Transformer-based malware detection using process resource utilization metrics

Transformer-based malware detection using process resource utilization metrics

Malware detection has long relied on signature-based methods limited in detecting zero-day malware attacks. Although efficient, these approaches are vulnerable to obfuscation and evasion techniques. To this end, dynamic approaches utilizing process resource-utilization metrics have emerged as promis...

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Bibliographic Details
Main Authors: Dimosthenis Natsos, Andreas L. Symeonidis
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Results in Engineering
Subjects:
Dynamic malware signatures
Malware cascading effect
Malware detection
Multivariate series classification
Performance metrics
Resource utilization metrics
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123025003366
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