人工智能团队中预测集的效用

May, 2022

On the Utility of Prediction Sets in Human-AI Teams

Varun Babbar, Umang Bhatt, Adrian Weller

TL;DR本文研究了如何在人与AI的合作中使用置信预测（conformal prediction）方法，发现使用置信预测可以提高团队绩效，引入D-CP方法则可以降低置信预测中的不确定性。

Abstract

Research on human-ai teams usually provides experts with a single label, which ignores the uncertainty in a model's recommendation. conformal prediction (CP) is a well established line of research that focuses on