Concept Drift Adaptation Using Self-Supervised and Reinforcement Learning In Android Malware Detection

Ahmed Sabbah, Mohammad Kharma, Mohammad Alkhanafseh +3

Android malware detectors often degrade after deployment because of concept drift, while full retraining at each maintenance step is costly. We propose a chronological adaptive mai…