Original ResearchPublished 6 October 2026An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signalsBobbinpreet Kaur · Sheenam Middha · Aleem Ali · Noman Khan · Reham Alhejaili · Ahmed H. AlmutairiFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1949040
Original ResearchPublished 6 October 2026Subject-independent classification of ADHD from pediatric EEG: a leakage-aware deep learning framework with interpretable neurophysiological mappingM. Geethapriya · Kalyanaraman PattabiramanFrontiers in Neurosciencedoi 10.3389/fnins.2026.1925266
Original ResearchPublished 5 October 2026Machine learning approaches for phishing detection and cybersecurity awareness in digital infrastructureParves Alam · Md Azizul Rahaman · Jubayer Uddin Shamim · Shakhawat Hossain Refat · Wali Ahmed · Pappu Roy · Shaon Reza · Samuel KimFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1875321
Original ResearchPublished 30 September 2026CLSP-REQA : a real-time quality-aware closed-loop seizure prediction framework with Mamba-BiLSTM and confidence-gated interventionMufeng Chen · Qi Wu · Bingchao Huang · Xiwen Lai · Zekai Chen · Xinge Ouyang · Quansheng RenFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1888743
Original ResearchPublished 10 September 2026Simultaneous retrieval of 13 phytoplankton pigments from Sentinel-3 OLCI using convolutional neural networks and transfer learningBorja Sánchez-López · Marco Talone · Jesus Cerquides · Annalisa Di Cicco · Gonzalo Martínez-Fornos · Petra SlavinecFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1880618
CorrectionPublished 8 September 2026Correction: Fault diagnosis and prediction of industrial hydraulic pumps based on KOA-CNN-BILSTM modelTing Zhong · Weiyi ZhuFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1977529
Original ResearchPublished 3 September 2026Hybrid EEG–EMG intention decoding for real-time triggering of a lower-limb exoskeletonKe Wang · Wenshan Li · Danyang Ding · Lei Wang · Yue Sun · Hongbo Zhao · Weijun GongFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1914651
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
Original ResearchPublished 28 August 2026Study of deep learning cues for cross linguistic part of speech tagging in English– Malayalam code-mixed dataParvathy Padmakumar · Shreya S. Nair · A. K. Prajisha · S. TharaFrontiers in Big Datadoi 10.3389/fdata.2026.1888885
Original ResearchPublished 18 August 2026HSD-Net: a dual-branch CNN-BiLSTM network with hybrid cepstral fusion for heart sound classificationCaijian Hua · Ye Tian · Liuying Li · Xia ZhouFrontiers in Medical Technologydoi 10.3389/fmedt.2026.1883548
Original ResearchPublished 26 June 2026An explainable AI-driven hybrid SE-transformer architecture for robust knee osteoporosis classification from X-ray dataSudhir Kumar Sangula · Siddique Ibrahim S. P.Frontiers in Signal Processingdoi 10.3389/frsip.2026.1853106
Original ResearchPublished 23 June 2026Confidence-driven adaptive time window for real-time driver fatigue detection in Level 2-3 autonomous vehicles: a multi-dataset validation studyWantong Xie · Peng XiaoFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1857548
