SIREN (Luring LLMs onto the Rocks): PAIR-Driven Preference Manipulation in Web-RAG Recommenders
arXiv 2607.21951•948786ebe6ebc46dbf387a3996cd4cb06ef180b5cdad4bdbd0a823eab5d574c7
AI safetyLLM securityadversarial machine learningcontent poisoningconversational searchinformation retrievalmultilingual rerankingprompt injectionranking manipulationrecommendation manipulationrecommender systemsretrieval poisoningweb-RAG
Paper metadata
- arXiv ID
- 2607.21951
- Version
- Not specified by this published record
- Category
- Computer Science — Information Retrieval (cs.IR)
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Evidence and limitations
- Source ID
- arxiv_cs_ir
- Record identifier
- 948786ebe6ebc46dbf387a3996cd4cb06ef180b5cdad4bdbd0a823eab5d574c7
- Enrichment time
- 2026-07-27T08:52:12Z
- AI-assisted enrichment
- Yes
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