2 papers
cs.AI2026
MANAS-2: Constrained Reconstruction for EEG Foundation Models
Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri +5
Masked reconstruction is widely used for EEG foundation models, but optimizing reconstruction on low-SNR waveforms does not necessarily produce the most useful latent representatio…
cs.LG2026
PRISM: Exploring Heterogeneous Pretrained EEG Foundation Model Transfer to Clinical Differential Diagnosis
Jeet Bandhu Lahiri, Parshva Runwal, Arvasu Kulkarni +4
EEG foundation models are typically pretrained on narrow-source clinical archives and evaluated on benchmarks from the same ecosystem, leaving unclear whether representations encod…