Anti-Malware Machine Learning

Speaker: Andra Băltoiu (University of Bucharest)

Abstract: In a previous seminar, we introduced Dictionary Learning (DL), a machine learning method capable of handling the requirements of IoT-related tasks, motivated by its reduced computational complexity, theoretical guarantees and its applicability to continuous retraining contexts. We now discuss the task of training different machine learning and DL models in order to identify malware and study the adaptability of the resulting models to new types of malware.