A Survey on Adversarial Attacks for Malware Analysis. (arXiv:2111.08223v2 [cs.CR] UPDATED)

Machine learning has witnessed tremendous growth in its adoption and
advancement in the last decade. The evolution of machine learning from
traditional algorithms to modern deep learning architectures has shaped the way
today's technology functions. Its unprecedented ability to discover
knowledge/patterns from unstructured data and automate the decision-making
process led to its application in wide domains. High flying machine learning
arena has been recently pegged back by the introduction of adversarial attacks.
Adversaries are able to modify data, maximizing the …

analysis attacks malware malware analysis survey