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Oct 12 · Monday

All papers

Found 5 papers
Filter4

Attack type

Prompt injection3

Impact

Oversight failure3

System type

AI Agent4

Attack surface / entry point

User input22Web pages and interfaces5Documents and messages7Tool responses14Tool and skill descriptions7Code repositories and dependencies1Inter-agent messages2Distribution channels5Inference services and hardware2

Layer

Application layer4

System component

MCP and skills7Memory7Guardrails and judges7Monitors5Reasoning chains4Permissions and sandboxing14
Select any value within a category; different categories must all match. Counts include the other filters you have selected.Another 233papers have no tags yet and are not included in filtered results.
Attack surface / entry point：Code repositories and dependenciesAttack surface / entry point：Inter-agent messagesAttack surface / entry point：Inference services and hardwareSystem component：MonitorsClear all

Another 233papers do not have category tags yet and are not included in filtered results.

  1. DefensesarXiv 2609.35659

    Tracekit：面向自主编码 Agent 的防篡改意图-推理-动作审计系统

    提出 Tracekit，审计编码 Agent 的意图、推理与动作并检测账本篡改

    arXiv
    2609.35659
    Published
    Layer
    Application layer
    Setting
    coding agent
    Evaluated models
    Claude Code (claude -p, version 2.1), 独立评审（同一 CLI，无工具）
    AbstractTracekit 把意图、自述和动作写入可锚定的哈希链。

    Tracekit 是无第三方依赖的编码智能体审计层：把人类请求、模型自述和已执行动作并排写入可外部锚定的哈希链，执行前用正则门，事后用规则和独立模型互查。

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  2. Evaluation and benchmarksarXiv 2609.33102

    ORBIT：基于 UK AISI Inspect 的多智能体安全评测框架

    提出 ORBIT 框架，评测多智能体防御对合谋等威胁的效果

    arXiv
    2609.33102
    Published
    Layer
    Application layer
    Setting
    Multi-agent systems
    Evaluated models
    GPT-5.4, Claude Sonnet 4.6, Qwen3-235B and others5

    AbstractORBIT 用六层配置比较多智能体防御，逐动作监控不迁移到合谋。

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  3. DefensesarXiv 2609.01931

    Agent Flight Recorder：为长时程工具调用智能体提供链上锚定的防篡改审计追踪

    提出 Agent Flight Recorder，为长时程工具智能体构建链上锚定的防篡改审计追踪

    arXiv
    2609.01931
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Abstract语义事件加哈希链、Merkle 与链上锚定，用来在争议中核验长程智能体的动作序列。

    Agent Flight Recorder 把长程工具智能体的动作收成可被第三方独立核验的审计记录，面向运营方本身可能改写历史的争议。

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  4. AttacksarXiv 2605.30040

    研究揭示 LLM 按 token 计费可被服务商系统性虚报

    构造可通过计费审计的 token 虚报，使服务商系统性超收

    arXiv
    2605.30040
    Published
    Layer
    Infrastructure layer
    Setting
    Models and APIs
    Evaluated models
    PALACE domain-adapted auditor
    Abstract不诚实提供方可在三种 token 审计上虚报并通过检查，作者认为需改用提供方不控制的证据。

    不透明 LLM 的按 token 计费里，现有审计核验的是提供方可控的证据，不诚实提供方可以虚报并通过检查。。

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  5. DefensesarXiv 2505.23559

    SafeScientist：让 LLM 智能体的科学发现具备风险意识

    提出 SafeScientist 四层监控，阻止科研智能体执行高风险或不伦理任务

    arXiv
    2505.23559
    Published
    Layer
    Application layer
    Setting
    science agent, Multi-agent systems
    Evaluated models
    GPT-4o, GPT-4.1, GPT-3.5-turbo and others5
    Abstract四层监控加科研安全基准。

    SafeScientist 是带四层监控的科研智能体框架，并用 SciSafetyBench 评测科学场景中的任务安全。

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