Flow-based Detection and Proxy-based Evasion of Encrypted Malware C2 Traffic
Carlos Novo, Ricardo Morla
Abstract
State of the art deep learning techniques are known to be vulnerable to evasion attacks where an adversarial sample is generated from a malign sample and misclassified as benign.
Topics & Concepts
Evasion (ethics)Computer scienceComputer securitySample (material)EncryptionMalwareAdversarial systemState (computer science)Artificial intelligenceIntrusion detection systemKey (lock)CryptographyDeep learningRansomwareData miningObfuscationBackdoorAdversarial Robustness in Machine LearningNetwork Security and Intrusion DetectionAdvanced Malware Detection Techniques