集成梯度归因方法的四个公理特征

Jun, 2023

集成梯度归因方法的四个公理特征

Four Axiomatic Characterizations of the Integrated Gradients Attribution Method

Daniel Lundstrom, Meisam Razaviyayn

TL;DR本研究介绍了一种称为Integrated Gradients方法的基线归因方法和其四个公理特征，用以揭示神经网络及其他机器学习模型的内部工作机制。

Abstract

deep neural networks have produced significant progress among machine learning models in terms of accuracy and functionality, but their inner workings are still largely unknown. →