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Woo-Jin Lee

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Preprint Aug 2026

Will the User Ever Know? Covert Indirect Prompt Injection Attacks on Tool-Using LLM Agents

As LLM agents take real-world actions through tools, indirect prompt injection (IPI) has emerged as a serious threat. The standard metric, Attack Success Rate (ASR), counts whether an injection succeeds but ignores what the user notices in the agent's final response. Looking at successful injection traces, we find two...

Yunseok Lee, Yunji Kim, Woo-Jin Lee · 0 citations

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