Author

Shantanu Sarkar

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Preprint Aug 2026

A 2-Block Architecture for Real-Time EEG Gait Decoding: A Pilot Study

A 2-block Brain-Computer Interface architecture is proposed: a trainable session-specific Feature Extraction Block with real-time artifact suppression and multi-domain feature extraction, coupled with a Decoder Block built on a novel Polynomial Time-Varying Layer (PolyTVL)+LSTM for four-state gait classification.

Shantanu Sarkar, S. Prasad, J. Contreras-Vidal · 0 citations