Pengfei Zhang
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2026
The Invitation Trap: Proactive Availability Backdoor in LLMs via Conversational Induction
The paper introduces the Proactive Availability Backdoor (PAB), a novel social engineering attack that weaponizes LLM helpfulness to proactively trap users into executing malicious queries, achieving a high attack success rate of 73.1%.
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