Papers
arxiv:2510.06445

A Survey on Agentic Security: Applications, Threats and Defenses

Published on Oct 7, 2025
Authors:
,
,
,
,

Abstract

A survey of the security landscape for autonomous LLM-agents, covering applications, threats, and defenses, identifies trends and research gaps in agent architecture and modality.

AI-generated summary

The rapid shift from passive LLMs to autonomous LLM-agents marks a new paradigm in cybersecurity. While these agents can act as powerful tools for both offensive and defensive operations, the very agentic context introduces a new class of inherent security risks. In this work we present the first holistic survey of the agentic security landscape, structuring the field around three interdependent pillars: Applications, Threats, and Defenses. We provide a comprehensive taxonomy of over 150 papers, explaining how agents are used, the vulnerabilities they possess, and the countermeasures designed to protect them. A detailed cross-cutting analysis shows emerging trends in agent architecture while revealing critical research gaps in model and modality coverage.

Community

Sign up or log in to comment

Get this paper in your agent:

hf papers read 2510.06445
Don't have the latest CLI?
curl -LsSf https://hf.co/cli/install.sh | bash

Models citing this paper 0

No model linking this paper

Cite arxiv.org/abs/2510.06445 in a model README.md to link it from this page.

Datasets citing this paper 0

No dataset linking this paper

Cite arxiv.org/abs/2510.06445 in a dataset README.md to link it from this page.

Spaces citing this paper 0

No Space linking this paper

Cite arxiv.org/abs/2510.06445 in a Space README.md to link it from this page.

Collections including this paper 1