A Survey on Agentic Security: Applications, Threats and Defenses

Published: 01 Mar 2026, Last Modified: 24 Apr 2026ICLR 2026 AIWILDEveryoneRevisionsCC BY 4.0
Keywords: Agents, cybersecurity, LLM security, threats, applications, defenses, survey on agents, agentic security
Abstract: In this work we present the first holistic survey of the agentic security landscape, structuring the field around three fundamental pillars: Applications, Threats, and Defenses. We provide a comprehensive taxonomy of over 160 papers, explaining how agents are used in downstream cybersecurity applications, inherent threats to agentic systems, and countermeasures designed to protect them. A detailed cross-cutting analysis shows emerging trends in agent architecture while revealing critical research gaps in model, modality and benchmark coverage.
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PDF: pdf
Submission Number: 34
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