Malfustection: Obfuscated Malware Detection and Malware Classification with Data Shortage by Combining Semi-Supervised and Contrastive Learning. (arXiv:2111.09975v2 [cs.CR] UPDATED)

With the advent of new technologies, using various formats of digital gadgets
is becoming widespread. In today's world, where everyday tasks are inevitable
without technology, this extensive use of computers paves the way for malicious
activity. As a result, it is important to provide solutions to defend against
these threats. Malware is one of the well-known and widely used means utilized
for doing destructive activities by malicious attackers. Producing malware from
scratch is somewhat difficult, so attackers tend to obfuscate …

classification data detection malware malware classification malware detection shortage