Minerva: A File-Based Ransomware Detector

arXiv:2301.11050v2 Announce Type: replace-cross
Abstract: Ransomware attacks have caused billions of dollars in damages in recent years, and are expected to cause billions more in the future. Consequently, significant effort has been devoted to ransomware detection and mitigation. Behavioral-based ransomware detection approaches have garnered considerable attention recently. These behavioral detectors typically rely on process-based behavioral profiles to identify malicious behaviors. However, with an increasing body of literature highlighting the vulnerability of such approaches to evasion attacks, a comprehensive solution to …

abstract arxiv attacks attention cs.cr cs.cy cs.lg detection detectors file future minerva process ransomware ransomware attacks type