ML4SOC: A Comprehensive Review on Machine Learning for Security Operations Centres
inforesearchPeer-Reviewed
researchsecurity
Source: ACM Digital Library (TOPS, DTRAP, CSUR)July 11, 2026
Summary
This is a comprehensive academic review article published in ACM Computing Surveys that examines how machine learning (algorithms that learn patterns from data) is being used in Security Operations Centres (SOCs, which are teams and systems that monitor networks for threats). The article surveys the current state of ML applications across security operations but does not focus on a specific vulnerability or problem requiring a mitigation.
Classification
Attack SophisticationModerate
Monthly digest — independent AI security research
Original source: https://dl.acm.org/doi/abs/10.1145/3820494?af=R
First tracked: July 11, 2026 at 08:01 AM
Classified by LLM (prompt v3) · confidence: 85%