BriefGPT.xyz
Jan, 2024
基于一致预测集的人类决策改善
Conformal Prediction Sets Improve Human Decision Making
HTML
PDF
Jesse C. Cresswell, Yi Sui, Bhargava Kumar, Noël Vouitsis
TL;DR
在这项研究中,我们通过进行一项预先注册的随机对照试验,提供给人类被试一些确定度集合,从而研究了确定度集合对人类决策的辅助作用。结果表明,使用确定度集合来量化模型的不确定性对于人机合作决策和人工智能团队非常有帮助。
Abstract
In response to everyday queries, humans explicitly signal
uncertainty
and offer alternative answers when they are unsure. Machine learning models that output
calibrated prediction sets
through
→