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Towards Sociotechnical Intelligence in Cyber Intrusion Detection: A Systematic Review Integrating ML/DL Performance, Human Adoption, and RAG-Enhanced Explainable AI

2026-04-07

Abstract excerpt

<title>Abstract</title> <p>Intelligent Intrusion Detection Systems (IDS) routinely report accuracy above 99% on standard benchmarks, yet real‑world deployment remains limited, an operational divergence we formalize as the Performance–Adoption Gap (PAG). This Preferred Reporting Items for Systematic Reviews and Meta‑Analyses (PRISMA) compliant systematic survey integrates 153 empirical IDS studies (2009–2025), an...

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Literature Corpus work
9564f572-b647-5f91-8356-d72bbfd1b3c1
DOI
10.21203/rs.3.rs-9329228/v1
Open publication

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Towards Sociotechnical Intelligence in Cyber Intrusion Detection: A Systematic Review Integrating ML/DL Performance, Human Adoption, and RAG-Enhanced Explainable AIDOI 10.21203/rs.3.rs-9329228/v1
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