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arXiv cs.AI· Mihai Christodorescu, Earlence Fernandes, Ashish Hooda, Somesh Jha, Johann Rehberger, Kamalika Chaudhuri, Xiaohan Fu, Khawaja Shams, Guy Amir, Jihye Choi, Sarthak Choudhary, Nils Palumbo, Andrey Labunets, Nishit V. Pandya·· 11 小时前AI 评分55

论文主张智能体安全应作为系统问题处理

Agent Security is a Systems Problem

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这篇被 NeurIPS 2026 接收为 Oral 的论文提出,智能体安全必须作为系统问题处理,把驱动智能体的 AI 模型视为不可信组件,并在系统层强制安全不变量。作者认为仅靠提升模型鲁棒性并不充分,还需结合系统安全领域的技术;论文分析了 11 起针对智能体的真实攻击,讨论这些系统原则若落地能否阻止攻击,并指出实现这些原则面临的研究挑战。

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Authors:Mihai Christodorescu, Earlence Fernandes, Ashish Hooda, Somesh Jha, Johann Rehberger, Kamalika Chaudhuri, Xiaohan Fu, Khawaja Shams, Guy Amir, Jihye Choi, Sarthak Choudhary, Nils Palumbo, Andrey Labunets, Nishit V. Pandya

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Abstract:We take the position that agent security must be approached as a systems problem: the AI model powering the agent must be treated as an untrusted component, and security invariants must be enforced at the system level. Through this lens, efforts to increase model robustness (the dominant viewpoint in the community) are insufficient on their own. Instead, we must complement existing efforts with techniques from the systems security domain. Based on our experience as cybersecurity researchers in operating systems, networks, formal methods, and adversarial machine learning, we articulate a set of core principles, grounded in decades of systems security research, that provide a foundation for designing agentic systems with predictable guarantees. As evidence, we analyze eleven representative real-world attacks on agents and discuss how systems principles, if realized, could have prevented these attacks. We also identify the research challenges that stand in the way of implementing these principles in agents.
Comments: Accepted to NeurIPS 2026 (Oral Presentation)
Subjects: Cryptography and Security (cs.CR); Artificial Intelligence (cs.AI)
Cite as: arXiv:2605.18991 [cs.CR]
  (or arXiv:2605.18991v3 [cs.CR] for this version)
  https://doi.org/10.48550/arXiv.2605.18991

arXiv-issued DOI via DataCite

Submission history

From: Nils Palumbo [view email]
[v1] Mon, 18 May 2026 18:11:17 UTC (9,744 KB)
[v2] Wed, 20 May 2026 17:25:38 UTC (9,744 KB)
[v3] Wed, 4 Nov 2026 00:02:12 UTC (9,749 KB)

来源:arXiv cs.AI · arxiv.org