Original ResearchPublished 9 October 2026CyberShield analytics: SHAP-guided stacking ensembles for organizational risk resilienceSadiya Chowdhury · Abdullah Al ImtihanFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1878587
Original ResearchPublished 8 October 2026The dashboard says “perfect:” a systematic audit of label-free model monitoring and test-time adaptation under temporal distribution shift in network intrusion detectionWali Ahmed · Md Azizul Rahaman · Pappu Roy · Parves AlamFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1928858
Mini ReviewPublished 3 September 2026Deployment-oriented evaluation of deep learning network intrusion detection systemsKai Liang Lew · Kok Swee Sim · Hao Xian CheongFrontiers in Communications and Networksdoi 10.3389/frcmn.2026.1863367
Original ResearchPublished 23 June 2026Adaptive class-aware feature selection for high-dimensional and imbalanced multi-class network intrusion detectionJoseph P. Mchina · Neema Mduma · Ramadhani S. SindeFrontiers in Big Datadoi 10.3389/fdata.2026.1871346