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
Original ResearchPublished 6 October 2026MSANet: a multi-scale spatiotemporal adaptive network for EEG-based driver fatigue recognitionPeipei Gu · Ruibo Wang · Ming Zhang · Naian Xiao · Fangqin Liu · Bin Jiang · Jiayang Guo · Xiaosong PengFrontiers in Neurosciencedoi 10.3389/fnins.2026.1939908
Original ResearchPublished 11 September 2026An open-set hybrid CNN-TCN network for human action recognition with unknown action rejection in collaborative robot workspacesYasir Abdullah R · Ignisha Rajathi G · Barakkath Nisha U · Johny Elton RFrontiers in Robotics and AIdoi 10.3389/frobt.2026.1919411
Hypothesis and TheoryPublished 1 September 2026Toward FIAP ® -Digital: an interpretable multimodal AI architecture for translational stratification and precision care in AutismYves FuambaFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1868068
Original ResearchPublished 27 August 2026Interpretable self-supervised transformers for resting-state EEG analysis in Alzheimer's diseaseSyeda Shamaila Zareen · Nada Alzaben · Usman Ahmad · Talha Mahboob Alam · Asaad Algarni · Junsong WangFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1899573
Original ResearchPublished 24 April 2026Application of VMD–CNN–LSTM in mechanical fault diagnosis of pump station unitsFengshou Zhang · Mengmeng Cui · Hongyu Yang · Jing Feng · Qingqing Tian · Yu Tian · Lei GuoFrontiers in Signal Processingdoi 10.3389/frsip.2026.1777346
NeuroimagingPublished 29 October 2025Editorial: Spatiotemporal & AI trends in neuroscience, neuroimaging, and neurooncologyAlessandro Crimi · Spyridon BakasFrontiers in Neuroimagingdoi 10.3389/fnimg.2025.1716335
