arXiv:2606.01171cs.CYcs.AI2026-06中稿 · AAAI

让边缘群体主导AI设计,从真实经历出发重构技术方向。

AI From the Margins (AIM): Rethinking Participatory AI Design Through the Lived Experience of Minoritized Communities

  • 以生活经验为核心,通过叙事与共议方式引导边缘群体定义AI用途。
  • 8场研讨中13名有色人种女性及非二元性别者主动决定AI介入时机与方式。
  • 适合关注公平AI、社区参与和政策制定的研究者与实践者。

人工智能可能复制并放大边缘群体面临的结构性不公。虽有参与式AI被提出应对,但参与通常在问题界定与成功标准设定后才开始,限制了边缘群体重塑AI目标的空间。本文提出‘边缘中的AI’(AIM):一种方法论立场,明确如何提取、聚焦并延续边缘群体的生活经验,以指导参与式AI设计。AIM并非固定流程,而是可因地制宜运用的一组前提条件。我们在荷兰医疗语境中开展8次研讨会,参与方包括13名有色人种女性及非二元性别者,以及5名市政政策工作者。通过(1)使用生物叙事诠释法(BNIM)进行叙事采集;(2)共同制定规则;(3)由参与者自主决定AI介入的时间、地点与方式;(4)通过与政策制定者对话将生活经验转化为AI政策。参与者反馈称该过程具有实质意义,并呼吁持续推进,表明以生活经验为基础的前期准备,能根本性地重塑参与式AI设计的目标与方向。

原文摘要 · Abstract (English)

Artificial intelligence (AI) can reproduce and amplify the structural inequities faced by minoritized communities. Participatory AI has been proposed as a response, but participation typically starts after problem definitions and success criteria have been set, leaving limited room for minoritized communities to reshape what an AI system is for. We propose AI From the Margins (AIM): a methodological stance that articulates the conditions under which lived experiences of minoritized communities can be elicited, centered, and carried forward to inform participatory AI design. AIM is not a fixed protocol; it articulates a set of preconditions that can be enacted through different techniques in different settings. We applied AIM in a Dutch healthcare context in eight sessions with 13 women and non-binary people of color and five municipal policy workers, namely through (1) narrative elicitation using the Biographic Narrative Interpretive Method (BNIM); (2) co-constructed rule-making; (3) participants' determination of whether, where, and how AI should be involved; and (4) translating lived experience into AI policy through dialogue with policymakers. In their reflections on the sessions, participants described the engagement as substantive and called for its continuation, demonstrating how preparatory orientation fundamentally grounded in lived experience shapes what participatory AI design is for.

参与式AI边缘群体公平算法

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