While deep learning techniques have been extensively employed in malware detection. there is a notable challenge in effectively embedding malware features. Current neural network methods primarily capture superficial characteristics. lacking in-depth semantic exploration of functions and failing to preserve structural information at the file level. https://www.jmannino.com/quick-save-Arcade-Smokey-Bear-Belt-p10222-great-pick/