MANAS-2: Constrained Reconstruction for EEG Foundation Models
Masked reconstruction is widely used for EEG foundation models, but optimizing reconstruction on low-SNR waveforms does not necessarily produce the most useful latent representation. We introduce MANAS-2, a new EEG foundation model that combines a Raw-Band Hybrid (RBH) masked autoencoder with Constrained Reconstruction...
Arvasu Kulkarni, Aditya Mishra, Jeet Bandhu Lahiri et al.
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