2 papers
q-bio.NC2026
A Roadmap for MEG Foundation Models
Philipp Thölke, Hamza Abdelhedi, Yorguin Mantilla-Ramos +7
Foundation models are beginning to reshape brain-signal analysis by moving the field beyond task-specific decoding pipelines toward reusable models pretrained on broad neural datas…
cs.LG2026
Stacked LoRA for Subject-Adaptive EEG Foundation Models in Motor Imagery Decoding
Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2
Electroencephalography (EEG) decoding for brain-computer interfaces (BCIs) faces a major challenge: substantial inter-subject variability limits effective cross-subject generalizat…