局部最小概率解释

Dec, 2023

Locally-Minimal Probabilistic Explanations

Yacine Izza, Kuldeep S. Meel, Joao Marques-Silva

TL;DR提出了一种新的高效算法，用于计算近似概率诱导解释（PXAps），这些解释在实践中提供了高质量的概率诱导解释（PXAps），实验证明了所提算法的实际效率。

Abstract

formal abductive explanations offer crucial guarantees of rigor and so are of interest in high-stakes uses of machine learning (ML). One drawback of abductive explanations is explanation size, justified by the