665 citations · 922 across the 15 of their papers we have counts for
4 papers · 1 filter
Security of Deep Learning Methodologies: Challenges and Opportunities
Shahbaz Rezaei, Xin Liu
Despite the plethora of studies about security vulnerabilities and defenses of deep learning models, security aspects of deep learning methodologies, such as transfer learning, hav…
Large-scale Mobile App Identification Using Deep Learning
Shahbaz Rezaei, Bryce Kroencke, Xin Liu
Many network services and tools (e.g. network monitors, malware-detection systems, routing and billing policy enforcement modules in ISPs) depend on identifying the type of traffic…
Multitask Learning for Network Traffic Classification
Shahbaz Rezaei, Xin Liu
Traffic classification has various applications in today's Internet, from resource allocation, billing and QoS purposes in ISPs to firewall and malware detection in clients. Classi…
A Target-Agnostic Attack on Deep Models: Exploiting Security Vulnerabilities of Transfer Learning
Shahbaz Rezaei, Xin Liu
Due to insufficient training data and the high computational cost to train a deep neural network from scratch, transfer learning has been extensively used in many deep-neural-netwo…