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 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
MethodsPublished 19 August 2026Analyzing rescaling, discretization, and linearization in RNNs for neural system modelingMariano Caruso · Cecilia JarneFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1760701
Conceptual AnalysisPublished 14 August 2026Structural and dynamical strategies to prevent runaway excitation in reservoir computingClaus Metzner · Achim Schilling · Andreas Maier · Thomas Kinfe · Patrick KraussFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1845838
Original ResearchPublished 7 August 2026Automated detection of pulsating aurora using deep learning methodsFei Wu · Riley N. Troyer · Allison N. Jaynes · Yang Gao · Mary E. Haag · Jodie McLennan · Darren Chaddock · Eric Donovan · Kung-Sik ChanFrontiers in Astronomy and Space Sciencesdoi 10.3389/fspas.2026.1852793
Original ResearchPublished 30 July 2026Conductance-based reversal potentials in spiking recurrent neural networks enhance energy efficiency and task performanceMiguel Rodrigues · Carmen Gasco-Galvez · Martin VinckFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1870593
Original ResearchPublished 5 January 2026Organizational regularities in recurrent neural networksClaus Metzner · Achim Schilling · Andreas Maier · Patrick KraussFrontiers in Complex Systemsdoi 10.3389/fcpxs.2025.1636222
Complex SystemsPublished 8 October 2024Recurrence resonance - noise-enhanced dynamics in recurrent neural networksClaus Metzner · Achim Schilling · Andreas Maier · Patrick KraussFrontiers in Complex Systemsdoi 10.3389/fcpxs.2024.1479417
