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Oct 12 · Monday

All papers

Found 5 papers
Filter5

Attack type

Prompt injection4Poisoning and backdoors3

Defense type

Detection and filtering5Permissions and approval3Monitoring and auditing0

Impact

Output manipulation4

System type

LLM applications4

Attack surface / entry point

User input36Web pages and interfaces13Documents and messages15Tool responses26Tool and skill descriptions13Code repositories and dependencies3Retrieval corpus5Memory writes4Inter-agent messages3Images, audio and video9Weights and gradients3Distribution channels10

Layer

Model layer0Application layer5

System component

RAG3Guardrails and judges3
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Defense type：Detection and filteringDefense type：Monitoring and auditingAttack surface / entry point：Retrieval corpusLayer：Model layerLayer：Application layerClear all

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

  3. Evaluation and benchmarksarXiv 2609.02316

    Counter-GEO-Bench：现有护栏难挡 GEO 虚假信息

    构建 COUNTER-GEO-BENCH，评测生成式搜索中的 GEO 虚假信息防御

    arXiv
    2609.02316
    Published
    Layer
    Application layer
    Setting
    LLM applications
    Evaluated models
    Gemma-4-31B-IT, Qwen-3.5-35B-A3B, Llama-4-Scout-17B-16E and others8

    Abstract论文构建了针对 GEO 虚假信息的首个防御基准，揭示通用护栏的失效与反作用，并提出了有效的轻量对比检测基线。

    Paper analysisRead analysis
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