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
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 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