 LLM Agent 的开放式提示注入红队引擎
提出 ASPIRE 行为图搜索，开放式发现 Agent 提示注入漏洞
arXiv
2610.08951
Published
Oct 7
Layer
Application layer
Setting
AI Agent
Evaluated models
Gemini-3.7-Flash, DeepSeek-V4-Flash, Gemini-2.5-flash
- AttacksPrompt injection
- TechniqueAutomated search
AbstractASPIRE 把提示注入红队从载荷优化改成行为图引导的开放式漏洞发现。
ASPIRE 是给搭建方用的智能体提示注入红队引擎，目标是开放式画出可利用的行为路径，而不是在固定任务上打磨一条载荷。
Paper analysisRead analysis
AttacksarXiv 2610.08098Oct 6
CORSA：面向技能路由器的技能注入攻击可跨路由器与 LLM 迁移
提出 CORSA，按任务簇优化技能注入的检索与执行
arXiv
2610.08098
Published
Oct 6
Layer
Application layer
Setting
coding agent
Evaluated models
GPT-5.4, DeepSeek-V4-Pro, Qwen3.8-27B and others5
- AttacksPoisoning and backdoors
- TechniqueSelection manipulation
- ComponentMCP and skills
Paper analysisRead analysis
AttacksarXiv 2610.07645Oct 6
SkillPoison：用成功经验投毒自进化 Agent 的技能形成
提出 SkillPoison，用局部有效的成功经验诱导自进化 Agent 形成过度泛化技能
arXiv
2610.07645
Published
Oct 6
Layer
Application layer
Setting
AI Agent
Evaluated models
deepseek-v4-flash, Qwen V3.8 Flash, GPT-5.5
- AttacksPoisoning and backdoors
- TechniqueDormant triggers
- ComponentMemory
AbstractSkillPoison 通过局部有效且验证成功的经验诱导技能过度泛化，在多个评测基准上实现了持久的下游攻击影响。
SkillPoison 提出了一种针对自进化智能体经验到技能形成过程的攻击范式，通过组织已验证的成功经验诱导技能过度泛化。
Paper analysisRead analysis
AttacksarXiv 2610.05943Oct 5
CRIME 框架利用良性 Agent 技能组合诱发恶意行为
提出 CRIME 框架，组合良性 Agent 技能诱发恶意行为
arXiv
2610.05943
Published
Oct 5
Layer
Application layer
Setting
AI Agent
Evaluated models
DeepSeek-V4-Flash, GPT-4o-mini, GPT-4o and others6
- AttacksJailbreaks
- TechniqueAutomated search
- ComponentMCP and skills
Abstract良性技能经 DCA 或 ACA 组合后可产生恶意环境后果，单独审查对不上。
CRIME 把公共技能库中各自通过审查的技能配成两两组合，看联合执行能否实现指定恶意任务。。
Paper analysisRead analysis
AttacksarXiv 2610.05266Oct 4
论文披露主动式智能体的服务方间接提示注入攻击
提出服务方间接提示注入，把主动智能体的决策协助转向预选目标
arXiv
2610.05266
Published
Oct 4
Layer
Application layer
Setting
AI Agent
Evaluated models
GPT-5, Claude Opus 4.6, Gemini 3 Pro and others7
- AttacksPrompt injection
Abstract提供者侧间接注入用 T–B–S 把主动协助转向外部目标，并在三环境中提高模拟用户授权。
外部提供者只控制与自身目标关联的内容，就可以把良性主动个人智能体的协助转向该目标。
Paper analysisRead analysis
AttacksarXiv 2610.04985Oct 4
研究揭示 Jev 作为应用决策层的安全与隐私风险
评估应用决策层的输入注入与隐私推断风险
arXiv
2610.04985
Published
Oct 4
Layer
Application layer
Setting
LLM applications
Attacker
Black-box, Gray-box
Evaluated models
Jev, NanoJev
- AttacksPrompt injection
- TechniqueRole-play and persuasion
AbstractJev 的类型化决策可被输入与训练操纵，也会泄露信息，并同时支持检测与滥用。
Jev 是 TypeSafe 的 System One 模型，把应用 state 和固定问题变成 Choice、Noul 或 Score 的类型化决策与概率。作者用官方 API 和可改训练的 NanoJev，考察它作为决策层时的操纵、泄露与双重用途。
Paper analysisRead analysis
AttacksarXiv 2610.03857Oct 3
研究者提出 EviLLM 攻击：通过被入侵账号向 AI 代码生成流程注入漏洞
提出 EviLLM，经账户指令或插件向代码生成流程注入漏洞
arXiv
2610.03857
Published
Oct 3
Layer
Application layer
Setting
coding agent
Evaluated models
GPT-4o, Llama 3.2 (3B)
- AttacksPrompt injection
- TechniqueDefense-targeted
Paper analysisRead analysis
AttacksarXiv 2610.02432Oct 2
论文提出 LLM 输入扰动鲁棒性度量，并发布 ASA 攻击与 AttestMCP 防护
提出 ASA 与 AttestMCP，度量并降低 LLM 对输入序列扰动的敏感
arXiv
2610.02432
Published
Oct 2
Layer
Application layer
Setting
LLM applications, AI Agent
Attacker
Black-box
Evaluated models
Gemma-3-27B-Instruct, Gemma-3-4B-Instruct, Llama-3.2-3B-Instruct and others12
- DefensesDetection and filtering
- AttacksDetection evasion
- ComponentGuardrails and judges
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
AttacksarXiv 2610.01564Oct 1
APEX 用跨技能链劫持 LLM Agent
提出 APEX，用跨技能进度记录夹带虚假授权劫持 Agent
arXiv
2610.01564
Published
Oct 1
Layer
Application layer
Setting
AI Agent
Evaluated models
Claude Sonnet 5, DeepSeek V4 Flash, GPT-5.4 and others6
- AttacksPrompt injection
- TechniqueAutomated search
- ComponentMCP and skills
Paper analysisRead analysis
AttacksarXiv 2610.00430Oct 1
Memetic Trojans：利用社交传染在 LLM Agent 网络中传播对抗载荷
提出 memetic trojans，借助社交传染在 Agent 网络中传播对抗载荷
arXiv
2610.00430
Published
Oct 1
Layer
Application layer
Setting
Multi-agent systems
Evaluated models
gpt-oss-120B, deepseek-v4.1-flash, qwen-32B and others5
- AttacksPoisoning and backdoors
- ComponentMCP and skills
Abstractmemetic trojans 用内生社会传染携带载荷。
Memetic trojans 是一类网络介导攻击：对抗载荷搭在智能体本来就会转发和点赞的内容上扩散，转发者不必被攻陷，也不必执行“请继续复制”的指令。
Paper analysisRead analysis
AttacksarXiv 2609.39607Sep 30
Pretext 攻击绕过 NVIDIA SkillSpector 等 Agent 技能扫描器
提出 PRETEXT 攻击，迭代改写技能文本绕过技能扫描器并让 Agent 执行木马
arXiv
2609.39607
Published
Sep 30
Layer
Application layer
Setting
AI Agent
Attacker
White-box
Evaluated models
glm (z-ai/glm-5.1), qwen3t (qwen/qwen3-235b-a22b-thinking-2507), gpt-oss (openai/gpt-oss-120b)
- AttacksDetection evasion
- TechniqueAutomated search
- ComponentMCP and skills
Abstract论文提出了针对多阶段技能检测器的白盒攻击，揭示了单纯依赖大模型自适应检测的局限。
PRETEXT 是一项针对基于“静态规则加语义大模型”的智能体技能安全检测框架的白盒攻击与协同进化评估研究。
Paper analysisRead analysis
AttacksarXiv 2609.39352Sep 30
研究者提出解耦铺垫与执行的 LLM Agent 技能投毒攻击
提出 CoordPoison，解耦技能投毒的借口与动作
arXiv
2609.39352
Published
Sep 30
Layer
Application layer
Setting
coding agent
Evaluated models
DeepSeek-V4-Flash, GLM-5.3-Flash, Claude-Sonnet-4.6 and others5
- AttacksPoisoning and backdoors
- TechniqueAutomated search
- ComponentMCP and skills
AbstractCoordPoison 外置借口。
CoordPoison 是一种 Skill 供应链投毒方法，把“为何执行”和“执行什么”拆到两个 Skill。。
Paper analysisRead analysis
AttacksarXiv 2609.39065Sep 30
TrustProbe finds 104 skill trust chain vulnerabilities in 11 open-source agents
提出 TrustProbe，挖掘技能智能体中不可信 skill 到特权操作的信任链漏洞
arXiv
2609.39065
Published
Sep 30
Layer
Application layer
Setting
AI Agent
Evaluated models
OpenClaw, OpenCode, Hermes Agent and others11
- AttacksPoisoning and backdoors
- TechniqueDormant triggers
- ComponentMCP and skills
Paper analysisRead analysis

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Layer

System component

X-AgentRed: Red Teaming Personal Agents in Evolving Multi-Service Ecosystems

The paper proposes an option channel attack: changing one option label can make an agent guardrail allow a prohibited operation

A Fudan team measures the citation fragility of AI search: ordinary posts can enter citations and answer text

PyCache Trap 利用 Python 缓存替换绕过七款 Agent Skill 扫描器

研究者提出 PackHallu：经规则文件提示注入对编码 Agent 发起包幻觉攻击

WebMirage hijacks visual web agents' browser operations with adversarial images

ASPIRE：面向 LLM Agent 的开放式提示注入红队引擎

CORSA：面向技能路由器的技能注入攻击可跨路由器与 LLM 迁移

SkillPoison：用成功经验投毒自进化 Agent 的技能形成

CRIME 框架利用良性 Agent 技能组合诱发恶意行为

论文披露主动式智能体的服务方间接提示注入攻击

研究揭示 Jev 作为应用决策层的安全与隐私风险

研究者提出 EviLLM 攻击：通过被入侵账号向 AI 代码生成流程注入漏洞

论文提出 LLM 输入扰动鲁棒性度量，并发布 ASA 攻击与 AttestMCP 防护

HDI 攻击：篡改 GraphRAG 辅助结构可致 88–94% 攻击成功率

APEX 用跨技能链劫持 LLM Agent

Memetic Trojans：利用社交传染在 LLM Agent 网络中传播对抗载荷

Pretext 攻击绕过 NVIDIA SkillSpector 等 Agent 技能扫描器

研究者提出解耦铺垫与执行的 LLM Agent 技能投毒攻击

TrustProbe finds 104 skill trust chain vulnerabilities in 11 open-source agents