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Oct 12 · Monday

All papers

Found 6 papers

Filter4

Attack type

Attack technique

Gradient and representation optimization6 Automated search26 Multi-turn escalation3 Encoding and obfuscation7 Conversation structure manipulation3 Defense-targeted4 Dormant triggers9 Selection manipulation3

Impact

Output manipulation4

System type

AI Agent3

Attack surface / entry point

User input16 Tool responses3 Tool and skill descriptions11 Retrieval corpus3 Distribution channels9

Layer

Application layer5

Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 232papers have no tags yet and are not included in filtered results.

Attack technique：Conversation structure manipulation Attack technique：Selection manipulation Attack surface / entry point：Tool responses Attack surface / entry point：Retrieval corpus Clear all

Another 232papers do not have category tags yet and are not included in filtered results.

AttacksarXiv 2609.27542Sep 23
Researchers use control token injection to delete gpt-oss-20b's reasoning chain and bypass chain-of-thought monitoring
提出控制标记注入，清空工具 Agent 的思维链以绕过推理监控
arXiv
2609.27542
Published
Sep 23
Layer
Application layer
Setting
AI Agent
Evaluated models
openai/gpt-oss-20b, google/gemma-4-26B-A4B-it, deepseek-ai/DeepSeek-R1-Distill-Qwen-7B and others4
- AttacksPrompt injection
- TechniqueConversation structure manipulation
- ComponentReasoning chains
Abstract论文阐明控制标记注入可抑制 CoT 使监控失效并促成拒绝绕过，且工具执行受解析器宽容度影响。
Paper analysisRead analysis
AttacksarXiv 2609.26761Sep 23
A2M: A two-stage agent hijacking framework targeting the MCP ecosystem
提出两阶段框架 A2M，优化 MCP 工具元数据与返回载荷以劫持 Agent
arXiv
2609.26761
Published
Sep 23
Layer
Application layer
Setting
AI Agent
Evaluated models
GLM-4.6, Qwen3-Max, DeepSeek-V3.1 and others5
- AttacksPrompt injection
- TechniqueAutomated search
- ComponentMCP and skills
Paper analysisRead analysis
AttacksarXiv 2607.14493Jul 16
LogInject 框架披露 LLM 日志分析中的被动提示注入
提出 LogInject 框架，评测日志分析中的被动提示注入及缓解
arXiv
2607.14493
Published
Jul 16
Layer
Application layer
Setting
LLM applications
Evaluated models
GPT-4o, Claude 3.5 Sonnet, Llama-3-70B-Instruct
- AttacksPrompt injection
- TechniqueEncoding and obfuscation
- ComponentGuardrails and judges
Abstract论文评估了 LLM 日志分析中的上下文污染风险，提出分片拼接等攻击与三层防御，指出必须结合架构隔离与人工介入。
Paper analysisRead analysis
AttacksarXiv 2607.00481Jul 1
研究者提出 SMT 框架，通过模拟审核轨迹越狱函数调用 LLM
提出 SMT 框架，用模拟审核轨迹越狱函数调用 LLM
arXiv
2607.00481
Published
Jul 1
Layer
Prompt layer
Setting
Models and APIs
Attacker
Black-box, White-box
Evaluated models
GPT-4o, GPT-5.4, Qwen3-Max and others7
- AttacksJailbreaks
- TechniqueMulti-turn escalation
Paper analysisRead analysis
AttacksarXiv 2607.00422Jul 1
KidnapRAG：黑盒投毒攻击劫持 Agentic RAG 的推理链
提出 KidnapRAG，用投毒文档黑盒劫持 Agentic RAG 的推理链
arXiv
2607.00422
Published
Jul 1
Layer
Application layer
Setting
AI Agent
Evaluated models
Qwen2.5-32B-Instruct, Llama-3.3-70B-Instruct, QwQ-32B and others5
- AttacksPoisoning and backdoors
- TechniqueSelection manipulation
- ComponentReasoning chains
Abstract顺序投毒可把多步推理拖向指定应答，作者称关键在持续引导而非单次注入。
KidnapRAG 是针对 Agentic RAG 的 black-box 语料投毒：攻击者不能访问模型、提示词、检索器或私有轨迹，只能发布可能被检索的文档，并利用公开界面上的推理与搜索查询。
Paper analysisRead analysis
AttacksarXiv 2603.25164Mar 26
PIDP-Attack: Combining Prompt Injection and Database Poisoning to Attack RAG Systems
Proposes PIDP-Attack, which manipulates RAG answers using query suffixes and corpus poisoning
arXiv
2603.25164
Published
Mar 26
Layer
Application layer
Setting
LLM applications
Evaluated models
qwen/qwen2.5-7b-instruct, qwen/qwen2-7b-instruct, meta/llama-3.1-8b-instruct and others8
- AttacksPrompt injection
- TechniqueSelection manipulation
- ComponentRAG
Paper analysisRead analysis

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All papers

Attack type

Attack technique

Impact

System type

Attack surface / entry point

Layer

Researchers use control token injection to delete gpt-oss-20b's reasoning chain and bypass chain-of-thought monitoring

A2M: A two-stage agent hijacking framework targeting the MCP ecosystem

LogInject 框架披露 LLM 日志分析中的被动提示注入

研究者提出 SMT 框架，通过模拟审核轨迹越狱函数调用 LLM

KidnapRAG：黑盒投毒攻击劫持 Agentic RAG 的推理链

PIDP-Attack: Combining Prompt Injection and Database Poisoning to Attack RAG Systems