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arxiv_cs_ai ยท Jun 12, 2026 ยท paper

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From Shield to Target: Denial-of-Service Attacks on LLM-Based Agent Guardrails

arxiv.orgJun 12, 2026
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LLM-based guardrails have emerged as a highly effective defense against prompt injection and jailbreak attacks in autonomous agents. However, we reveal that the very reasoning and task-following capabilities enabling...

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