Fahad Almuqhim is currently a Ph.D. candidate at the Knight Foundation School of Computing & Information Sciences (KFSCIS) at Florida International University, where he is conducting research under the supervision of Prof. Fahad Saeed. His research is primarily focused on enhancing the classification of mental disorders through the development of innovative deep learning models, including Sparse Autoencoders, Attention Networks, and Self-Supervised Architectures, particularly for multi-site fMRI data.