Attribution-based interpretable classification neural network with global and local perspectives

Abstract Neural networks are challenging to apply in domains requiring high reliability due to their black-box nature, and researchers are increasingly focusing on interpreting neural networks. While pursuing neural network performance, most methods often sacrifice interpretability by interpreting t...

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Bibliographic Details
Main Authors: Zihao Shi, Zuqiang Meng, Haiming Tuo, Chaohong Tan
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-06218-z
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