{"data":{"id":"ed36b237-8f7d-481e-b222-0e7ac5938624","title":"ML4SOC: A Comprehensive Review on Machine Learning for Security Operations Centres","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.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://dl.acm.org/doi/abs/10.1145/3820494?af=R","publishedAt":"2026-07-11T12:01:13.520Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}