Traffic adversarial example attack and defense method based on explainable artificial intelligence

An adversarial example attack method based on XAI was proposed for AI-based NIDS. By identifying critical perturbation features with XAI and applying targeted perturbations while preserving traffic functionality, malicious traffic was gradually altered to be misclassified as benign, achieving advers...

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Bibliographic Details
Main Authors: MA Bowen, GUO Yuanbo, TIAN Jiwei, MA Jun, HU Yongjin
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2025-04-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2025067/
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