Original ResearchPublished 8 October 2026Matrix-free photoacoustic image reconstruction via sensor-token networksMary John · Shibili Said · Imad Barhumi · Sherzod Turaev · Mohamed YahiaFrontiers in Applied Mathematics and Statisticsdoi 10.3389/fams.2026.1952041
Original ResearchPublished 7 October 2026GSDD-net: an efficient feature extraction method for gear-surface defects in complex industrial environmentsKesheng Wang · Huawei Zhang · Tong Yang · Peng Shen · Yongxiang ZhaoFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1983450
Original ResearchPublished 7 October 2026A hybrid deep learning framework combining CTGAN and transformers for personalized injury mitigation in elite sportsTiemin Teng · Lei ZhangFrontiers in Physiologydoi 10.3389/fphys.2026.1923556
ReviewPublished 7 October 2026Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation modelsXiaomin Yang · Yue Li · Xue Zhang · Bocheng WangFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1869687
ReviewPublished 6 October 2026A comprehensive review of AI-driven water-quality monitoring and prediction: advances, challenges, and future directionsK. Yukesh Kumar · P. KumaresanFrontiers in Waterdoi 10.3389/frwa.2026.1946412
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 29 September 2026MambaGLA-NPC: a 3D framework integrating CNN and state space models for robust multi-center nasopharyngeal carcinoma segmentationWei Jin · Xiaobo Chen · Weifeng Jin · Hai Liao · Li YuFrontiers in Genome Editingdoi 10.3389/fgeed.2026.1954329
Original ResearchPublished 16 September 2026PDSA-DBUNet: dual-branch U-Net for abdominal medical image segmentation driven by polynomial dynamic sparse attentionJiatong Shang · Guolin He · Xuyang LiFrontiers in Signal Processingdoi 10.3389/frsip.2026.1904505
Original ResearchPublished 11 September 2026MAFD-NET: multi-head attention dynamic sampling fusion network for power tower detection in high-resolution remote sensing imagesRui Ye · Tao Guo · Gong Chen · Chengyan He · Wei Zhang · Chun XieFrontiers in Energy Researchdoi 10.3389/fenrg.2026.1888547
Original ResearchPublished 8 September 2026A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditionsAshikur Rahman · Gwo Chin Chung · Yin Hoe NgFrontiers in Waterdoi 10.3389/frwa.2026.1902772
Original ResearchPublished 8 September 2026Design of a transfer learning fault identification model based on a Markov field and an improved DarkNetWenhao Liu · Hong JiangFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1883839
Original ResearchPublished 25 August 2026A hardware clock bias correction method for satellite on-board timing modules using a channel-independent PatchTST and TCN-attention-GRU hybrid networkKun Xie · Mingshuo Liu · Shaohui Li · Chenglin CaiFrontiers in Astronomy and Space Sciencesdoi 10.3389/fspas.2026.1915192
Original ResearchPublished 3 August 2026An explainable AI framework integrating deep learning and large language model for student’s mental healthRupali D. Kasar · Garima ShuklaFrontiers in Signal Processingdoi 10.3389/frsip.2026.1893420
Original ResearchPublished 31 July 2026Dual-domain transformer-based learned primal-dual reconstruction for PET imagingAnton Adelöw · Hamidreza Rashidykanan · Alessandro Guazzo · Massimiliano Colarieti-TostiFrontiers in Nuclear Medicinedoi 10.3389/fnume.2026.1885873
Original ResearchPublished 8 July 2026Neutrosophic soft-computing ensemble for high-accuracy satellite image scene classificationEzhilmaran Devarasan · Maxime Mahieu Josse · Sm Arun · V. Vishal · Bapathu Koushika · Abhyuday Singh · Jenisha RachelFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1882437
Original ResearchPublished 6 July 2026Cross-Domain TransNet for sparse-view CT reconstructionJunling Wang · Chunhua Zou · Hongjie Yang · Peixi Liao · Xiaojun Mo · Yingcui Gao · Yanan Ning · Jiahao LaiFrontiers in Nuclear Medicinedoi 10.3389/fnume.2026.1711533
Original ResearchPublished 16 June 2026DSPE-ViT: a lightweight vision transformer with dynamic sparse positional encoding for dense small object detection in UAV imageryLiya Cai · Shuping LiFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1849093
Original ResearchPublished 10 June 2026Research on leakage detection and location method of natural gas pipeline under strong noise conditionYifei Gao · Huiying ZhangFrontiers in Acousticsdoi 10.3389/facou.2026.1840924
Original ResearchPublished 4 March 2026State estimation of lithium-ion batteries via electrochemical features and self-attention networksJinman Li · Yuxiao WuFrontiers in Batteries and Electrochemistrydoi 10.3389/fbael.2026.1795223
Original ResearchPublished 5 December 2025Research on insulator contamination component identification based on neural networkYi Luo · Jin Liu · Yanyi Wang · Zijie Mei · Xuandong LiuFrontiers in Electronicsdoi 10.3389/felec.2025.1680502
ElectronicsPublished 21 August 2025A hybrid LSTM–transformer model for accurate remaining useful life prediction of lithium-ion batteriesTianren Zhao · Yanhui Zhang · Minghao Wang · Wei Feng · Shengxian Cao · Gong WangFrontiers in Electronicsdoi 10.3389/felec.2025.1654344
