Original ResearchPublished 27 August 2026Interpretable AI for neural signal decoding in dementia: an EEG ensemble approach to differential diagnosisFawad Muhammad · Irfan Ahmed Usmani · Muhammad Aamir · Mai Alduailij · Mehrez Marzougui · Rab NawazFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1902549
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 2 June 2026Decoding basal ganglia motor circuit dysfunction from handwriting: a physics-informed neural signal interpretation framework for Parkinson's disease screeningKrishnan Batri · S. Lakshmi · Salabat Khan · Zeshan Iqbal · Mohammad Alhefdi · Ghada Atteia · Sivaram MuruganFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1814920
PerspectivePublished 28 April 2026Information-theoretic and physical constraints on advanced neural signal decodingEnzhuo Zhang · Syed Ishtiaque AhmedFrontiers in Systems Neurosciencedoi 10.3389/fnsys.2026.1786729
