With the continuous evolution of the Windows operating system, malware-especially those based on Portable Executable (PE) files-has become increasingly sophisticated. Recent studies have widely adopted artificial intelligence (AI), particularly deep learning (DL) models, for malware detection. Among these, approaches focusing on API function analysis have shown their potential, but often...
