2026
Speculative Safety Honeypot: Toward Proactive Defense Against Multi-turn Agent Attacks
ICML 2026poster
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…