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cs.LG2025
Dynamic Malware Classification of Windows PE Files using CNNs and Greyscale Images Derived from Runtime API Call Argument Conversion
Md Shahnawaz, Bishwajit Prasad Gond, Durga Prasad Mohapatra
Malware detection and classification remains a topic of concern for cybersecurity, since it is becoming common for attackers to use advanced obfuscation on their malware to stay un…
cs.LG2025
Deep Learning-Driven Malware Classification with API Call Sequence Analysis and Concept Drift Handling
Bishwajit Prasad Gond, Durga Prasad Mohapatra
Malware classification in dynamic environments presents a significant challenge due to concept drift, where the statistical properties of malware data evolve over time, complicatin…