arXiv:2410.14728cs.CRcs.AI2024-10被引 30

探究具备数据库直连能力的智能体系统面临的安全与隐私风险

Security Threats in Agentic AI System

  • 分析智能体直接访问数据库引发的泄露风险
  • 指出自主性增强使绕过安全机制成为现实威胁
  • 适合关注AI安全与数据保护的研究者和开发者

本研究探讨了具备直接访问数据库系统的智能体人工智能系统所面临的隐私与安全威胁。此类访问引入了重大风险,包括未经授权获取敏感信息、系统漏洞被利用,以及个人或机密数据被滥用。人工智能系统本身的复杂性及其处理和分析大量数据的能力,增加了数据泄露或被攻破的可能性,这些可能源于无意行为或对抗性操纵。随着智能体自主性提升,其绕过或利用安全措施的能力日益增强,凸显出在智能体系统中解决这些关键漏洞的紧迫性。

原文摘要 · Abstract (English)

This research paper explores the privacy and security threats posed to an Agentic AI system with direct access to database systems. Such access introduces significant risks, including unauthorized retrieval of sensitive information, potential exploitation of system vulnerabilities, and misuse of personal or confidential data. The complexity of AI systems combined with their ability to process and analyze large volumes of data increases the chances of data leaks or breaches, which could occur unintentionally or through adversarial manipulation. Furthermore, as AI agents evolve with greater autonomy, their capacity to bypass or exploit security measures becomes a growing concern, heightening the need to address these critical vulnerabilities in agentic systems.

AI安全智能体系统数据泄露

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