Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges

Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges

Machine learning (ML) has rapidly advanced in recent years, revolutionizing fields such as finance, medicine, and cybersecurity. In malware detection, ML-based approaches have demonstrated high accuracy; however, their lack of transparency poses a significant challenge. Traditional ML models often f...

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Bibliographic Details
Main Authors: Harikha Manthena, Shaghayegh Shajarian, Jeffrey C. Kimmell, Mahmoud Abdelsalam, Sajad Khorsandroo, Maanak Gupta
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Explainable malware analysis
interpretable malware analysis
explainable AI
AI for security
malware detection
malware classification
Online Access:https://ieeexplore.ieee.org/document/10944807/
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