MPIDetector: Detecting Multi-Modal Prompt Injection Via LLM-Based Reasoning

With the rapid integration of Multi-modal Large Language Models MLLMs into real-world applications, Prompt Injection PI has emerged as a critical security threat. Attackers can conceal malicious instructions within textual narratives or visual inputs to bypass safety alignment. Existing approache...