BriefGPT.xyz
Jul, 2023
LUCID-GAN:有条件生成模型定位不公平性
LUCID-GAN: Conditional Generative Models to Locate Unfairness
HTML
PDF
Andres Algaba, Carmen Mazijn, Carina Prunkl, Jan Danckaert, Vincent Ginis
TL;DR
通过生成规范输入来定位非公平(unfair)行为,LUCID-GAN是一种新的检测黑盒模型非道德偏见的方法,无需访问训练数据。
Abstract
Most
group fairness
notions detect
unethical biases
by computing statistical parity metrics on a model's output. However, this approach suffers from several shortcomings, such as philosophical disagreement, mutua
→