AI RESEARCH
Laya: A LeJEPA Approach to EEG via Latent Prediction over Reconstruction
arXiv CS.LG
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ArXi:2603.16281v1 Announce Type: new Electroencephalography (EEG) is a widely used tool for studying brain function, with applications in clinical neuroscience, diagnosis, and brain-computer interfaces (BCIs). Recent EEG foundation models trained on large unlabeled corpora aim to learn transferable representations, but their effectiveness remains unclear; reported improvements over smaller task-specific models are often modest, sensitive to downstream adaptation and fine-tuning strategies, and limited under linear probing.