SeqAdver: Automatic payload construction and injection in sequence-based Android adversarial attack

• Main Authors: ZHANG, Fei, FENG, Ruitao, XIE, Xiaofei, LI, Xiaohong, SHI, Lianshuan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Adversarial attack; Android malware; Payload injection; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/8707; https://ink.library.smu.edu.sg/context/sis_research/article/9710/viewcontent/SeqAdver_av.pdf
• Institution: Singapore Management University

Machine learning has achieved a great success in the field of Android malware detection. In order to avoid being caught by these ML-based Android malware detection, malware authors are inclined to initiate adversarial sample attacks by tampering with mobile applications. Although machine learning ha...