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Xue-Yang Tang

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#artificial intelligence Preprint Sep 2026

Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks

As Large Language Model (LLM) agents are increasingly deployed in complex environments, multi-turn interaction attacks have become a significant security challenge. Existing detection methods typically rely on historical context. However, this retrospective logic struggles to identify deep malicious intents that are sp...

Ze-Zhong Wang, Xue-Yang Tang, Rui Lian et al. · 1 citation

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