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Transparency (in XAI)

XAI 设计原则之一,指 AI 系统应让其行为、数据或推理对相关利益方可见、可理解,用于支持信任校准与适度依赖。

English Definition

"An XAI design principle that AI systems should make their behavior, data, or reasoning visible and comprehensible to relevant stakeholders, supporting trust calibration and informed reliance."

常见错误

  • ·不要把 transparency 仅理解为'开放源代码'或'公开数据',在 XAI 中它更关注解释对终端用户的可理解性与可见性。

真实用例 · 3

"calls for eXplainable AI (XAI) emphasize that transparency and interpretability are critical for fostering appropriate reliance and seamless integration with established healthcare practices."

论文Pipeline extracted — review needed·Transparency 作为 XAI 的核心设计原则

"This limited transparency at the patient level can erode trust and hinder adoption, which is critical in high-stakes clinical settings where trust is essential for safe and effective patient care."

论文Pipeline extracted — review needed·患者层面的透明度不足会侵蚀信任并阻碍采纳

"Can patients understand MAP-X explanations, and do these explanations help them form trust based on transparent evidence in the information provided?"

论文Pipeline extracted — review needed·RQ3 关注患者能否基于透明证据形成信任
由 pipeline 自动采集,待人工 review