Zheli Liu

Traceback of Poisoning Attacks to Retrieval-Augmented Generation

2025 · arXiv (Cornell University)

Large language models (LLMs) integrated with retrieval-augmented generation (RAG) systems improve accuracy by leveraging external knowledge sources. However, recent research has revealed RAG's susceptibility to poisoning attacks, where the attacker injects poisoned texts into the …