Original ResearchPublished 5 October 2026Optimizing multi-class intrusion detection in IIoT: advanced feature selection using grey wolf optimizer and machine learning classifiersIbrahim Al-Shibly · Llorenç Burgas · Joaquim MassanaFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1932015
ReviewPublished 2 October 2026Intelligent defense at the edge: a comprehensive survey of federated learning, TinyML and explainable AI for intrusion detection in IoT and IIoT ecosystemsS. Sarath Kumar · M. Asha JerlinFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1900815
Original ResearchPublished 25 September 2026A unified unsupervised deep learning and stride threat modeling framework for multi-domain cyber-physical security in nuclear digital twinsMehtab Alam · Akshay Chamoli · Ashraf Ali · Abdullah AlouraniFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1926649
ReviewPublished 7 September 2026AI-driven cybersecurity for industrial internet of things: architectures, challenges, datasets, and future research directionsSiddhartha Singhal · Kakelli Anil KumarFrontiers in Big Datadoi 10.3389/fdata.2026.1938279
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 1 September 2026Missed-attack-risk-oriented compact KAN architecture for industrial IoT intrusion detectionAwad A. Younis · Ahmed ElwhishiFrontiers in Computer Sciencedoi 10.3389/fcomp.2026.1909955
ReviewPublished 10 July 2026A dataset-centric review of IoT and IIoT intrusion detection: realism, evaluation biases, and future research directionsDwarsala Sreedhar Reddy · Kakelli Anil KumarFrontiers in Big Datadoi 10.3389/fdata.2026.1878260
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
Original ResearchPublished 28 January 2026Autonomous federated defense for zero-day threats in IIoT: explainable agents with real-time edge inferenceWilliam Villegas-Ch · Rommel Gutierrez · Jaime Govea · Pablo PalaciosFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1697204
the Internet of ThingsPublished 4 September 2025Securing the future: AI-driven cybersecurity in the age of autonomous IoTFabian Chukwudi Ogenyi · Chinyere Nneoma Ugwu · Okechukwu Paul-Chima UgwuFrontiers in the Internet of Thingsdoi 10.3389/friot.2025.1658273