Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning

• Main Authors: Bi, Yu, Li, Yekai, Feng, Xuan, Mi, Xianghang
• Format: Journal Article
• Language: English
• Published: 07.04.2024
• Subjects: Computer Science - Cryptography and Security

Despite achieving good performance and wide adoption, machine learning based security detection models (e.g., malware classifiers) are subject to concept drift and evasive evolution of attackers, which renders up-to-date threat data as a necessity. However, due to enforcement of various privacy prot...