Transfer learning with XAI for robust malware and IoT network security

Transfer learning with XAI for robust malware and IoT network security

Abstract Malware that exploits user privacy has increased in recent decades, and this trend has been linked to shifting international regulations, the expansion of Internet services, and the growth of electronic commerce. Furthermore, it is very challenging to detect privacy malware that uses obfusc...

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Bibliographic Details
Main Authors: Ahmad Almadhor, Shtwai Alsubai, Natalia Kryvinska, Abdullah Al Hejaili, Belgacem Bouallegue, Mohamed Ayari, Sidra Abbas
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Memory dump analysis
Transfer learning
Intrusion detection system
Deep neural networks
Shapley additive explanations
Malware attacks
Online Access:https://doi.org/10.1038/s41598-025-12404-w
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