Louai Zahran

Hidden No More: Attacking and Defending Private Third-Party LLM Inference

Recent advances in Large Language Models (LLMs) have led to widespread adoption of third-party inference services, raising critical privacy concerns. In this work, we introduce a novel reconstruction technique that can recover original prompts from hidden states with nearly perfect accuracy across m…