Sarthak Choudhary

Through the Stealth Lens: Attention-Aware Defenses Against Poisoning in RAG

Retrieval-augmented generation (RAG) systems are vulnerable to attacks that inject poisoned passages into the retrieved context, even at low corruption rates. We show that existing attacks are not designed to be stealthy, allowing reliable detection and mitigation. We formalize a distinguishability-…