AUTHOR=Umair Muhammad , Ahmad Jawad , Alasbali Nada , Saidani Oumaima , Hanif Muhammad , Khattak Aizaz Ahmad , Khan Muhammad Shahbaz TITLE=Decentralized EEG-based detection of major depressive disorder via transformer architectures and split learning JOURNAL=Frontiers in Computational Neuroscience VOLUME=Volume 19 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1569828 DOI=10.3389/fncom.2025.1569828 ISSN=1662-5188