cs.AI updates on arXiv.org 10月07日 12:07
咖啡领域伦理决策的XAI系统
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本文提出一种针对咖啡领域的伦理决策可解释人工智能(XAI)系统,通过符号引擎和效用评估模块,实现消费者在咖啡购买决策中的道德考量。

arXiv:2510.03892v1 Announce Type: new Abstract: We present a gamified explainable AI (XAI) system for ethically aware consumer decision-making in the coffee domain. Each session comprises six rounds with three options per round. Two symbolic engines provide real-time reasons: a Kantian module flags rule violations (e.g., child labor, deforestation risk without shade certification, opaque supply chains, unsafe decaf), and a utilitarian module scores options via multi-criteria aggregation over normalized attributes (price, carbon, water, transparency, farmer income share, taste/freshness, packaging, convenience). A meta-explainer with a regret bound (0.2) highlights Kantian--utilitarian (mis)alignment and switches to a deontically clean, near-parity option when welfare loss is small. We release a structured configuration (attribute schema, certification map, weights, rule set), a policy trace for auditability, and an interactive UI.

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可解释人工智能 伦理决策 咖啡领域 消费者决策
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