# data-attacks
7 artikelengetagd met “data-attacks”
Beoordeling van RAG- en data-aanvallen (beoordeling)
Assessment on RAG poisoning, embedding attacks, training data extraction, and membership inference.
Lab: geavanceerde RAG-poisoning
Hands-on lab for crafting documents that reliably get retrieved and influence RAG responses for specific target queries.
Lab: misbruik van chunking
Hands-on lab for crafting documents that split across chunks in ways that hide malicious content from chunk-level filtering while maintaining attack effectiveness.
Lab: fabricatie van bronvermeldingen
Hands-on lab for getting RAG systems to cite documents that don't exist or misattribute quotes to legitimate sources.
Lab: injection via RAG-metadata
Hands-on lab for exploiting metadata fields like titles, descriptions, and timestamps to manipulate RAG retrieval ranking and influence responses.
Lab: poisoning van de RAG-pijplijn
Hands-on lab for setting up a RAG pipeline with LlamaIndex, injecting malicious documents, testing retrieval poisoning, and measuring injection success rates.
Lab: re-ranking-aanvallen
Hands-on lab for manipulating the re-ranking stage of RAG pipelines to promote or suppress specific documents in retrieval results.