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Tricking Retrievers with Influential Tokens: An Efficient Black-Box Corpus Poisoning Attack

  • Retrieval-augmented generation (RAG) systems, which incorporate external knowledge, are vulnerable to corpus poisoning attacks.
  • Existing methods for crafting adversarial passages are slow and computationally expensive.
  • A new method called Dynamic Importance-Guided Genetic Algorithm (DIGA) is proposed to efficiently generate adversarial passages.
  • DIGA achieves superior efficiency and scalability, with comparable or better attack success rates.

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