Author

Mahir Jain

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#artificial intelligence Preprint Sep 2026

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. · 1 citation

#artificial intelligence Preprint Sep 2026

Adaptive Anisotropic Attention for Axis-Structured Signals

Adaptive Anisotropic Attention is introduced, which splits attention into two paths: a temporal path, where each token attends to the tokens of its own electrode across time, and a spatial path, where it attends to the tokens of the other electrodes at the same time step.

Mahir Jain, P. Runwal, Aditya Mishra et al. · 0 citations