arXiv:2503.18994cs.CYcs.AI2025-03被引 3

构建AI人权影响评估框架,助力合规欧盟《人工智能法案》。

HH4AI: A methodological Framework for AI Human Rights impact assessment under the EUAI ACT

  • 提出分阶段的FRIA评估框架,系统识别风险点。
  • 通过案例验证可有效识别问责、数据治理等关键风险。
  • 适合监管机构与科技企业用于AI伦理合规审查。

本文提出HH4AI方法论,一种结构化的人工智能系统人权影响评估框架,旨在满足欧盟《人工智能法案》要求,并应对技术、伦理与监管挑战。该方法强调人工智能的自主性、数据驱动及目标导向特性,呼应法案对透明度、责任归属与安全性的要求。核心难点在于跨行业定义与评估“高风险”AI系统,因缺乏统一标准且技术快速演进。为此,论文探讨了ISO/IEC与IEEE标准在风险管理、数据质量、偏见缓解与治理方面的适用性。提出基于门控机制的《基本权利影响评估》(FRIA)框架,涵盖系统概述、人权清单、影响评估与输出四个阶段。筛选机制依据系统特征聚焦问责、AI素养、数据治理与透明度等维度。通过虚构的自动化医疗分诊服务案例说明其应用。该框架实现系统化过滤、全面风险评估与缓解规划,有效优先处理关键风险并提供明确修复路径,推动更符合人权原则的设计与更强的监管合规性。

原文摘要 · Abstract (English)

This paper introduces the HH4AI Methodology, a structured approach to assessing the impact of AI systems on human rights, focusing on compliance with the EU AI Act and addressing technical, ethical, and regulatory challenges. The paper highlights AIs transformative nature, driven by autonomy, data, and goal-oriented design, and how the EU AI Act promotes transparency, accountability, and safety. A key challenge is defining and assessing "high-risk" AI systems across industries, complicated by the lack of universally accepted standards and AIs rapid evolution. To address these challenges, the paper explores the relevance of ISO/IEC and IEEE standards, focusing on risk management, data quality, bias mitigation, and governance. It proposes a Fundamental Rights Impact Assessment (FRIA) methodology, a gate-based framework designed to isolate and assess risks through phases including an AI system overview, a human rights checklist, an impact assessment, and a final output phase. A filtering mechanism tailors the assessment to the system's characteristics, targeting areas like accountability, AI literacy, data governance, and transparency. The paper illustrates the FRIA methodology through a fictional case study of an automated healthcare triage service. The structured approach enables systematic filtering, comprehensive risk assessment, and mitigation planning, effectively prioritizing critical risks and providing clear remediation strategies. This promotes better alignment with human rights principles and enhances regulatory compliance.

AI监管人权评估合规框架

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