arXiv:2608.02699cs.AIcs.CY2026-08中稿 · AAAI综述

XAI如何满足欧盟解释权?这篇综述揭示法律与技术脱节的三大问题。

Explainable AI for the EU Right to Explanation: A Systematic Review of the Law-XAI Translation Gap

  • 构建'接收方/目的'框架,区分解释形式与内容
  • 仅19篇论文真正融合法律与技术视角,存在明显断层
  • 提出4阶段实施蓝图,面向政策制定者与AI开发者

当算法影响贷款、招聘或医疗等关键决策时,欧盟法律赋予个体请求解释的权利。然而,可解释人工智能(XAI)能否在实践中满足这一权利仍不清晰,直接影响人们挑战自动化决策的能力。本文系统回顾2024年以后发表的文献,聚焦GDPR第15(1)(h)条、《人工智能法案》(AIA)第86条及相关法规。从2643条初步记录中筛选出57篇全文,仅19篇实现法律与技术的实质性融合,显示当前监管框架在跨学科整合上的显著缺口。研究发现三类问题:多数误判GDPR法律依据;极少引用欧洲法院‘邓白氏’判决(因发布时间较晚);常混淆解释的形式(由接收方决定)与内容(由法律目的决定)。本文提出‘接收方/目的’框架,设计四阶段实施蓝图,并指出六个具体开放研究问题。若无进一步进展,解释权可能沦为形式义务而无法落地。

原文摘要 · Abstract (English)

When algorithms make or influence consequential decisions---about loan eligibility, hiring, or healthcare---EU law grants affected individuals a Right to Explanation. Yet whether (and how) Explainable AI (XAI) can satisfy this right in practice remains poorly understood, with direct implications for individuals' ability to contest automated decisions that affect their lives. This paper presents a systematic literature review of XAI in the context of the EU Right to Explanation, with particular focus on Art. 15(1)(h) GDPR, Art. 86 AI Act (AIA), and related instruments. We consider papers published from 2024 onwards, as the final version of the AIA was published in July 2024---with Art. 86 being added late. From 2643 initial records identified by a deliberately broad search, we review 57 full texts, of which only 19 papers demonstrate substantive integration of both legal and technical perspectives, showing gaps in the interdisciplinary synthesis of the current regulatory framework. We document three problematic patterns across the corpus: Most misidentify the GDPR legal basis; few engage with the CJEU's Dun & Bradstreet judgment (likely due to publication timing); and the distinction between explanation form (governed by addressee) and content (governed by legal purpose) is often conflated. We conceptualize this as the Addressee/Purpose Framework, propose a four-phase blueprint for operationalization, and identify six concrete open research questions. Without further progress, the Right to Explanation risks remaining a formal obligation without a technically realizable path to compliance.

可解释AI欧盟法律AI治理跨学科

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